warning: commands will be executed using /bin/sh job 2962 at Fri Mar 14 03:49:00 2014 FileBase /isis1/Yuta/YutaData/YutaMouse20-140311/YutaMouse20-140311/YutaMouse20-140311 ElecNo 3 MinClusters 20 MaxClusters 25 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111111111111111111111100000 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 Loaded 1346275 data points of dimension 30. meanDims = 30 Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 448758 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23971 members Mstep: Class 2 contains 23551 members Mstep: Class 3 contains 23562 members Mstep: Class 4 contains 23682 members Mstep: Class 5 contains 23551 members Mstep: Class 6 contains 23773 members Mstep: Class 7 contains 23259 members Mstep: Class 8 contains 23504 members Mstep: Class 9 contains 23668 members Mstep: Class 10 contains 23531 members Mstep: Class 11 contains 23733 members Mstep: Class 12 contains 23501 members Mstep: Class 13 contains 23582 members Mstep: Class 14 contains 23575 members Mstep: Class 15 contains 23720 members Mstep: Class 16 contains 23664 members Mstep: Class 17 contains 23727 members Mstep: Class 18 contains 23691 members Mstep: Class 19 contains 23513 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 260.260315 but Gain 3227.531250 Score: -52123112.000000 Penalty: 58095.562500 Iteration 0F: 19 clusters Score -5.212311e+07 nChanged 423961 Entering Unmasked Mstep Mstep: Class 0 contains 2392 members Mstep: Class 1 contains 13772 members Mstep: Class 2 contains 11741 members Mstep: Class 3 contains 153623 members Mstep: Class 4 contains 15882 members Mstep: Class 5 contains 4471 members Mstep: Class 6 contains 36644 members Mstep: Class 7 contains 72828 members Mstep: Class 8 contains 28808 members Mstep: Class 10 contains 21617 members Mstep: Class 11 contains 4096 members Mstep: Class 12 contains 9799 members Mstep: Class 13 contains 8800 members Mstep: Class 14 contains 14392 members Mstep: Class 15 contains 8659 members Mstep: Class 16 contains 18415 members Mstep: Class 17 contains 3418 members Mstep: Class 18 contains 2879 members Mstep: Class 19 contains 16522 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 1389.645142 but Gain 3227.531250 Score: -54368440.000000 Penalty: 54868.031250 Iteration 1F: 18 clusters Score -5.436844e+07 nChanged 163778 Entering Unmasked Mstep Mstep: Class 0 contains 2291 members Mstep: Class 1 contains 6246 members Mstep: Class 2 contains 8234 members Mstep: Class 3 contains 218010 members Mstep: Class 4 contains 7841 members Mstep: Class 5 contains 864 members Mstep: Class 6 contains 40714 members Mstep: Class 7 contains 84914 members Mstep: Class 8 contains 16940 members Mstep: Class 10 contains 15633 members Mstep: Class 12 contains 5706 members Mstep: Class 13 contains 4070 members Mstep: Class 14 contains 10660 members Mstep: Class 15 contains 4447 members Mstep: Class 16 contains 11254 members Mstep: Class 17 contains 1037 members Mstep: Class 18 contains 789 members Mstep: Class 19 contains 9108 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 2081.406250 but Gain 3227.531250 Score: -54741968.000000 Penalty: 51640.500000 Iteration 2F: 17 clusters Score -5.474197e+07 nChanged 111199 Entering Unmasked Mstep Mstep: Class 0 contains 2144 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 7210 members Mstep: Class 3 contains 249158 members Mstep: Class 4 contains 2745 members Mstep: Class 5 contains 369 members Mstep: Class 6 contains 54661 members Mstep: Class 7 contains 82700 members Mstep: Class 8 contains 8394 members Mstep: Class 10 contains 12599 members Mstep: Class 13 contains 1784 members Mstep: Class 14 contains 8447 members Mstep: Class 15 contains 2132 members Mstep: Class 16 contains 7182 members Mstep: Class 17 contains 819 members Mstep: Class 18 contains 456 members Mstep: Class 19 contains 5301 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 1508.963135 but Gain 3227.531250 Score: -54992304.000000 Penalty: 48412.968750 Iteration 3F: 16 clusters Score -5.49923e+07 nChanged 66764 Entering Unmasked Mstep Mstep: Class 0 contains 1723 members Mstep: Class 2 contains 5809 members Mstep: Class 3 contains 268783 members Mstep: Class 4 contains 1482 members Mstep: Class 5 contains 450 members Mstep: Class 6 contains 62343 members Mstep: Class 7 contains 75456 members Mstep: Class 8 contains 4887 members Mstep: Class 10 contains 8147 members Mstep: Class 13 contains 853 members Mstep: Class 14 contains 6742 members Mstep: Class 15 contains 1555 members Mstep: Class 16 contains 5591 members Mstep: Class 17 contains 771 members Mstep: Class 18 contains 668 members Mstep: Class 19 contains 3498 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 2989.609131 but Gain 3227.531250 Score: -55185548.000000 Penalty: 45185.437500 Iteration 4F: 15 clusters Score -5.518555e+07 nChanged 37435 Entering Unmasked Mstep Mstep: Class 0 contains 638 members Mstep: Class 2 contains 4454 members Mstep: Class 3 contains 276781 members Mstep: Class 4 contains 1324 members Mstep: Class 5 contains 937 members Mstep: Class 6 contains 66254 members Mstep: Class 7 contains 72644 members Mstep: Class 8 contains 4461 members Mstep: Class 10 contains 5614 members Mstep: Class 13 contains 447 members Mstep: Class 14 contains 5792 members Mstep: Class 15 contains 1892 members Mstep: Class 16 contains 5629 members Mstep: Class 17 contains 732 members Mstep: Class 18 contains 1159 members Entering Unmasked Estep ConsiderDeletion Score: -55305508.000000 Penalty: 45185.437500 Iteration 5F: 15 clusters Score -5.530551e+07 nChanged 19414 Entering Unmasked Mstep Mstep: Class 0 contains 268 members Mstep: Class 2 contains 3744 members Mstep: Class 3 contains 274312 members Mstep: Class 4 contains 1363 members Mstep: Class 5 contains 1218 members Mstep: Class 6 contains 70077 members Mstep: Class 7 contains 71244 members Mstep: Class 8 contains 4861 members Mstep: Class 10 contains 4926 members Mstep: Class 13 contains 326 members Mstep: Class 14 contains 5360 members Mstep: Class 15 contains 2706 members Mstep: Class 16 contains 6494 members Mstep: Class 17 contains 712 members Mstep: Class 18 contains 1147 members Entering Unmasked Estep ConsiderDeletion Score: -55329424.000000 Penalty: 45185.437500 Iteration 6Q: 15 clusters Score -5.532942e+07 nChanged 12672 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 2 contains 3333 members Mstep: Class 3 contains 269981 members Mstep: Class 4 contains 1550 members Mstep: Class 5 contains 1223 members Mstep: Class 6 contains 73514 members Mstep: Class 7 contains 70115 members Mstep: Class 8 contains 5370 members Mstep: Class 10 contains 4985 members Mstep: Class 13 contains 320 members Mstep: Class 14 contains 4994 members Mstep: Class 15 contains 3678 members Mstep: Class 16 contains 7624 members Mstep: Class 17 contains 707 members Mstep: Class 18 contains 1101 members Entering Unmasked Estep ConsiderDeletion Score: -55338952.000000 Penalty: 45185.437500 Iteration 7Q: 15 clusters Score -5.533895e+07 nChanged 9387 Entering Unmasked Mstep Mstep: Class 0 contains 264 members Mstep: Class 2 contains 3105 members Mstep: Class 3 contains 265644 members Mstep: Class 4 contains 1803 members Mstep: Class 5 contains 1223 members Mstep: Class 6 contains 76491 members Mstep: Class 7 contains 69268 members Mstep: Class 8 contains 5853 members Mstep: Class 10 contains 5277 members Mstep: Class 13 contains 324 members Mstep: Class 14 contains 4668 members Mstep: Class 15 contains 4487 members Mstep: Class 16 contains 8556 members Mstep: Class 17 contains 704 members Mstep: Class 18 contains 1091 members Entering Unmasked Estep ConsiderDeletion Score: -55344984.000000 Penalty: 45185.437500 Iteration 8Q: 15 clusters Score -5.534498e+07 nChanged 7727 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 2 contains 2998 members Mstep: Class 3 contains 261461 members Mstep: Class 4 contains 2029 members Mstep: Class 5 contains 1223 members Mstep: Class 6 contains 79196 members Mstep: Class 7 contains 68638 members Mstep: Class 8 contains 6310 members Mstep: Class 10 contains 5663 members Mstep: Class 13 contains 333 members Mstep: Class 14 contains 4384 members Mstep: Class 15 contains 5202 members Mstep: Class 16 contains 9271 members Mstep: Class 17 contains 702 members Mstep: Class 18 contains 1085 members Entering Unmasked Estep ConsiderDeletion Score: -55348588.000000 Penalty: 45185.437500 Iteration 9Q: 15 clusters Score -5.534859e+07 nChanged 6777 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 2 contains 2931 members Mstep: Class 3 contains 257420 members Mstep: Class 4 contains 2194 members Mstep: Class 5 contains 1224 members Mstep: Class 6 contains 81877 members Mstep: Class 7 contains 68151 members Mstep: Class 8 contains 6780 members Mstep: Class 10 contains 6065 members Mstep: Class 13 contains 334 members Mstep: Class 14 contains 4130 members Mstep: Class 15 contains 5788 members Mstep: Class 16 contains 9821 members Mstep: Class 17 contains 700 members Mstep: Class 18 contains 1080 members Entering Unmasked Estep ConsiderDeletion Score: -55351516.000000 Penalty: 45185.437500 Iteration 10Q: 15 clusters Score -5.535152e+07 nChanged 6284 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 2 contains 2889 members Mstep: Class 3 contains 253421 members Mstep: Class 4 contains 2317 members Mstep: Class 5 contains 1226 members Mstep: Class 6 contains 84608 members Mstep: Class 7 contains 67777 members Mstep: Class 8 contains 7274 members Mstep: Class 10 contains 6484 members Mstep: Class 13 contains 340 members Mstep: Class 14 contains 3885 members Mstep: Class 15 contains 6245 members Mstep: Class 16 contains 10251 members Mstep: Class 17 contains 700 members Mstep: Class 18 contains 1078 members Entering Unmasked Estep ConsiderDeletion Score: -55353840.000000 Penalty: 45185.437500 Iteration 11Q: 15 clusters Score -5.535384e+07 nChanged 6056 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 2 contains 2866 members Mstep: Class 3 contains 249299 members Mstep: Class 4 contains 2393 members Mstep: Class 5 contains 1226 members Mstep: Class 6 contains 87510 members Mstep: Class 7 contains 67486 members Mstep: Class 8 contains 7761 members Mstep: Class 10 contains 6919 members Mstep: Class 13 contains 343 members Mstep: Class 14 contains 3700 members Mstep: Class 15 contains 6624 members Mstep: Class 16 contains 10591 members Mstep: Class 17 contains 700 members Mstep: Class 18 contains 1077 members Entering Unmasked Estep ConsiderDeletion Score: -55356184.000000 Penalty: 45185.437500 Iteration 12Q: 15 clusters Score -5.535618e+07 nChanged 5838 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 2 contains 2851 members Mstep: Class 3 contains 245045 members Mstep: Class 4 contains 2435 members Mstep: Class 5 contains 1227 members Mstep: Class 6 contains 90558 members Mstep: Class 7 contains 67267 members Mstep: Class 8 contains 8249 members Mstep: Class 10 contains 7380 members Mstep: Class 13 contains 346 members Mstep: Class 14 contains 3567 members Mstep: Class 15 contains 6932 members Mstep: Class 16 contains 10862 members Mstep: Class 17 contains 700 members Mstep: Class 18 contains 1076 members Entering Unmasked Estep ConsiderDeletion Score: -55357944.000000 Penalty: 45185.437500 Iteration 13Q: 15 clusters Score -5.535794e+07 nChanged 5590 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 2 contains 2850 members Mstep: Class 3 contains 240730 members Mstep: Class 4 contains 2452 members Mstep: Class 5 contains 1227 members Mstep: Class 6 contains 93697 members Mstep: Class 7 contains 67104 members Mstep: Class 8 contains 8647 members Mstep: Class 10 contains 7840 members Mstep: Class 13 contains 351 members Mstep: Class 14 contains 3510 members Mstep: Class 15 contains 7217 members Mstep: Class 16 contains 11094 members Mstep: Class 17 contains 700 members Mstep: Class 18 contains 1076 members Entering Unmasked Estep ConsiderDeletion Score: -55359732.000000 Penalty: 45185.437500 Iteration 14Q: 15 clusters Score -5.535973e+07 nChanged 5484 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 2 contains 2841 members Mstep: Class 3 contains 236340 members Mstep: Class 4 contains 2471 members Mstep: Class 5 contains 1227 members Mstep: Class 6 contains 96914 members Mstep: Class 7 contains 66984 members Mstep: Class 8 contains 8998 members Mstep: Class 10 contains 8316 members Mstep: Class 13 contains 353 members Mstep: Class 14 contains 3494 members Mstep: Class 15 contains 7493 members Mstep: Class 16 contains 11288 members Mstep: Class 17 contains 700 members Mstep: Class 18 contains 1076 members Entering Unmasked Estep ConsiderDeletion Score: -55361608.000000 Penalty: 45185.437500 Iteration 15Q: 15 clusters Score -5.536161e+07 nChanged 5371 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 2 contains 2839 members Mstep: Class 3 contains 232016 members Mstep: Class 4 contains 2486 members Mstep: Class 5 contains 1227 members Mstep: Class 6 contains 100102 members Mstep: Class 7 contains 66875 members Mstep: Class 8 contains 9316 members Mstep: Class 10 contains 8799 members Mstep: Class 13 contains 355 members Mstep: Class 14 contains 3487 members Mstep: Class 15 contains 7747 members Mstep: Class 16 contains 11470 members Mstep: Class 17 contains 700 members Mstep: Class 18 contains 1076 members Entering Unmasked Estep ConsiderDeletion Score: -55363196.000000 Penalty: 45185.437500 Iteration 16Q: 15 clusters Score -5.53632e+07 nChanged 5448 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 2 contains 2828 members Mstep: Class 3 contains 227578 members Mstep: Class 4 contains 2492 members Mstep: Class 5 contains 1227 members Mstep: Class 6 contains 103466 members Mstep: Class 7 contains 66788 members Mstep: Class 8 contains 9585 members Mstep: Class 10 contains 9262 members Mstep: Class 13 contains 355 members Mstep: Class 14 contains 3485 members Mstep: Class 15 contains 8013 members Mstep: Class 16 contains 11640 members Mstep: Class 17 contains 700 members Mstep: Class 18 contains 1076 members Entering Unmasked Estep ConsiderDeletion Score: -55364884.000000 Penalty: 45185.437500 Iteration 17Q: 15 clusters Score -5.536488e+07 nChanged 5458 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 2 contains 2829 members Mstep: Class 3 contains 223225 members Mstep: Class 4 contains 2500 members Mstep: Class 5 contains 1227 members Mstep: Class 6 contains 106834 members Mstep: Class 7 contains 66696 members Mstep: Class 8 contains 9809 members Mstep: Class 10 contains 9711 members Mstep: Class 13 contains 355 members Mstep: Class 14 contains 3485 members Mstep: Class 15 contains 8247 members Mstep: Class 16 contains 11801 members Mstep: Class 17 contains 700 members Mstep: Class 18 contains 1076 members Entering Unmasked Estep ConsiderDeletion Score: -55366928.000000 Penalty: 45185.437500 Iteration 18Q: 15 clusters Score -5.536693e+07 nChanged 5545 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 2 contains 2827 members Mstep: Class 3 contains 218697 members Mstep: Class 4 contains 2511 members Mstep: Class 5 contains 1227 members Mstep: Class 6 contains 110281 members Mstep: Class 7 contains 66646 members Mstep: Class 8 contains 9987 members Mstep: Class 10 contains 10187 members Mstep: Class 13 contains 355 members Mstep: Class 14 contains 3482 members Mstep: Class 15 contains 8555 members Mstep: Class 16 contains 11964 members Mstep: Class 17 contains 700 members Mstep: Class 18 contains 1076 members Entering Unmasked Estep ConsiderDeletion Score: -55369132.000000 Penalty: 45185.437500 Iteration 19Q: 15 clusters Score -5.536913e+07 nChanged 5629 Entering Unmasked Mstep Mstep: Class 0 contains 263 members Mstep: Class 2 contains 2825 members Mstep: Class 3 contains 213963 members Mstep: Class 4 contains 2509 members Mstep: Class 5 contains 1227 members Mstep: Class 6 contains 113927 members Mstep: Class 7 contains 66604 members Mstep: Class 8 contains 10125 members Mstep: Class 10 contains 10666 members Mstep: Class 13 contains 355 members Mstep: Class 14 contains 3478 members Mstep: Class 15 contains 8895 members Mstep: Class 16 contains 12145 members Mstep: Class 17 contains 700 members Mstep: Class 18 contains 1076 members Entering Unmasked Estep ConsiderDeletion Score: -55371776.000000 Penalty: 45185.437500 Iteration 20F: 15 clusters Score -5.537178e+07 nChanged 5859 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 2 contains 2834 members Mstep: Class 3 contains 208924 members Mstep: Class 4 contains 2514 members Mstep: Class 5 contains 1239 members Mstep: Class 6 contains 117538 members Mstep: Class 7 contains 66583 members Mstep: Class 8 contains 10240 members Mstep: Class 10 contains 11123 members Mstep: Class 13 contains 359 members Mstep: Class 14 contains 3477 members Mstep: Class 15 contains 9576 members Mstep: Class 16 contains 12326 members Mstep: Class 17 contains 698 members Mstep: Class 18 contains 1081 members Entering Unmasked Estep ConsiderDeletion Score: -55374296.000000 Penalty: 45185.437500 Iteration 21Q: 15 clusters Score -5.53743e+07 nChanged 5851 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 2 contains 2834 members Mstep: Class 3 contains 203878 members Mstep: Class 4 contains 2516 members Mstep: Class 5 contains 1240 members Mstep: Class 6 contains 121212 members Mstep: Class 7 contains 66559 members Mstep: Class 8 contains 10309 members Mstep: Class 10 contains 11577 members Mstep: Class 13 contains 361 members Mstep: Class 14 contains 3471 members Mstep: Class 15 contains 10237 members Mstep: Class 16 contains 12539 members Mstep: Class 17 contains 698 members Mstep: Class 18 contains 1081 members Entering Unmasked Estep ConsiderDeletion Score: -55376240.000000 Penalty: 45185.437500 Iteration 22Q: 15 clusters Score -5.537624e+07 nChanged 5572 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 2 contains 2840 members Mstep: Class 3 contains 199042 members Mstep: Class 4 contains 2524 members Mstep: Class 5 contains 1240 members Mstep: Class 6 contains 124852 members Mstep: Class 7 contains 66549 members Mstep: Class 8 contains 10348 members Mstep: Class 10 contains 12016 members Mstep: Class 13 contains 364 members Mstep: Class 14 contains 3470 members Mstep: Class 15 contains 10765 members Mstep: Class 16 contains 12723 members Mstep: Class 17 contains 698 members Mstep: Class 18 contains 1081 members Entering Unmasked Estep ConsiderDeletion Score: -55378364.000000 Penalty: 45185.437500 Iteration 23Q: 15 clusters Score -5.537836e+07 nChanged 5378 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 2 contains 2845 members Mstep: Class 3 contains 194357 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 1240 members Mstep: Class 6 contains 128490 members Mstep: Class 7 contains 66557 members Mstep: Class 8 contains 10336 members Mstep: Class 10 contains 12401 members Mstep: Class 13 contains 368 members Mstep: Class 14 contains 3468 members Mstep: Class 15 contains 11240 members Mstep: Class 16 contains 12903 members Mstep: Class 17 contains 698 members Mstep: Class 18 contains 1081 members Entering Unmasked Estep ConsiderDeletion Score: -55379872.000000 Penalty: 45185.437500 Iteration 24Q: 15 clusters Score -5.537987e+07 nChanged 5075 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 2 contains 2832 members Mstep: Class 3 contains 189976 members Mstep: Class 4 contains 2532 members Mstep: Class 5 contains 1240 members Mstep: Class 6 contains 131933 members Mstep: Class 7 contains 66561 members Mstep: Class 8 contains 10306 members Mstep: Class 10 contains 12805 members Mstep: Class 13 contains 369 members Mstep: Class 14 contains 3467 members Mstep: Class 15 contains 11630 members Mstep: Class 16 contains 13082 members Mstep: Class 17 contains 698 members Mstep: Class 18 contains 1081 members Entering Unmasked Estep ConsiderDeletion Score: -55381312.000000 Penalty: 45185.437500 Iteration 25Q: 15 clusters Score -5.538131e+07 nChanged 4869 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 2 contains 2820 members Mstep: Class 3 contains 185828 members Mstep: Class 4 contains 2529 members Mstep: Class 5 contains 1240 members Mstep: Class 6 contains 135197 members Mstep: Class 7 contains 66563 members Mstep: Class 8 contains 10253 members Mstep: Class 10 contains 13212 members Mstep: Class 13 contains 370 members Mstep: Class 14 contains 3464 members Mstep: Class 15 contains 11972 members Mstep: Class 16 contains 13285 members Mstep: Class 17 contains 698 members Mstep: Class 18 contains 1081 members Entering Unmasked Estep ConsiderDeletion Score: -55382920.000000 Penalty: 45185.437500 Iteration 26Q: 15 clusters Score -5.538292e+07 nChanged 4624 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 2 contains 2813 members Mstep: Class 3 contains 181860 members Mstep: Class 4 contains 2537 members Mstep: Class 5 contains 1240 members Mstep: Class 6 contains 138331 members Mstep: Class 7 contains 66570 members Mstep: Class 8 contains 10186 members Mstep: Class 10 contains 13611 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3462 members Mstep: Class 15 contains 12262 members Mstep: Class 16 contains 13490 members Mstep: Class 17 contains 698 members Mstep: Class 18 contains 1081 members Entering Unmasked Estep ConsiderDeletion Score: -55384460.000000 Penalty: 45185.437500 Iteration 27Q: 15 clusters Score -5.538446e+07 nChanged 4444 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 2 contains 2814 members Mstep: Class 3 contains 178052 members Mstep: Class 4 contains 2538 members Mstep: Class 5 contains 1240 members Mstep: Class 6 contains 141411 members Mstep: Class 7 contains 66593 members Mstep: Class 8 contains 10099 members Mstep: Class 10 contains 13974 members Mstep: Class 13 contains 370 members Mstep: Class 14 contains 3458 members Mstep: Class 15 contains 12485 members Mstep: Class 16 contains 13699 members Mstep: Class 17 contains 698 members Mstep: Class 18 contains 1081 members Entering Unmasked Estep ConsiderDeletion Score: -55385716.000000 Penalty: 45185.437500 Iteration 28Q: 15 clusters Score -5.538572e+07 nChanged 4278 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 2 contains 2807 members Mstep: Class 3 contains 174377 members Mstep: Class 4 contains 2539 members Mstep: Class 5 contains 1240 members Mstep: Class 6 contains 144421 members Mstep: Class 7 contains 66622 members Mstep: Class 8 contains 9996 members Mstep: Class 10 contains 14307 members Mstep: Class 13 contains 372 members Mstep: Class 14 contains 3459 members Mstep: Class 15 contains 12671 members Mstep: Class 16 contains 13922 members Mstep: Class 17 contains 698 members Mstep: Class 18 contains 1081 members Entering Unmasked Estep ConsiderDeletion Score: -55386852.000000 Penalty: 45185.437500 Iteration 29Q: 15 clusters Score -5.538685e+07 nChanged 4130 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 2 contains 2797 members Mstep: Class 3 contains 170909 members Mstep: Class 4 contains 2539 members Mstep: Class 5 contains 1240 members Mstep: Class 6 contains 147267 members Mstep: Class 7 contains 66639 members Mstep: Class 8 contains 9897 members Mstep: Class 10 contains 14643 members Mstep: Class 13 contains 373 members Mstep: Class 14 contains 3459 members Mstep: Class 15 contains 12816 members Mstep: Class 16 contains 14154 members Mstep: Class 17 contains 698 members Mstep: Class 18 contains 1081 members Entering Unmasked Estep ConsiderDeletion Score: -55388072.000000 Penalty: 45185.437500 Iteration 30Q: 15 clusters Score -5.538807e+07 nChanged 3899 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 2 contains 2791 members Mstep: Class 3 contains 167706 members Mstep: Class 4 contains 2540 members Mstep: Class 5 contains 1240 members Mstep: Class 6 contains 149923 members Mstep: Class 7 contains 66675 members Mstep: Class 8 contains 9786 members Mstep: Class 10 contains 14981 members Mstep: Class 13 contains 373 members Mstep: Class 14 contains 3460 members Mstep: Class 15 contains 12912 members Mstep: Class 16 contains 14346 members Mstep: Class 17 contains 698 members Mstep: Class 18 contains 1081 members Entering Unmasked Estep ConsiderDeletion Score: -55389200.000000 Penalty: 45185.437500 Iteration 31Q: 15 clusters Score -5.53892e+07 nChanged 3613 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 2 contains 2787 members Mstep: Class 3 contains 164746 members Mstep: Class 4 contains 2534 members Mstep: Class 5 contains 1240 members Mstep: Class 6 contains 152406 members Mstep: Class 7 contains 66710 members Mstep: Class 8 contains 9704 members Mstep: Class 10 contains 15293 members Mstep: Class 13 contains 375 members Mstep: Class 14 contains 3460 members Mstep: Class 15 contains 12967 members Mstep: Class 16 contains 14511 members Mstep: Class 17 contains 698 members Mstep: Class 18 contains 1081 members Entering Unmasked Estep ConsiderDeletion Score: -55389828.000000 Penalty: 45185.437500 Iteration 32Q: 15 clusters Score -5.538983e+07 nChanged 3458 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 2 contains 2779 members Mstep: Class 3 contains 161945 members Mstep: Class 4 contains 2536 members Mstep: Class 5 contains 1240 members Mstep: Class 6 contains 154796 members Mstep: Class 7 contains 66755 members Mstep: Class 8 contains 9613 members Mstep: Class 10 contains 15572 members Mstep: Class 13 contains 377 members Mstep: Class 14 contains 3460 members Mstep: Class 15 contains 13015 members Mstep: Class 16 contains 14645 members Mstep: Class 17 contains 698 members Mstep: Class 18 contains 1081 members Entering Unmasked Estep ConsiderDeletion Score: -55390780.000000 Penalty: 45185.437500 Iteration 33Q: 15 clusters Score -5.539078e+07 nChanged 3238 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 2 contains 2769 members Mstep: Class 3 contains 159389 members Mstep: Class 4 contains 2541 members Mstep: Class 5 contains 1240 members Mstep: Class 6 contains 156972 members Mstep: Class 7 contains 66808 members Mstep: Class 8 contains 9506 members Mstep: Class 10 contains 15832 members Mstep: Class 13 contains 379 members Mstep: Class 14 contains 3462 members Mstep: Class 15 contains 13037 members Mstep: Class 16 contains 14798 members Mstep: Class 17 contains 698 members Mstep: Class 18 contains 1081 members Entering Unmasked Estep ConsiderDeletion Score: -55391716.000000 Penalty: 45185.437500 Iteration 34Q: 15 clusters Score -5.539172e+07 nChanged 3274 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 2 contains 2764 members Mstep: Class 3 contains 156823 members Mstep: Class 4 contains 2539 members Mstep: Class 5 contains 1240 members Mstep: Class 6 contains 159199 members Mstep: Class 7 contains 66850 members Mstep: Class 8 contains 9439 members Mstep: Class 10 contains 16094 members Mstep: Class 13 contains 381 members Mstep: Class 14 contains 3461 members Mstep: Class 15 contains 13017 members Mstep: Class 16 contains 14926 members Mstep: Class 17 contains 698 members Mstep: Class 18 contains 1081 members Entering Unmasked Estep ConsiderDeletion Score: -55392260.000000 Penalty: 45185.437500 Iteration 35Q: 15 clusters Score -5.539226e+07 nChanged 3281 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 2 contains 2764 members Mstep: Class 3 contains 154213 members Mstep: Class 4 contains 2539 members Mstep: Class 5 contains 1240 members Mstep: Class 6 contains 161477 members Mstep: Class 7 contains 66911 members Mstep: Class 8 contains 9359 members Mstep: Class 10 contains 16351 members Mstep: Class 13 contains 385 members Mstep: Class 14 contains 3459 members Mstep: Class 15 contains 12989 members Mstep: Class 16 contains 15046 members Mstep: Class 17 contains 698 members Mstep: Class 18 contains 1081 members Entering Unmasked Estep ConsiderDeletion Score: -55392784.000000 Penalty: 45185.437500 Iteration 36Q: 15 clusters Score -5.539278e+07 nChanged 3245 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 2 contains 2762 members Mstep: Class 3 contains 151637 members Mstep: Class 4 contains 2546 members Mstep: Class 5 contains 1240 members Mstep: Class 6 contains 163735 members Mstep: Class 7 contains 66999 members Mstep: Class 8 contains 9272 members Mstep: Class 10 contains 16587 members Mstep: Class 13 contains 387 members Mstep: Class 14 contains 3459 members Mstep: Class 15 contains 12966 members Mstep: Class 16 contains 15143 members Mstep: Class 17 contains 698 members Mstep: Class 18 contains 1081 members Entering Unmasked Estep ConsiderDeletion Score: -55393204.000000 Penalty: 45185.437500 Iteration 37Q: 15 clusters Score -5.53932e+07 nChanged 3194 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 2 contains 2760 members Mstep: Class 3 contains 149073 members Mstep: Class 4 contains 2543 members Mstep: Class 5 contains 1240 members Mstep: Class 6 contains 166034 members Mstep: Class 7 contains 67073 members Mstep: Class 8 contains 9178 members Mstep: Class 10 contains 16818 members Mstep: Class 13 contains 386 members Mstep: Class 14 contains 3459 members Mstep: Class 15 contains 12939 members Mstep: Class 16 contains 15230 members Mstep: Class 17 contains 698 members Mstep: Class 18 contains 1081 members Entering Unmasked Estep ConsiderDeletion Score: -55393740.000000 Penalty: 45185.437500 Iteration 38Q: 15 clusters Score -5.539374e+07 nChanged 3270 Entering ConstructFrom: Score: -55393740.000000 Penalty: 45185.437500 Entering ConstructFrom: Trying to split cluster 2 (2753 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Entering Unmasked Estep Score: -327017.562500 Penalty: 1964.270752 Iteration 0F: 2 clusters Score -327017.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -323967.937500 Penalty: 3928.541504 Iteration 0F: 3 clusters Score -323967.9 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -324649.812500 Penalty: 3928.541504 Iteration 1F: 3 clusters Score -324649.8 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -324878.343750 Penalty: 3928.541504 Iteration 2F: 3 clusters Score -324878.3 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -325023.625000 Penalty: 3928.541504 Iteration 3F: 3 clusters Score -325023.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -325141.437500 Penalty: 3928.541504 Iteration 4Q: 3 clusters Score -325141.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -325261.125000 Penalty: 3928.541504 Iteration 5Q: 3 clusters Score -325261.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -325356.437500 Penalty: 3928.541504 Iteration 6Q: 3 clusters Score -325356.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -325429.093750 Penalty: 3928.541504 Iteration 7Q: 3 clusters Score -325429.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -325485.343750 Penalty: 3928.541504 Iteration 8Q: 3 clusters Score -325485.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -325537.906250 Penalty: 3928.541504 Iteration 9Q: 3 clusters Score -325537.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -325590.875000 Penalty: 3928.541504 Iteration 10Q: 3 clusters Score -325590.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -325634.343750 Penalty: 3928.541504 Iteration 11Q: 3 clusters Score -325634.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -325679.218750 Penalty: 3928.541504 Iteration 12Q: 3 clusters Score -325679.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -325718.562500 Penalty: 3928.541504 Iteration 13Q: 3 clusters Score -325718.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -325744.781250 Penalty: 3928.541504 Iteration 14Q: 3 clusters Score -325744.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -325762.937500 Penalty: 3928.541504 Iteration 15Q: 3 clusters Score -325762.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -325774.562500 Penalty: 3928.541504 Iteration 16Q: 3 clusters Score -325774.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -325780.656250 Penalty: 3928.541504 Iteration 17Q: 3 clusters Score -325780.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -325784.406250 Penalty: 3928.541504 Iteration 18Q: 3 clusters Score -325784.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -325791.468750 Penalty: 3928.541504 Iteration 19Q: 3 clusters Score -325791.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -325798.250000 Penalty: 3928.541504 Iteration 20F: 3 clusters Score -325798.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -325804.312500 Penalty: 3928.541504 Iteration 21Q: 3 clusters Score -325804.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -325808.031250 Penalty: 3928.541504 Iteration 22Q: 3 clusters Score -325808 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -325811.125000 Penalty: 3928.541504 Iteration 23Q: 3 clusters Score -325811.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -325815.062500 Penalty: 3928.541504 Iteration 24Q: 3 clusters Score -325815.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -325816.968750 Penalty: 3928.541504 Iteration 25Q: 3 clusters Score -325817 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -325821.250000 Penalty: 3928.541504 Iteration 26Q: 3 clusters Score -325821.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -325825.468750 Penalty: 3928.541504 Iteration 27Q: 3 clusters Score -325825.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -325830.843750 Penalty: 3928.541504 Iteration 28Q: 3 clusters Score -325830.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -325834.937500 Penalty: 3928.541504 Iteration 29Q: 3 clusters Score -325834.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -325839.312500 Penalty: 3928.541504 Iteration 30Q: 3 clusters Score -325839.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -325843.250000 Penalty: 3928.541504 Iteration 31Q: 3 clusters Score -325843.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -325846.500000 Penalty: 3928.541504 Iteration 32Q: 3 clusters Score -325846.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -325851.218750 Penalty: 3928.541504 Iteration 33Q: 3 clusters Score -325851.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -325856.937500 Penalty: 3928.541504 Iteration 34Q: 3 clusters Score -325856.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -325862.437500 Penalty: 3928.541504 Iteration 35Q: 3 clusters Score -325862.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -325867.031250 Penalty: 3928.541504 Iteration 36Q: 3 clusters Score -325867 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -325870.750000 Penalty: 3928.541504 Iteration 37Q: 3 clusters Score -325870.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -325877.812500 Penalty: 3928.541504 Iteration 38Q: 3 clusters Score -325877.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -325883.562500 Penalty: 3928.541504 Iteration 39Q: 3 clusters Score -325883.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -325890.343750 Penalty: 3928.541504 Iteration 40F: 3 clusters Score -325890.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -325892.312500 Penalty: 3928.541504 Iteration 41Q: 3 clusters Score -325892.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -325893.031250 Penalty: 3928.541504 Iteration 42Q: 3 clusters Score -325893 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -325893.843750 Penalty: 3928.541504 Iteration 43Q: 3 clusters Score -325893.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -325893.843750 Penalty: 3928.541504 Iteration 44F: 3 clusters Score -325893.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (146395 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146395 members Entering Unmasked Estep Score: -18411244.000000 Penalty: 2949.727783 Iteration 0F: 2 clusters Score -1.841124e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73361 members Mstep: Class 2 contains 73034 members Entering Unmasked Estep Score: -18313552.000000 Penalty: 5899.455566 Iteration 0F: 3 clusters Score -1.831355e+07 nChanged 70000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75493 members Mstep: Class 2 contains 70902 members Entering Unmasked Estep Score: -18354822.000000 Penalty: 5899.455566 Iteration 1F: 3 clusters Score -1.835482e+07 nChanged 5866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76695 members Mstep: Class 2 contains 69700 members Entering Unmasked Estep Score: -18357072.000000 Penalty: 5899.455566 Iteration 2Q: 3 clusters Score -1.835707e+07 nChanged 6987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78610 members Mstep: Class 2 contains 67785 members Entering Unmasked Estep Score: -18360348.000000 Penalty: 5899.455566 Iteration 3Q: 3 clusters Score -1.836035e+07 nChanged 8368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81500 members Mstep: Class 2 contains 64895 members Entering Unmasked Estep Score: -18365386.000000 Penalty: 5899.455566 Iteration 4F: 3 clusters Score -1.836539e+07 nChanged 9349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84931 members Mstep: Class 2 contains 61464 members Entering Unmasked Estep Score: -18371588.000000 Penalty: 5899.455566 Iteration 5F: 3 clusters Score -1.837159e+07 nChanged 9675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88480 members Mstep: Class 2 contains 57915 members Entering Unmasked Estep Score: -18378474.000000 Penalty: 5899.455566 Iteration 6F: 3 clusters Score -1.837847e+07 nChanged 9391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91715 members Mstep: Class 2 contains 54680 members Entering Unmasked Estep Score: -18385360.000000 Penalty: 5899.455566 Iteration 7F: 3 clusters Score -1.838536e+07 nChanged 8431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94098 members Mstep: Class 2 contains 52297 members Entering Unmasked Estep Score: -18391220.000000 Penalty: 5899.455566 Iteration 8F: 3 clusters Score -1.839122e+07 nChanged 6551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95661 members Mstep: Class 2 contains 50734 members Entering Unmasked Estep Score: -18395014.000000 Penalty: 5899.455566 Iteration 9Q: 3 clusters Score -1.839501e+07 nChanged 5026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96757 members Mstep: Class 2 contains 49638 members Entering Unmasked Estep Score: -18397568.000000 Penalty: 5899.455566 Iteration 10Q: 3 clusters Score -1.839757e+07 nChanged 4028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97529 members Mstep: Class 2 contains 48866 members Entering Unmasked Estep Score: -18399772.000000 Penalty: 5899.455566 Iteration 11Q: 3 clusters Score -1.839977e+07 nChanged 3439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97960 members Mstep: Class 2 contains 48435 members Entering Unmasked Estep Score: -18401442.000000 Penalty: 5899.455566 Iteration 12Q: 3 clusters Score -1.840144e+07 nChanged 3229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98189 members Mstep: Class 2 contains 48206 members Entering Unmasked Estep Score: -18403080.000000 Penalty: 5899.455566 Iteration 13Q: 3 clusters Score -1.840308e+07 nChanged 3273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98190 members Mstep: Class 2 contains 48205 members Entering Unmasked Estep Score: -18404786.000000 Penalty: 5899.455566 Iteration 14Q: 3 clusters Score -1.840479e+07 nChanged 3419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97889 members Mstep: Class 2 contains 48506 members Entering Unmasked Estep Score: -18406588.000000 Penalty: 5899.455566 Iteration 15Q: 3 clusters Score -1.840659e+07 nChanged 3542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97293 members Mstep: Class 2 contains 49102 members Entering Unmasked Estep Score: -18409096.000000 Penalty: 5899.455566 Iteration 16Q: 3 clusters Score -1.84091e+07 nChanged 3721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96640 members Mstep: Class 2 contains 49755 members Entering Unmasked Estep Score: -18412234.000000 Penalty: 5899.455566 Iteration 17Q: 3 clusters Score -1.841223e+07 nChanged 3930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96060 members Mstep: Class 2 contains 50335 members Entering Unmasked Estep Score: -18416570.000000 Penalty: 5899.455566 Iteration 18Q: 3 clusters Score -1.841657e+07 nChanged 4049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95611 members Mstep: Class 2 contains 50784 members Entering Unmasked Estep Score: -18421368.000000 Penalty: 5899.455566 Iteration 19Q: 3 clusters Score -1.842137e+07 nChanged 3363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94914 members Mstep: Class 2 contains 51481 members Entering Unmasked Estep Score: -18424302.000000 Penalty: 5899.455566 Iteration 20F: 3 clusters Score -1.84243e+07 nChanged 2438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94074 members Mstep: Class 2 contains 52321 members Entering Unmasked Estep Score: -18425504.000000 Penalty: 5899.455566 Iteration 21Q: 3 clusters Score -1.84255e+07 nChanged 1526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93204 members Mstep: Class 2 contains 53191 members Entering Unmasked Estep Score: -18425968.000000 Penalty: 5899.455566 Iteration 22Q: 3 clusters Score -1.842597e+07 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92452 members Mstep: Class 2 contains 53943 members Entering Unmasked Estep Score: -18426176.000000 Penalty: 5899.455566 Iteration 23Q: 3 clusters Score -1.842618e+07 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91856 members Mstep: Class 2 contains 54539 members Entering Unmasked Estep Score: -18426266.000000 Penalty: 5899.455566 Iteration 24Q: 3 clusters Score -1.842627e+07 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91311 members Mstep: Class 2 contains 55084 members Entering Unmasked Estep Score: -18426262.000000 Penalty: 5899.455566 Iteration 25Q: 3 clusters Score -1.842626e+07 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90836 members Mstep: Class 2 contains 55559 members Entering Unmasked Estep Score: -18426432.000000 Penalty: 5899.455566 Iteration 26Q: 3 clusters Score -1.842643e+07 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90401 members Mstep: Class 2 contains 55994 members Entering Unmasked Estep Score: -18426562.000000 Penalty: 5899.455566 Iteration 27Q: 3 clusters Score -1.842656e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90056 members Mstep: Class 2 contains 56339 members Entering Unmasked Estep Score: -18426578.000000 Penalty: 5899.455566 Iteration 28Q: 3 clusters Score -1.842658e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89777 members Mstep: Class 2 contains 56618 members Entering Unmasked Estep Score: -18426640.000000 Penalty: 5899.455566 Iteration 29Q: 3 clusters Score -1.842664e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89555 members Mstep: Class 2 contains 56840 members Entering Unmasked Estep Score: -18426660.000000 Penalty: 5899.455566 Iteration 30Q: 3 clusters Score -1.842666e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89350 members Mstep: Class 2 contains 57045 members Entering Unmasked Estep Score: -18426682.000000 Penalty: 5899.455566 Iteration 31Q: 3 clusters Score -1.842668e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89189 members Mstep: Class 2 contains 57206 members Entering Unmasked Estep Score: -18426658.000000 Penalty: 5899.455566 Iteration 32Q: 3 clusters Score -1.842666e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89031 members Mstep: Class 2 contains 57364 members Entering Unmasked Estep Score: -18426670.000000 Penalty: 5899.455566 Iteration 33Q: 3 clusters Score -1.842667e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88867 members Mstep: Class 2 contains 57528 members Entering Unmasked Estep Score: -18426696.000000 Penalty: 5899.455566 Iteration 34Q: 3 clusters Score -1.84267e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88722 members Mstep: Class 2 contains 57673 members Entering Unmasked Estep Score: -18426744.000000 Penalty: 5899.455566 Iteration 35Q: 3 clusters Score -1.842674e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88607 members Mstep: Class 2 contains 57788 members Entering Unmasked Estep Score: -18426778.000000 Penalty: 5899.455566 Iteration 36Q: 3 clusters Score -1.842678e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88509 members Mstep: Class 2 contains 57886 members Entering Unmasked Estep Score: -18426784.000000 Penalty: 5899.455566 Iteration 37Q: 3 clusters Score -1.842678e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88430 members Mstep: Class 2 contains 57965 members Entering Unmasked Estep Score: -18426784.000000 Penalty: 5899.455566 Iteration 38Q: 3 clusters Score -1.842678e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88367 members Mstep: Class 2 contains 58028 members Entering Unmasked Estep Score: -18426784.000000 Penalty: 5899.455566 Iteration 39Q: 3 clusters Score -1.842678e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88319 members Mstep: Class 2 contains 58076 members Entering Unmasked Estep Score: -18426776.000000 Penalty: 5899.455566 Iteration 40F: 3 clusters Score -1.842678e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88289 members Mstep: Class 2 contains 58106 members Entering Unmasked Estep Score: -18426760.000000 Penalty: 5899.455566 Iteration 41Q: 3 clusters Score -1.842676e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88258 members Mstep: Class 2 contains 58137 members Entering Unmasked Estep Score: -18426760.000000 Penalty: 5899.455566 Iteration 42Q: 3 clusters Score -1.842676e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88223 members Mstep: Class 2 contains 58172 members Entering Unmasked Estep Score: -18426762.000000 Penalty: 5899.455566 Iteration 43Q: 3 clusters Score -1.842676e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88188 members Mstep: Class 2 contains 58207 members Entering Unmasked Estep Score: -18426760.000000 Penalty: 5899.455566 Iteration 44Q: 3 clusters Score -1.842676e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88164 members Mstep: Class 2 contains 58231 members Entering Unmasked Estep Score: -18426774.000000 Penalty: 5899.455566 Iteration 45Q: 3 clusters Score -1.842677e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88147 members Mstep: Class 2 contains 58248 members Entering Unmasked Estep Score: -18426774.000000 Penalty: 5899.455566 Iteration 46Q: 3 clusters Score -1.842677e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88135 members Mstep: Class 2 contains 58260 members Entering Unmasked Estep Score: -18426766.000000 Penalty: 5899.455566 Iteration 47Q: 3 clusters Score -1.842677e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88127 members Mstep: Class 2 contains 58268 members Entering Unmasked Estep Score: -18426780.000000 Penalty: 5899.455566 Iteration 48Q: 3 clusters Score -1.842678e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88115 members Mstep: Class 2 contains 58280 members Entering Unmasked Estep Score: -18426780.000000 Penalty: 5899.455566 Iteration 49Q: 3 clusters Score -1.842678e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88110 members Mstep: Class 2 contains 58285 members Entering Unmasked Estep Score: -18426778.000000 Penalty: 5899.455566 Iteration 50Q: 3 clusters Score -1.842678e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88107 members Mstep: Class 2 contains 58288 members Entering Unmasked Estep Score: -18426784.000000 Penalty: 5899.455566 Iteration 51Q: 3 clusters Score -1.842678e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88100 members Mstep: Class 2 contains 58295 members Entering Unmasked Estep Score: -18426798.000000 Penalty: 5899.455566 Iteration 52Q: 3 clusters Score -1.84268e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88089 members Mstep: Class 2 contains 58306 members Entering Unmasked Estep Score: -18426792.000000 Penalty: 5899.455566 Iteration 53Q: 3 clusters Score -1.842679e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88083 members Mstep: Class 2 contains 58312 members Entering Unmasked Estep Score: -18426786.000000 Penalty: 5899.455566 Iteration 54Q: 3 clusters Score -1.842679e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88079 members Mstep: Class 2 contains 58316 members Entering Unmasked Estep Score: -18426786.000000 Penalty: 5899.455566 Iteration 55Q: 3 clusters Score -1.842679e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88076 members Mstep: Class 2 contains 58319 members Entering Unmasked Estep Score: -18426792.000000 Penalty: 5899.455566 Iteration 56Q: 3 clusters Score -1.842679e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88075 members Mstep: Class 2 contains 58320 members Entering Unmasked Estep Score: -18426790.000000 Penalty: 5899.455566 Iteration 57Q: 3 clusters Score -1.842679e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88075 members Mstep: Class 2 contains 58320 members Entering Unmasked Estep Score: -18426790.000000 Penalty: 5899.455566 Iteration 58F: 3 clusters Score -1.842679e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 58320 members Mstep: Class 2 contains 2753 members Mstep: Class 3 contains 88075 members Mstep: Class 4 contains 2542 members Mstep: Class 5 contains 1240 members Mstep: Class 6 contains 168399 members Mstep: Class 7 contains 67176 members Mstep: Class 8 contains 9083 members Mstep: Class 10 contains 17057 members Mstep: Class 13 contains 386 members Mstep: Class 14 contains 3458 members Mstep: Class 15 contains 12908 members Mstep: Class 16 contains 15336 members Mstep: Class 17 contains 698 members Mstep: Class 18 contains 1081 members Entering Unmasked Estep Score: -55408684.000000 Penalty: 48412.968750 Splitting cluster 3 changes total score from -55393740.000000 to -55408684.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 4 (2542 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Entering Unmasked Estep Score: -294929.593750 Penalty: 1944.495117 Iteration 0F: 2 clusters Score -294929.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -292018.406250 Penalty: 3888.990234 Iteration 0F: 3 clusters Score -292018.4 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -292602.093750 Penalty: 3888.990234 Iteration 1F: 3 clusters Score -292602.1 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -292771.937500 Penalty: 3888.990234 Iteration 2F: 3 clusters Score -292771.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -292881.718750 Penalty: 3888.990234 Iteration 3Q: 3 clusters Score -292881.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -292996.125000 Penalty: 3888.990234 Iteration 4Q: 3 clusters Score -292996.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -293163.281250 Penalty: 3888.990234 Iteration 5Q: 3 clusters Score -293163.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -293408.531250 Penalty: 3888.990234 Iteration 6Q: 3 clusters Score -293408.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -293730.187500 Penalty: 3888.990234 Iteration 7Q: 3 clusters Score -293730.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -294240.156250 Penalty: 3888.990234 Iteration 8F: 3 clusters Score -294240.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -294617.718750 Penalty: 3888.990234 Iteration 9F: 3 clusters Score -294617.7 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -294910.062500 Penalty: 3888.990234 Iteration 10F: 3 clusters Score -294910.1 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -295166.375000 Penalty: 3888.990234 Iteration 11F: 3 clusters Score -295166.4 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -295437.937500 Penalty: 3888.990234 Iteration 12F: 3 clusters Score -295437.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -295646.187500 Penalty: 3888.990234 Iteration 13F: 3 clusters Score -295646.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -295789.750000 Penalty: 3888.990234 Iteration 14Q: 3 clusters Score -295789.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -295891.093750 Penalty: 3888.990234 Iteration 15Q: 3 clusters Score -295891.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -295967.750000 Penalty: 3888.990234 Iteration 16Q: 3 clusters Score -295967.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -296063.812500 Penalty: 3888.990234 Iteration 17Q: 3 clusters Score -296063.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -296209.625000 Penalty: 3888.990234 Iteration 18Q: 3 clusters Score -296209.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -296561.500000 Penalty: 3888.990234 Iteration 19Q: 3 clusters Score -296561.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -296704.750000 Penalty: 3888.990234 Iteration 20F: 3 clusters Score -296704.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -296724.000000 Penalty: 3888.990234 Iteration 21Q: 3 clusters Score -296724 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -296724.000000 Penalty: 3888.990234 Iteration 22F: 3 clusters Score -296724 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 58320 members Mstep: Class 2 contains 2753 members Mstep: Class 3 contains 88075 members Mstep: Class 4 contains 1948 members Mstep: Class 5 contains 1240 members Mstep: Class 6 contains 168399 members Mstep: Class 7 contains 67176 members Mstep: Class 8 contains 9083 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 17057 members Mstep: Class 13 contains 386 members Mstep: Class 14 contains 3458 members Mstep: Class 15 contains 12908 members Mstep: Class 16 contains 15336 members Mstep: Class 17 contains 698 members Mstep: Class 18 contains 1081 members Entering Unmasked Estep Score: -55409360.000000 Penalty: 51640.500000 Splitting cluster 4 changes total score from -55393740.000000 to -55409360.000000 So it's getting split into cluster 9. Entering ConstructFrom: Trying to split cluster 5 (1240 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Entering Unmasked Estep Score: -124348.898438 Penalty: 1766.470947 Iteration 0F: 2 clusters Score -124348.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -122395.031250 Penalty: 3532.941895 Iteration 0F: 3 clusters Score -122395 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -123509.578125 Penalty: 3532.941895 Iteration 1F: 3 clusters Score -123509.6 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -124585.281250 Penalty: 3532.941895 Iteration 2F: 3 clusters Score -124585.3 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -125570.101562 Penalty: 3532.941895 Iteration 3F: 3 clusters Score -125570.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -125858.445312 Penalty: 3532.941895 Iteration 4Q: 3 clusters Score -125858.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -125933.554688 Penalty: 3532.941895 Iteration 5Q: 3 clusters Score -125933.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -125965.031250 Penalty: 3532.941895 Iteration 6Q: 3 clusters Score -125965 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -125967.781250 Penalty: 3532.941895 Iteration 7Q: 3 clusters Score -125967.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -125981.882812 Penalty: 3532.941895 Iteration 8Q: 3 clusters Score -125981.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -126032.476562 Penalty: 3532.941895 Iteration 9Q: 3 clusters Score -126032.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -126038.898438 Penalty: 3532.941895 Iteration 10Q: 3 clusters Score -126038.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -126038.898438 Penalty: 3532.941895 Iteration 11F: 3 clusters Score -126038.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 58320 members Mstep: Class 2 contains 2753 members Mstep: Class 3 contains 88075 members Mstep: Class 4 contains 1948 members Mstep: Class 5 contains 966 members Mstep: Class 6 contains 168399 members Mstep: Class 7 contains 67176 members Mstep: Class 8 contains 9083 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 17057 members Mstep: Class 11 contains 274 members Mstep: Class 13 contains 386 members Mstep: Class 14 contains 3458 members Mstep: Class 15 contains 12908 members Mstep: Class 16 contains 15336 members Mstep: Class 17 contains 698 members Mstep: Class 18 contains 1081 members Entering Unmasked Estep Score: -55409544.000000 Penalty: 54868.031250 Splitting cluster 5 changes total score from -55393740.000000 to -55409544.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 6 (168399 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168399 members Entering Unmasked Estep Score: -21023842.000000 Penalty: 2984.454590 Iteration 0F: 2 clusters Score -2.102384e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83943 members Mstep: Class 2 contains 84456 members Entering Unmasked Estep Score: -20911118.000000 Penalty: 5968.909180 Iteration 0F: 3 clusters Score -2.091112e+07 nChanged 80720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79819 members Mstep: Class 2 contains 88580 members Entering Unmasked Estep Score: -20958274.000000 Penalty: 5968.909180 Iteration 1F: 3 clusters Score -2.095827e+07 nChanged 5141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77238 members Mstep: Class 2 contains 91161 members Entering Unmasked Estep Score: -20959596.000000 Penalty: 5968.909180 Iteration 2Q: 3 clusters Score -2.09596e+07 nChanged 5865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73339 members Mstep: Class 2 contains 95060 members Entering Unmasked Estep Score: -20961456.000000 Penalty: 5968.909180 Iteration 3Q: 3 clusters Score -2.096146e+07 nChanged 7354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67413 members Mstep: Class 2 contains 100986 members Entering Unmasked Estep Score: -20964634.000000 Penalty: 5968.909180 Iteration 4Q: 3 clusters Score -2.096463e+07 nChanged 9424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58897 members Mstep: Class 2 contains 109502 members Entering Unmasked Estep Score: -20970068.000000 Penalty: 5968.909180 Iteration 5F: 3 clusters Score -2.097007e+07 nChanged 11863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47494 members Mstep: Class 2 contains 120905 members Entering Unmasked Estep Score: -20978796.000000 Penalty: 5968.909180 Iteration 6F: 3 clusters Score -2.09788e+07 nChanged 13451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34223 members Mstep: Class 2 contains 134176 members Entering Unmasked Estep Score: -20990468.000000 Penalty: 5968.909180 Iteration 7F: 3 clusters Score -2.099047e+07 nChanged 12523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21752 members Mstep: Class 2 contains 146647 members Entering Unmasked Estep Score: -21002142.000000 Penalty: 5968.909180 Iteration 8F: 3 clusters Score -2.100214e+07 nChanged 9538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12232 members Mstep: Class 2 contains 156167 members Entering Unmasked Estep Score: -21011404.000000 Penalty: 5968.909180 Iteration 9F: 3 clusters Score -2.10114e+07 nChanged 5561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6693 members Mstep: Class 2 contains 161706 members Entering Unmasked Estep Score: -21016648.000000 Penalty: 5968.909180 Iteration 10Q: 3 clusters Score -2.101665e+07 nChanged 2798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 164466 members Entering Unmasked Estep Score: -21019114.000000 Penalty: 5968.909180 Iteration 11Q: 3 clusters Score -2.101911e+07 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 165805 members Entering Unmasked Estep Score: -21020190.000000 Penalty: 5968.909180 Iteration 12Q: 3 clusters Score -2.102019e+07 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 166432 members Entering Unmasked Estep Score: -21020686.000000 Penalty: 5968.909180 Iteration 13Q: 3 clusters Score -2.102069e+07 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 166785 members Entering Unmasked Estep Score: -21020978.000000 Penalty: 5968.909180 Iteration 14Q: 3 clusters Score -2.102098e+07 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 167012 members Entering Unmasked Estep Score: -21021174.000000 Penalty: 5968.909180 Iteration 15Q: 3 clusters Score -2.102117e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 167138 members Entering Unmasked Estep Score: -21021306.000000 Penalty: 5968.909180 Iteration 16Q: 3 clusters Score -2.102131e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 167226 members Entering Unmasked Estep Score: -21021368.000000 Penalty: 5968.909180 Iteration 17Q: 3 clusters Score -2.102137e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 167283 members Entering Unmasked Estep Score: -21021404.000000 Penalty: 5968.909180 Iteration 18Q: 3 clusters Score -2.10214e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 167322 members Entering Unmasked Estep Score: -21021396.000000 Penalty: 5968.909180 Iteration 19Q: 3 clusters Score -2.10214e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 167350 members Entering Unmasked Estep Score: -21021430.000000 Penalty: 5968.909180 Iteration 20F: 3 clusters Score -2.102143e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 167370 members Entering Unmasked Estep Score: -21021426.000000 Penalty: 5968.909180 Iteration 21Q: 3 clusters Score -2.102143e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 167390 members Entering Unmasked Estep Score: -21021458.000000 Penalty: 5968.909180 Iteration 22Q: 3 clusters Score -2.102146e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 167409 members Entering Unmasked Estep Score: -21021462.000000 Penalty: 5968.909180 Iteration 23Q: 3 clusters Score -2.102146e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 167423 members Entering Unmasked Estep Score: -21021488.000000 Penalty: 5968.909180 Iteration 24Q: 3 clusters Score -2.102149e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 167436 members Entering Unmasked Estep Score: -21021512.000000 Penalty: 5968.909180 Iteration 25Q: 3 clusters Score -2.102151e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 167445 members Entering Unmasked Estep Score: -21021530.000000 Penalty: 5968.909180 Iteration 26Q: 3 clusters Score -2.102153e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 167452 members Entering Unmasked Estep Score: -21021518.000000 Penalty: 5968.909180 Iteration 27Q: 3 clusters Score -2.102152e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 167457 members Entering Unmasked Estep Score: -21021508.000000 Penalty: 5968.909180 Iteration 28Q: 3 clusters Score -2.102151e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 167456 members Entering Unmasked Estep Score: -21021498.000000 Penalty: 5968.909180 Iteration 29Q: 3 clusters Score -2.10215e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 167459 members Entering Unmasked Estep Score: -21021502.000000 Penalty: 5968.909180 Iteration 30Q: 3 clusters Score -2.10215e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 167459 members Entering Unmasked Estep Score: -21021516.000000 Penalty: 5968.909180 Iteration 31Q: 3 clusters Score -2.102152e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 167460 members Entering Unmasked Estep Score: -21021518.000000 Penalty: 5968.909180 Iteration 32Q: 3 clusters Score -2.102152e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 167460 members Entering Unmasked Estep Score: -21021518.000000 Penalty: 5968.909180 Iteration 33Q: 3 clusters Score -2.102152e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 167460 members Entering Unmasked Estep Score: -21021526.000000 Penalty: 5968.909180 Iteration 34Q: 3 clusters Score -2.102153e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 167460 members Entering Unmasked Estep Score: -21021526.000000 Penalty: 5968.909180 Iteration 35F: 3 clusters Score -2.102153e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (67176 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67176 members Entering Unmasked Estep Score: -8446859.000000 Penalty: 2756.537598 Iteration 0F: 2 clusters Score -8446859 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33604 members Mstep: Class 2 contains 33572 members Entering Unmasked Estep Score: -8401895.000000 Penalty: 5513.075195 Iteration 0F: 3 clusters Score -8401895 nChanged 31390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34204 members Mstep: Class 2 contains 32972 members Entering Unmasked Estep Score: -8419378.000000 Penalty: 5513.075195 Iteration 1F: 3 clusters Score -8419378 nChanged 2309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34611 members Mstep: Class 2 contains 32565 members Entering Unmasked Estep Score: -8419911.000000 Penalty: 5513.075195 Iteration 2Q: 3 clusters Score -8419911 nChanged 2244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35165 members Mstep: Class 2 contains 32011 members Entering Unmasked Estep Score: -8420523.000000 Penalty: 5513.075195 Iteration 3Q: 3 clusters Score -8420523 nChanged 2507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35948 members Mstep: Class 2 contains 31228 members Entering Unmasked Estep Score: -8421280.000000 Penalty: 5513.075195 Iteration 4Q: 3 clusters Score -8421280 nChanged 2720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37092 members Mstep: Class 2 contains 30084 members Entering Unmasked Estep Score: -8422254.000000 Penalty: 5513.075195 Iteration 5Q: 3 clusters Score -8422254 nChanged 3144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38766 members Mstep: Class 2 contains 28410 members Entering Unmasked Estep Score: -8423753.000000 Penalty: 5513.075195 Iteration 6Q: 3 clusters Score -8423753 nChanged 3849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41143 members Mstep: Class 2 contains 26033 members Entering Unmasked Estep Score: -8425991.000000 Penalty: 5513.075195 Iteration 7F: 3 clusters Score -8425991 nChanged 4596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44211 members Mstep: Class 2 contains 22965 members Entering Unmasked Estep Score: -8429026.000000 Penalty: 5513.075195 Iteration 8F: 3 clusters Score -8429026 nChanged 4772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47625 members Mstep: Class 2 contains 19551 members Entering Unmasked Estep Score: -8432568.000000 Penalty: 5513.075195 Iteration 9F: 3 clusters Score -8432568 nChanged 4319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50814 members Mstep: Class 2 contains 16362 members Entering Unmasked Estep Score: -8436117.000000 Penalty: 5513.075195 Iteration 10F: 3 clusters Score -8436117 nChanged 3401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53229 members Mstep: Class 2 contains 13947 members Entering Unmasked Estep Score: -8439239.000000 Penalty: 5513.075195 Iteration 11F: 3 clusters Score -8439239 nChanged 2420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54657 members Mstep: Class 2 contains 12519 members Entering Unmasked Estep Score: -8441176.000000 Penalty: 5513.075195 Iteration 12Q: 3 clusters Score -8441176 nChanged 1623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55428 members Mstep: Class 2 contains 11748 members Entering Unmasked Estep Score: -8441968.000000 Penalty: 5513.075195 Iteration 13Q: 3 clusters Score -8441968 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55989 members Mstep: Class 2 contains 11187 members Entering Unmasked Estep Score: -8442394.000000 Penalty: 5513.075195 Iteration 14Q: 3 clusters Score -8442394 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56541 members Mstep: Class 2 contains 10635 members Entering Unmasked Estep Score: -8442661.000000 Penalty: 5513.075195 Iteration 15Q: 3 clusters Score -8442661 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57101 members Mstep: Class 2 contains 10075 members Entering Unmasked Estep Score: -8442965.000000 Penalty: 5513.075195 Iteration 16Q: 3 clusters Score -8442965 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57676 members Mstep: Class 2 contains 9500 members Entering Unmasked Estep Score: -8443272.000000 Penalty: 5513.075195 Iteration 17Q: 3 clusters Score -8443272 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58250 members Mstep: Class 2 contains 8926 members Entering Unmasked Estep Score: -8443692.000000 Penalty: 5513.075195 Iteration 18Q: 3 clusters Score -8443692 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58859 members Mstep: Class 2 contains 8317 members Entering Unmasked Estep Score: -8444213.000000 Penalty: 5513.075195 Iteration 19Q: 3 clusters Score -8444213 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59436 members Mstep: Class 2 contains 7740 members Entering Unmasked Estep Score: -8444778.000000 Penalty: 5513.075195 Iteration 20F: 3 clusters Score -8444778 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59905 members Mstep: Class 2 contains 7271 members Entering Unmasked Estep Score: -8445198.000000 Penalty: 5513.075195 Iteration 21Q: 3 clusters Score -8445198 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60231 members Mstep: Class 2 contains 6945 members Entering Unmasked Estep Score: -8445455.000000 Penalty: 5513.075195 Iteration 22Q: 3 clusters Score -8445455 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60465 members Mstep: Class 2 contains 6711 members Entering Unmasked Estep Score: -8445588.000000 Penalty: 5513.075195 Iteration 23Q: 3 clusters Score -8445588 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60648 members Mstep: Class 2 contains 6528 members Entering Unmasked Estep Score: -8445672.000000 Penalty: 5513.075195 Iteration 24Q: 3 clusters Score -8445672 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60777 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -8445714.000000 Penalty: 5513.075195 Iteration 25Q: 3 clusters Score -8445714 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60875 members Mstep: Class 2 contains 6301 members Entering Unmasked Estep Score: -8445759.000000 Penalty: 5513.075195 Iteration 26Q: 3 clusters Score -8445759 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60947 members Mstep: Class 2 contains 6229 members Entering Unmasked Estep Score: -8445786.000000 Penalty: 5513.075195 Iteration 27Q: 3 clusters Score -8445786 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61012 members Mstep: Class 2 contains 6164 members Entering Unmasked Estep Score: -8445786.000000 Penalty: 5513.075195 Iteration 28Q: 3 clusters Score -8445786 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61059 members Mstep: Class 2 contains 6117 members Entering Unmasked Estep Score: -8445779.000000 Penalty: 5513.075195 Iteration 29Q: 3 clusters Score -8445779 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61098 members Mstep: Class 2 contains 6078 members Entering Unmasked Estep Score: -8445795.000000 Penalty: 5513.075195 Iteration 30Q: 3 clusters Score -8445795 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61127 members Mstep: Class 2 contains 6049 members Entering Unmasked Estep Score: -8445785.000000 Penalty: 5513.075195 Iteration 31Q: 3 clusters Score -8445785 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61165 members Mstep: Class 2 contains 6011 members Entering Unmasked Estep Score: -8445822.000000 Penalty: 5513.075195 Iteration 32Q: 3 clusters Score -8445822 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61200 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -8445820.000000 Penalty: 5513.075195 Iteration 33Q: 3 clusters Score -8445820 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61228 members Mstep: Class 2 contains 5948 members Entering Unmasked Estep Score: -8445821.000000 Penalty: 5513.075195 Iteration 34Q: 3 clusters Score -8445821 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61250 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep Score: -8445822.000000 Penalty: 5513.075195 Iteration 35Q: 3 clusters Score -8445822 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61266 members Mstep: Class 2 contains 5910 members Entering Unmasked Estep Score: -8445820.000000 Penalty: 5513.075195 Iteration 36Q: 3 clusters Score -8445820 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61276 members Mstep: Class 2 contains 5900 members Entering Unmasked Estep Score: -8445830.000000 Penalty: 5513.075195 Iteration 37Q: 3 clusters Score -8445830 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61286 members Mstep: Class 2 contains 5890 members Entering Unmasked Estep Score: -8445828.000000 Penalty: 5513.075195 Iteration 38Q: 3 clusters Score -8445828 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61294 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -8445834.000000 Penalty: 5513.075195 Iteration 39Q: 3 clusters Score -8445834 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61301 members Mstep: Class 2 contains 5875 members Entering Unmasked Estep Score: -8445836.000000 Penalty: 5513.075195 Iteration 40F: 3 clusters Score -8445836 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61311 members Mstep: Class 2 contains 5865 members Entering Unmasked Estep Score: -8445835.000000 Penalty: 5513.075195 Iteration 41Q: 3 clusters Score -8445835 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61316 members Mstep: Class 2 contains 5860 members Entering Unmasked Estep Score: -8445839.000000 Penalty: 5513.075195 Iteration 42Q: 3 clusters Score -8445839 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61322 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -8445834.000000 Penalty: 5513.075195 Iteration 43Q: 3 clusters Score -8445834 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61326 members Mstep: Class 2 contains 5850 members Entering Unmasked Estep Score: -8445834.000000 Penalty: 5513.075195 Iteration 44Q: 3 clusters Score -8445834 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61331 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -8445833.000000 Penalty: 5513.075195 Iteration 45Q: 3 clusters Score -8445833 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61335 members Mstep: Class 2 contains 5841 members Entering Unmasked Estep Score: -8445835.000000 Penalty: 5513.075195 Iteration 46Q: 3 clusters Score -8445835 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61338 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -8445828.000000 Penalty: 5513.075195 Iteration 47Q: 3 clusters Score -8445828 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61341 members Mstep: Class 2 contains 5835 members Entering Unmasked Estep Score: -8445831.000000 Penalty: 5513.075195 Iteration 48Q: 3 clusters Score -8445831 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61342 members Mstep: Class 2 contains 5834 members Entering Unmasked Estep Score: -8445827.000000 Penalty: 5513.075195 Iteration 49Q: 3 clusters Score -8445827 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61344 members Mstep: Class 2 contains 5832 members Entering Unmasked Estep Score: -8445828.000000 Penalty: 5513.075195 Iteration 50Q: 3 clusters Score -8445828 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61345 members Mstep: Class 2 contains 5831 members Entering Unmasked Estep Score: -8445829.000000 Penalty: 5513.075195 Iteration 51Q: 3 clusters Score -8445829 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61346 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -8445829.000000 Penalty: 5513.075195 Iteration 52Q: 3 clusters Score -8445829 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61349 members Mstep: Class 2 contains 5827 members Entering Unmasked Estep Score: -8445831.000000 Penalty: 5513.075195 Iteration 53Q: 3 clusters Score -8445831 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61350 members Mstep: Class 2 contains 5826 members Entering Unmasked Estep Score: -8445832.000000 Penalty: 5513.075195 Iteration 54Q: 3 clusters Score -8445832 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61351 members Mstep: Class 2 contains 5825 members Entering Unmasked Estep Score: -8445833.000000 Penalty: 5513.075195 Iteration 55Q: 3 clusters Score -8445833 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61354 members Mstep: Class 2 contains 5822 members Entering Unmasked Estep Score: -8445831.000000 Penalty: 5513.075195 Iteration 56Q: 3 clusters Score -8445831 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61355 members Mstep: Class 2 contains 5821 members Entering Unmasked Estep Score: -8445835.000000 Penalty: 5513.075195 Iteration 57Q: 3 clusters Score -8445835 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61355 members Mstep: Class 2 contains 5821 members Entering Unmasked Estep Score: -8445835.000000 Penalty: 5513.075195 Iteration 58F: 3 clusters Score -8445835 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (9083 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9083 members Entering Unmasked Estep Score: -1155573.250000 Penalty: 2260.311523 Iteration 0F: 2 clusters Score -1155573 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -1148409.875000 Penalty: 4520.623047 Iteration 0F: 3 clusters Score -1148410 nChanged 3806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -1150532.250000 Penalty: 4520.623047 Iteration 1F: 3 clusters Score -1150532 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -1150832.125000 Penalty: 4520.623047 Iteration 2F: 3 clusters Score -1150832 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -1151044.375000 Penalty: 4520.623047 Iteration 3F: 3 clusters Score -1151044 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 4955 members Entering Unmasked Estep Score: -1151188.500000 Penalty: 4520.623047 Iteration 4Q: 3 clusters Score -1151188 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 5045 members Entering Unmasked Estep Score: -1151296.750000 Penalty: 4520.623047 Iteration 5Q: 3 clusters Score -1151297 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -1151385.000000 Penalty: 4520.623047 Iteration 6Q: 3 clusters Score -1151385 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 5227 members Entering Unmasked Estep Score: -1151455.250000 Penalty: 4520.623047 Iteration 7Q: 3 clusters Score -1151455 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 5301 members Entering Unmasked Estep Score: -1151519.125000 Penalty: 4520.623047 Iteration 8Q: 3 clusters Score -1151519 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 5381 members Entering Unmasked Estep Score: -1151584.000000 Penalty: 4520.623047 Iteration 9Q: 3 clusters Score -1151584 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 5494 members Entering Unmasked Estep Score: -1151653.250000 Penalty: 4520.623047 Iteration 10Q: 3 clusters Score -1151653 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 5613 members Entering Unmasked Estep Score: -1151728.125000 Penalty: 4520.623047 Iteration 11Q: 3 clusters Score -1151728 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 5757 members Entering Unmasked Estep Score: -1151810.750000 Penalty: 4520.623047 Iteration 12Q: 3 clusters Score -1151811 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -1151870.875000 Penalty: 4520.623047 Iteration 13Q: 3 clusters Score -1151871 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 6015 members Entering Unmasked Estep Score: -1151948.500000 Penalty: 4520.623047 Iteration 14Q: 3 clusters Score -1151948 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 6158 members Entering Unmasked Estep Score: -1152034.125000 Penalty: 4520.623047 Iteration 15Q: 3 clusters Score -1152034 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 6330 members Entering Unmasked Estep Score: -1152138.375000 Penalty: 4520.623047 Iteration 16Q: 3 clusters Score -1152138 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -1152251.500000 Penalty: 4520.623047 Iteration 17Q: 3 clusters Score -1152252 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 6708 members Entering Unmasked Estep Score: -1152361.000000 Penalty: 4520.623047 Iteration 18Q: 3 clusters Score -1152361 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 6896 members Entering Unmasked Estep Score: -1152480.000000 Penalty: 4520.623047 Iteration 19Q: 3 clusters Score -1152480 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 7110 members Entering Unmasked Estep Score: -1152608.750000 Penalty: 4520.623047 Iteration 20F: 3 clusters Score -1152609 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 7324 members Entering Unmasked Estep Score: -1152742.000000 Penalty: 4520.623047 Iteration 21Q: 3 clusters Score -1152742 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 7516 members Entering Unmasked Estep Score: -1152861.500000 Penalty: 4520.623047 Iteration 22Q: 3 clusters Score -1152862 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 7693 members Entering Unmasked Estep Score: -1152980.500000 Penalty: 4520.623047 Iteration 23Q: 3 clusters Score -1152980 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 7845 members Entering Unmasked Estep Score: -1153080.750000 Penalty: 4520.623047 Iteration 24Q: 3 clusters Score -1153081 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 7963 members Entering Unmasked Estep Score: -1153151.000000 Penalty: 4520.623047 Iteration 25Q: 3 clusters Score -1153151 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 8068 members Entering Unmasked Estep Score: -1153214.625000 Penalty: 4520.623047 Iteration 26Q: 3 clusters Score -1153215 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 8156 members Entering Unmasked Estep Score: -1153266.000000 Penalty: 4520.623047 Iteration 27Q: 3 clusters Score -1153266 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 8229 members Entering Unmasked Estep Score: -1153312.125000 Penalty: 4520.623047 Iteration 28Q: 3 clusters Score -1153312 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 8268 members Entering Unmasked Estep Score: -1153341.750000 Penalty: 4520.623047 Iteration 29Q: 3 clusters Score -1153342 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 8314 members Entering Unmasked Estep Score: -1153379.250000 Penalty: 4520.623047 Iteration 30Q: 3 clusters Score -1153379 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 8354 members Entering Unmasked Estep Score: -1153414.750000 Penalty: 4520.623047 Iteration 31Q: 3 clusters Score -1153415 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 8400 members Entering Unmasked Estep Score: -1153449.375000 Penalty: 4520.623047 Iteration 32Q: 3 clusters Score -1153449 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 8435 members Entering Unmasked Estep Score: -1153468.750000 Penalty: 4520.623047 Iteration 33Q: 3 clusters Score -1153469 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 8458 members Entering Unmasked Estep Score: -1153486.625000 Penalty: 4520.623047 Iteration 34Q: 3 clusters Score -1153487 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 8478 members Entering Unmasked Estep Score: -1153504.125000 Penalty: 4520.623047 Iteration 35Q: 3 clusters Score -1153504 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 8501 members Entering Unmasked Estep Score: -1153522.125000 Penalty: 4520.623047 Iteration 36Q: 3 clusters Score -1153522 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 8519 members Entering Unmasked Estep Score: -1153528.125000 Penalty: 4520.623047 Iteration 37Q: 3 clusters Score -1153528 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 8528 members Entering Unmasked Estep Score: -1153537.500000 Penalty: 4520.623047 Iteration 38Q: 3 clusters Score -1153538 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 8536 members Entering Unmasked Estep Score: -1153543.500000 Penalty: 4520.623047 Iteration 39Q: 3 clusters Score -1153544 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 8542 members Entering Unmasked Estep Score: -1153546.875000 Penalty: 4520.623047 Iteration 40F: 3 clusters Score -1153547 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 8548 members Entering Unmasked Estep Score: -1153552.750000 Penalty: 4520.623047 Iteration 41Q: 3 clusters Score -1153553 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 8553 members Entering Unmasked Estep Score: -1153555.875000 Penalty: 4520.623047 Iteration 42Q: 3 clusters Score -1153556 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 8558 members Entering Unmasked Estep Score: -1153561.750000 Penalty: 4520.623047 Iteration 43Q: 3 clusters Score -1153562 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 8567 members Entering Unmasked Estep Score: -1153567.625000 Penalty: 4520.623047 Iteration 44Q: 3 clusters Score -1153568 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 8573 members Entering Unmasked Estep Score: -1153570.750000 Penalty: 4520.623047 Iteration 45Q: 3 clusters Score -1153571 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 8577 members Entering Unmasked Estep Score: -1153573.625000 Penalty: 4520.623047 Iteration 46Q: 3 clusters Score -1153574 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 8579 members Entering Unmasked Estep Score: -1153573.875000 Penalty: 4520.623047 Iteration 47Q: 3 clusters Score -1153574 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 8578 members Entering Unmasked Estep Score: -1153574.125000 Penalty: 4520.623047 Iteration 48Q: 3 clusters Score -1153574 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 8578 members Entering Unmasked Estep Score: -1153574.125000 Penalty: 4520.623047 Iteration 49F: 3 clusters Score -1153574 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (17057 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17057 members Entering Unmasked Estep Score: -2089151.750000 Penalty: 2416.590332 Iteration 0F: 2 clusters Score -2089152 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8446 members Mstep: Class 2 contains 8611 members Entering Unmasked Estep Score: -2076998.250000 Penalty: 4833.180664 Iteration 0F: 3 clusters Score -2076998 nChanged 7402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7960 members Mstep: Class 2 contains 9097 members Entering Unmasked Estep Score: -2081441.625000 Penalty: 4833.180664 Iteration 1F: 3 clusters Score -2081442 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7448 members Mstep: Class 2 contains 9609 members Entering Unmasked Estep Score: -2082714.750000 Penalty: 4833.180664 Iteration 2F: 3 clusters Score -2082715 nChanged 1599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6599 members Mstep: Class 2 contains 10458 members Entering Unmasked Estep Score: -2084347.250000 Penalty: 4833.180664 Iteration 3F: 3 clusters Score -2084347 nChanged 1707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5532 members Mstep: Class 2 contains 11525 members Entering Unmasked Estep Score: -2085926.750000 Penalty: 4833.180664 Iteration 4F: 3 clusters Score -2085927 nChanged 1409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 12544 members Entering Unmasked Estep Score: -2087085.625000 Penalty: 4833.180664 Iteration 5F: 3 clusters Score -2087086 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 13270 members Entering Unmasked Estep Score: -2087734.000000 Penalty: 4833.180664 Iteration 6F: 3 clusters Score -2087734 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 13748 members Entering Unmasked Estep Score: -2088080.750000 Penalty: 4833.180664 Iteration 7Q: 3 clusters Score -2088081 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 14074 members Entering Unmasked Estep Score: -2088262.250000 Penalty: 4833.180664 Iteration 8Q: 3 clusters Score -2088262 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 14311 members Entering Unmasked Estep Score: -2088369.500000 Penalty: 4833.180664 Iteration 9Q: 3 clusters Score -2088370 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 14528 members Entering Unmasked Estep Score: -2088480.875000 Penalty: 4833.180664 Iteration 10Q: 3 clusters Score -2088481 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 14718 members Entering Unmasked Estep Score: -2088558.250000 Penalty: 4833.180664 Iteration 11Q: 3 clusters Score -2088558 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 14874 members Entering Unmasked Estep Score: -2088624.625000 Penalty: 4833.180664 Iteration 12Q: 3 clusters Score -2088625 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 14990 members Entering Unmasked Estep Score: -2088672.250000 Penalty: 4833.180664 Iteration 13Q: 3 clusters Score -2088672 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 15093 members Entering Unmasked Estep Score: -2088725.375000 Penalty: 4833.180664 Iteration 14Q: 3 clusters Score -2088725 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 15186 members Entering Unmasked Estep Score: -2088766.750000 Penalty: 4833.180664 Iteration 15Q: 3 clusters Score -2088767 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 15272 members Entering Unmasked Estep Score: -2088810.250000 Penalty: 4833.180664 Iteration 16Q: 3 clusters Score -2088810 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 15350 members Entering Unmasked Estep Score: -2088849.875000 Penalty: 4833.180664 Iteration 17Q: 3 clusters Score -2088850 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 15418 members Entering Unmasked Estep Score: -2088885.500000 Penalty: 4833.180664 Iteration 18Q: 3 clusters Score -2088886 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 15495 members Entering Unmasked Estep Score: -2088920.500000 Penalty: 4833.180664 Iteration 19Q: 3 clusters Score -2088920 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 15549 members Entering Unmasked Estep Score: -2088951.250000 Penalty: 4833.180664 Iteration 20F: 3 clusters Score -2088951 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 15600 members Entering Unmasked Estep Score: -2088977.125000 Penalty: 4833.180664 Iteration 21Q: 3 clusters Score -2088977 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 15633 members Entering Unmasked Estep Score: -2088990.375000 Penalty: 4833.180664 Iteration 22Q: 3 clusters Score -2088990 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 15659 members Entering Unmasked Estep Score: -2088996.125000 Penalty: 4833.180664 Iteration 23Q: 3 clusters Score -2088996 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 15680 members Entering Unmasked Estep Score: -2089002.625000 Penalty: 4833.180664 Iteration 24Q: 3 clusters Score -2089003 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 15699 members Entering Unmasked Estep Score: -2089002.000000 Penalty: 4833.180664 Iteration 25Q: 3 clusters Score -2089002 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 15707 members Entering Unmasked Estep Score: -2089008.500000 Penalty: 4833.180664 Iteration 26Q: 3 clusters Score -2089008 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 15715 members Entering Unmasked Estep Score: -2089011.000000 Penalty: 4833.180664 Iteration 27Q: 3 clusters Score -2089011 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 15723 members Entering Unmasked Estep Score: -2089019.875000 Penalty: 4833.180664 Iteration 28Q: 3 clusters Score -2089020 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 15728 members Entering Unmasked Estep Score: -2089017.625000 Penalty: 4833.180664 Iteration 29Q: 3 clusters Score -2089018 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 15732 members Entering Unmasked Estep Score: -2089017.500000 Penalty: 4833.180664 Iteration 30Q: 3 clusters Score -2089018 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 15733 members Entering Unmasked Estep Score: -2089018.000000 Penalty: 4833.180664 Iteration 31Q: 3 clusters Score -2089018 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 15734 members Entering Unmasked Estep Score: -2089019.000000 Penalty: 4833.180664 Iteration 32Q: 3 clusters Score -2089019 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 15734 members Entering Unmasked Estep Score: -2089019.000000 Penalty: 4833.180664 Iteration 33F: 3 clusters Score -2089019 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Entering Unmasked Estep Score: -43170.203125 Penalty: 1477.047607 Iteration 0F: 2 clusters Score -43170.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -41783.699219 Penalty: 2954.095215 Iteration 0F: 3 clusters Score -41783.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -41947.617188 Penalty: 2954.095215 Iteration 1F: 3 clusters Score -41947.62 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -41986.085938 Penalty: 2954.095215 Iteration 2Q: 3 clusters Score -41986.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -42011.207031 Penalty: 2954.095215 Iteration 3Q: 3 clusters Score -42011.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -42054.921875 Penalty: 2954.095215 Iteration 4Q: 3 clusters Score -42054.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -42072.925781 Penalty: 2954.095215 Iteration 5Q: 3 clusters Score -42072.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -42089.777344 Penalty: 2954.095215 Iteration 6Q: 3 clusters Score -42089.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -42097.781250 Penalty: 2954.095215 Iteration 7Q: 3 clusters Score -42097.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -42097.781250 Penalty: 2954.095215 Iteration 8F: 3 clusters Score -42097.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3458 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Entering Unmasked Estep Score: -430131.312500 Penalty: 2020.814575 Iteration 0F: 2 clusters Score -430131.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -426608.781250 Penalty: 4041.629150 Iteration 0F: 3 clusters Score -426608.8 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -427334.500000 Penalty: 4041.629150 Iteration 1F: 3 clusters Score -427334.5 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -427505.718750 Penalty: 4041.629150 Iteration 2F: 3 clusters Score -427505.7 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -427627.250000 Penalty: 4041.629150 Iteration 3F: 3 clusters Score -427627.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -427719.968750 Penalty: 4041.629150 Iteration 4Q: 3 clusters Score -427720 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -427792.093750 Penalty: 4041.629150 Iteration 5Q: 3 clusters Score -427792.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -427869.218750 Penalty: 4041.629150 Iteration 6Q: 3 clusters Score -427869.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -427952.343750 Penalty: 4041.629150 Iteration 7Q: 3 clusters Score -427952.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -428037.062500 Penalty: 4041.629150 Iteration 8Q: 3 clusters Score -428037.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -428120.875000 Penalty: 4041.629150 Iteration 9Q: 3 clusters Score -428120.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -428234.031250 Penalty: 4041.629150 Iteration 10Q: 3 clusters Score -428234 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -428331.843750 Penalty: 4041.629150 Iteration 11Q: 3 clusters Score -428331.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -428428.593750 Penalty: 4041.629150 Iteration 12Q: 3 clusters Score -428428.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -428528.437500 Penalty: 4041.629150 Iteration 13Q: 3 clusters Score -428528.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -428645.781250 Penalty: 4041.629150 Iteration 14Q: 3 clusters Score -428645.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -428738.187500 Penalty: 4041.629150 Iteration 15Q: 3 clusters Score -428738.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -428800.343750 Penalty: 4041.629150 Iteration 16Q: 3 clusters Score -428800.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -428852.937500 Penalty: 4041.629150 Iteration 17Q: 3 clusters Score -428852.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -428905.687500 Penalty: 4041.629150 Iteration 18Q: 3 clusters Score -428905.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -428961.937500 Penalty: 4041.629150 Iteration 19Q: 3 clusters Score -428961.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -429001.000000 Penalty: 4041.629150 Iteration 20F: 3 clusters Score -429001 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -429025.906250 Penalty: 4041.629150 Iteration 21Q: 3 clusters Score -429025.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -429041.687500 Penalty: 4041.629150 Iteration 22Q: 3 clusters Score -429041.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -429057.343750 Penalty: 4041.629150 Iteration 23Q: 3 clusters Score -429057.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -429061.500000 Penalty: 4041.629150 Iteration 24Q: 3 clusters Score -429061.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -429065.937500 Penalty: 4041.629150 Iteration 25Q: 3 clusters Score -429065.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -429069.156250 Penalty: 4041.629150 Iteration 26Q: 3 clusters Score -429069.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -429069.781250 Penalty: 4041.629150 Iteration 27Q: 3 clusters Score -429069.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -429072.187500 Penalty: 4041.629150 Iteration 28Q: 3 clusters Score -429072.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -429075.406250 Penalty: 4041.629150 Iteration 29Q: 3 clusters Score -429075.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -429075.406250 Penalty: 4041.629150 Iteration 30F: 3 clusters Score -429075.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (12908 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12908 members Entering Unmasked Estep Score: -1643589.875000 Penalty: 2347.469482 Iteration 0F: 2 clusters Score -1643590 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6520 members Mstep: Class 2 contains 6388 members Entering Unmasked Estep Score: -1634190.000000 Penalty: 4694.938965 Iteration 0F: 3 clusters Score -1634190 nChanged 5452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Mstep: Class 2 contains 6304 members Entering Unmasked Estep Score: -1637200.125000 Penalty: 4694.938965 Iteration 1F: 3 clusters Score -1637200 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6617 members Mstep: Class 2 contains 6291 members Entering Unmasked Estep Score: -1637801.875000 Penalty: 4694.938965 Iteration 2F: 3 clusters Score -1637802 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6539 members Mstep: Class 2 contains 6369 members Entering Unmasked Estep Score: -1638420.375000 Penalty: 4694.938965 Iteration 3F: 3 clusters Score -1638420 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6332 members Mstep: Class 2 contains 6576 members Entering Unmasked Estep Score: -1639028.875000 Penalty: 4694.938965 Iteration 4F: 3 clusters Score -1639029 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6016 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -1639577.625000 Penalty: 4694.938965 Iteration 5F: 3 clusters Score -1639578 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5608 members Mstep: Class 2 contains 7300 members Entering Unmasked Estep Score: -1640073.250000 Penalty: 4694.938965 Iteration 6F: 3 clusters Score -1640073 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 7774 members Entering Unmasked Estep Score: -1640543.250000 Penalty: 4694.938965 Iteration 7F: 3 clusters Score -1640543 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4660 members Mstep: Class 2 contains 8248 members Entering Unmasked Estep Score: -1640924.750000 Penalty: 4694.938965 Iteration 8Q: 3 clusters Score -1640925 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 8721 members Entering Unmasked Estep Score: -1641251.000000 Penalty: 4694.938965 Iteration 9Q: 3 clusters Score -1641251 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 9160 members Entering Unmasked Estep Score: -1641521.625000 Penalty: 4694.938965 Iteration 10Q: 3 clusters Score -1641522 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 9558 members Entering Unmasked Estep Score: -1641774.875000 Penalty: 4694.938965 Iteration 11Q: 3 clusters Score -1641775 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 9942 members Entering Unmasked Estep Score: -1641998.875000 Penalty: 4694.938965 Iteration 12Q: 3 clusters Score -1641999 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 10288 members Entering Unmasked Estep Score: -1642217.375000 Penalty: 4694.938965 Iteration 13Q: 3 clusters Score -1642217 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 10615 members Entering Unmasked Estep Score: -1642410.125000 Penalty: 4694.938965 Iteration 14Q: 3 clusters Score -1642410 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 10901 members Entering Unmasked Estep Score: -1642587.875000 Penalty: 4694.938965 Iteration 15Q: 3 clusters Score -1642588 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 11113 members Entering Unmasked Estep Score: -1642706.750000 Penalty: 4694.938965 Iteration 16Q: 3 clusters Score -1642707 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 11260 members Entering Unmasked Estep Score: -1642767.750000 Penalty: 4694.938965 Iteration 17Q: 3 clusters Score -1642768 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 11364 members Entering Unmasked Estep Score: -1642802.625000 Penalty: 4694.938965 Iteration 18Q: 3 clusters Score -1642803 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 11446 members Entering Unmasked Estep Score: -1642840.125000 Penalty: 4694.938965 Iteration 19Q: 3 clusters Score -1642840 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 11506 members Entering Unmasked Estep Score: -1642863.500000 Penalty: 4694.938965 Iteration 20F: 3 clusters Score -1642864 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 11555 members Entering Unmasked Estep Score: -1642881.750000 Penalty: 4694.938965 Iteration 21Q: 3 clusters Score -1642882 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 11603 members Entering Unmasked Estep Score: -1642897.750000 Penalty: 4694.938965 Iteration 22Q: 3 clusters Score -1642898 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 11643 members Entering Unmasked Estep Score: -1642909.000000 Penalty: 4694.938965 Iteration 23Q: 3 clusters Score -1642909 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 11685 members Entering Unmasked Estep Score: -1642923.625000 Penalty: 4694.938965 Iteration 24Q: 3 clusters Score -1642924 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 11709 members Entering Unmasked Estep Score: -1642929.500000 Penalty: 4694.938965 Iteration 25Q: 3 clusters Score -1642930 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 11732 members Entering Unmasked Estep Score: -1642940.125000 Penalty: 4694.938965 Iteration 26Q: 3 clusters Score -1642940 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 11748 members Entering Unmasked Estep Score: -1642942.500000 Penalty: 4694.938965 Iteration 27Q: 3 clusters Score -1642942 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 11764 members Entering Unmasked Estep Score: -1642950.000000 Penalty: 4694.938965 Iteration 28Q: 3 clusters Score -1642950 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 11780 members Entering Unmasked Estep Score: -1642958.375000 Penalty: 4694.938965 Iteration 29Q: 3 clusters Score -1642958 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 11790 members Entering Unmasked Estep Score: -1642959.750000 Penalty: 4694.938965 Iteration 30Q: 3 clusters Score -1642960 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 11801 members Entering Unmasked Estep Score: -1642964.750000 Penalty: 4694.938965 Iteration 31Q: 3 clusters Score -1642965 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 11806 members Entering Unmasked Estep Score: -1642965.125000 Penalty: 4694.938965 Iteration 32Q: 3 clusters Score -1642965 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 11814 members Entering Unmasked Estep Score: -1642968.625000 Penalty: 4694.938965 Iteration 33Q: 3 clusters Score -1642969 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 11821 members Entering Unmasked Estep Score: -1642973.250000 Penalty: 4694.938965 Iteration 34Q: 3 clusters Score -1642973 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 11826 members Entering Unmasked Estep Score: -1642973.750000 Penalty: 4694.938965 Iteration 35Q: 3 clusters Score -1642974 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 11831 members Entering Unmasked Estep Score: -1642975.750000 Penalty: 4694.938965 Iteration 36Q: 3 clusters Score -1642976 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 11836 members Entering Unmasked Estep Score: -1642975.375000 Penalty: 4694.938965 Iteration 37Q: 3 clusters Score -1642975 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 11842 members Entering Unmasked Estep Score: -1642976.125000 Penalty: 4694.938965 Iteration 38Q: 3 clusters Score -1642976 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 11848 members Entering Unmasked Estep Score: -1642977.875000 Penalty: 4694.938965 Iteration 39Q: 3 clusters Score -1642978 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 11853 members Entering Unmasked Estep Score: -1642979.500000 Penalty: 4694.938965 Iteration 40F: 3 clusters Score -1642980 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 11856 members Entering Unmasked Estep Score: -1642980.500000 Penalty: 4694.938965 Iteration 41Q: 3 clusters Score -1642980 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 11860 members Entering Unmasked Estep Score: -1642983.375000 Penalty: 4694.938965 Iteration 42Q: 3 clusters Score -1642983 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 11861 members Entering Unmasked Estep Score: -1642983.500000 Penalty: 4694.938965 Iteration 43Q: 3 clusters Score -1642984 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 11861 members Entering Unmasked Estep Score: -1642983.500000 Penalty: 4694.938965 Iteration 44F: 3 clusters Score -1642984 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (15336 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15336 members Entering Unmasked Estep Score: -1942055.250000 Penalty: 2390.213623 Iteration 0F: 2 clusters Score -1942055 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7761 members Mstep: Class 2 contains 7575 members Entering Unmasked Estep Score: -1931030.250000 Penalty: 4780.427246 Iteration 0F: 3 clusters Score -1931030 nChanged 6623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7878 members Mstep: Class 2 contains 7458 members Entering Unmasked Estep Score: -1934649.750000 Penalty: 4780.427246 Iteration 1F: 3 clusters Score -1934650 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7875 members Mstep: Class 2 contains 7461 members Entering Unmasked Estep Score: -1935137.750000 Penalty: 4780.427246 Iteration 2F: 3 clusters Score -1935138 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7853 members Mstep: Class 2 contains 7483 members Entering Unmasked Estep Score: -1935544.500000 Penalty: 4780.427246 Iteration 3F: 3 clusters Score -1935544 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7782 members Mstep: Class 2 contains 7554 members Entering Unmasked Estep Score: -1935849.375000 Penalty: 4780.427246 Iteration 4Q: 3 clusters Score -1935849 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7683 members Mstep: Class 2 contains 7653 members Entering Unmasked Estep Score: -1936091.875000 Penalty: 4780.427246 Iteration 5Q: 3 clusters Score -1936092 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7564 members Mstep: Class 2 contains 7772 members Entering Unmasked Estep Score: -1936283.875000 Penalty: 4780.427246 Iteration 6Q: 3 clusters Score -1936284 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7432 members Mstep: Class 2 contains 7904 members Entering Unmasked Estep Score: -1936420.625000 Penalty: 4780.427246 Iteration 7Q: 3 clusters Score -1936421 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7268 members Mstep: Class 2 contains 8068 members Entering Unmasked Estep Score: -1936525.875000 Penalty: 4780.427246 Iteration 8Q: 3 clusters Score -1936526 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7076 members Mstep: Class 2 contains 8260 members Entering Unmasked Estep Score: -1936614.125000 Penalty: 4780.427246 Iteration 9Q: 3 clusters Score -1936614 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6871 members Mstep: Class 2 contains 8465 members Entering Unmasked Estep Score: -1936722.125000 Penalty: 4780.427246 Iteration 10Q: 3 clusters Score -1936722 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6612 members Mstep: Class 2 contains 8724 members Entering Unmasked Estep Score: -1936845.500000 Penalty: 4780.427246 Iteration 11Q: 3 clusters Score -1936846 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6285 members Mstep: Class 2 contains 9051 members Entering Unmasked Estep Score: -1937015.875000 Penalty: 4780.427246 Iteration 12Q: 3 clusters Score -1937016 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5895 members Mstep: Class 2 contains 9441 members Entering Unmasked Estep Score: -1937212.875000 Penalty: 4780.427246 Iteration 13Q: 3 clusters Score -1937213 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5399 members Mstep: Class 2 contains 9937 members Entering Unmasked Estep Score: -1937494.000000 Penalty: 4780.427246 Iteration 14Q: 3 clusters Score -1937494 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 10451 members Entering Unmasked Estep Score: -1937782.250000 Penalty: 4780.427246 Iteration 15Q: 3 clusters Score -1937782 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 11007 members Entering Unmasked Estep Score: -1938110.250000 Penalty: 4780.427246 Iteration 16Q: 3 clusters Score -1938110 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 11560 members Entering Unmasked Estep Score: -1938477.375000 Penalty: 4780.427246 Iteration 17Q: 3 clusters Score -1938477 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 12125 members Entering Unmasked Estep Score: -1938898.500000 Penalty: 4780.427246 Iteration 18Q: 3 clusters Score -1938898 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 12629 members Entering Unmasked Estep Score: -1939267.250000 Penalty: 4780.427246 Iteration 19Q: 3 clusters Score -1939267 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 13063 members Entering Unmasked Estep Score: -1939638.500000 Penalty: 4780.427246 Iteration 20F: 3 clusters Score -1939638 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 13408 members Entering Unmasked Estep Score: -1939954.875000 Penalty: 4780.427246 Iteration 21Q: 3 clusters Score -1939955 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 13688 members Entering Unmasked Estep Score: -1940215.250000 Penalty: 4780.427246 Iteration 22Q: 3 clusters Score -1940215 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 13887 members Entering Unmasked Estep Score: -1940423.750000 Penalty: 4780.427246 Iteration 23Q: 3 clusters Score -1940424 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 14024 members Entering Unmasked Estep Score: -1940567.875000 Penalty: 4780.427246 Iteration 24Q: 3 clusters Score -1940568 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 14123 members Entering Unmasked Estep Score: -1940643.250000 Penalty: 4780.427246 Iteration 25Q: 3 clusters Score -1940643 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 14200 members Entering Unmasked Estep Score: -1940685.625000 Penalty: 4780.427246 Iteration 26Q: 3 clusters Score -1940686 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 14253 members Entering Unmasked Estep Score: -1940716.375000 Penalty: 4780.427246 Iteration 27Q: 3 clusters Score -1940716 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 14290 members Entering Unmasked Estep Score: -1940741.500000 Penalty: 4780.427246 Iteration 28Q: 3 clusters Score -1940742 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 14316 members Entering Unmasked Estep Score: -1940756.875000 Penalty: 4780.427246 Iteration 29Q: 3 clusters Score -1940757 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 14337 members Entering Unmasked Estep Score: -1940765.125000 Penalty: 4780.427246 Iteration 30Q: 3 clusters Score -1940765 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 14351 members Entering Unmasked Estep Score: -1940774.750000 Penalty: 4780.427246 Iteration 31Q: 3 clusters Score -1940775 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 14370 members Entering Unmasked Estep Score: -1940786.625000 Penalty: 4780.427246 Iteration 32Q: 3 clusters Score -1940787 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 14388 members Entering Unmasked Estep Score: -1940800.625000 Penalty: 4780.427246 Iteration 33Q: 3 clusters Score -1940801 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 14405 members Entering Unmasked Estep Score: -1940809.500000 Penalty: 4780.427246 Iteration 34Q: 3 clusters Score -1940810 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 14420 members Entering Unmasked Estep Score: -1940813.375000 Penalty: 4780.427246 Iteration 35Q: 3 clusters Score -1940813 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 14425 members Entering Unmasked Estep Score: -1940811.375000 Penalty: 4780.427246 Iteration 36Q: 3 clusters Score -1940811 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 14429 members Entering Unmasked Estep Score: -1940815.125000 Penalty: 4780.427246 Iteration 37Q: 3 clusters Score -1940815 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 14431 members Entering Unmasked Estep Score: -1940813.875000 Penalty: 4780.427246 Iteration 38Q: 3 clusters Score -1940814 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 14431 members Entering Unmasked Estep Score: -1940813.875000 Penalty: 4780.427246 Iteration 39F: 3 clusters Score -1940814 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (698 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Entering Unmasked Estep Score: -80388.984375 Penalty: 1623.958374 Iteration 0F: 2 clusters Score -80388.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -78703.523438 Penalty: 3247.916748 Iteration 0F: 3 clusters Score -78703.52 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -79065.015625 Penalty: 3247.916748 Iteration 1F: 3 clusters Score -79065.02 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -79188.953125 Penalty: 3247.916748 Iteration 2F: 3 clusters Score -79188.95 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -79237.703125 Penalty: 3247.916748 Iteration 3Q: 3 clusters Score -79237.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -79268.617188 Penalty: 3247.916748 Iteration 4Q: 3 clusters Score -79268.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -79276.296875 Penalty: 3247.916748 Iteration 5Q: 3 clusters Score -79276.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -79284.421875 Penalty: 3247.916748 Iteration 6Q: 3 clusters Score -79284.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -79291.500000 Penalty: 3247.916748 Iteration 7Q: 3 clusters Score -79291.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -79296.664062 Penalty: 3247.916748 Iteration 8Q: 3 clusters Score -79296.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -79300.367188 Penalty: 3247.916748 Iteration 9Q: 3 clusters Score -79300.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -79305.187500 Penalty: 3247.916748 Iteration 10Q: 3 clusters Score -79305.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -79326.632812 Penalty: 3247.916748 Iteration 11Q: 3 clusters Score -79326.63 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -79341.039062 Penalty: 3247.916748 Iteration 12Q: 3 clusters Score -79341.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -79349.835938 Penalty: 3247.916748 Iteration 13Q: 3 clusters Score -79349.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -79361.429688 Penalty: 3247.916748 Iteration 14Q: 3 clusters Score -79361.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -79389.257812 Penalty: 3247.916748 Iteration 15Q: 3 clusters Score -79389.26 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -79430.171875 Penalty: 3247.916748 Iteration 16Q: 3 clusters Score -79430.17 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -79460.382812 Penalty: 3247.916748 Iteration 17Q: 3 clusters Score -79460.38 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -79496.375000 Penalty: 3247.916748 Iteration 18Q: 3 clusters Score -79496.38 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -79534.570312 Penalty: 3247.916748 Iteration 19Q: 3 clusters Score -79534.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -79553.851562 Penalty: 3247.916748 Iteration 20F: 3 clusters Score -79553.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -79579.960938 Penalty: 3247.916748 Iteration 21Q: 3 clusters Score -79579.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -79620.742188 Penalty: 3247.916748 Iteration 22Q: 3 clusters Score -79620.74 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -79651.734375 Penalty: 3247.916748 Iteration 23Q: 3 clusters Score -79651.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -79685.500000 Penalty: 3247.916748 Iteration 24Q: 3 clusters Score -79685.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -79735.734375 Penalty: 3247.916748 Iteration 25Q: 3 clusters Score -79735.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -79777.500000 Penalty: 3247.916748 Iteration 26Q: 3 clusters Score -79777.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -79848.382812 Penalty: 3247.916748 Iteration 27Q: 3 clusters Score -79848.38 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -79938.968750 Penalty: 3247.916748 Iteration 28Q: 3 clusters Score -79938.97 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -79996.250000 Penalty: 3247.916748 Iteration 29Q: 3 clusters Score -79996.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -80042.875000 Penalty: 3247.916748 Iteration 30Q: 3 clusters Score -80042.88 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -80124.578125 Penalty: 3247.916748 Iteration 31Q: 3 clusters Score -80124.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -80247.554688 Penalty: 3247.916748 Iteration 32Q: 3 clusters Score -80247.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -80437.515625 Penalty: 3247.916748 Iteration 33Q: 3 clusters Score -80437.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -80722.968750 Penalty: 3247.916748 Iteration 34Q: 3 clusters Score -80722.97 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -81109.273438 Penalty: 3247.916748 Iteration 35Q: 3 clusters Score -81109.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -81353.359375 Penalty: 3247.916748 Iteration 36Q: 3 clusters Score -81353.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -81360.257812 Penalty: 3247.916748 Iteration 37Q: 3 clusters Score -81360.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -81365.265625 Penalty: 3247.916748 Iteration 38Q: 3 clusters Score -81365.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -81365.265625 Penalty: 3247.916748 Iteration 39F: 3 clusters Score -81365.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 58320 members Mstep: Class 2 contains 2753 members Mstep: Class 3 contains 88075 members Mstep: Class 4 contains 1948 members Mstep: Class 5 contains 966 members Mstep: Class 6 contains 168399 members Mstep: Class 7 contains 67176 members Mstep: Class 8 contains 9083 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 17057 members Mstep: Class 11 contains 274 members Mstep: Class 12 contains 137 members Mstep: Class 13 contains 386 members Mstep: Class 14 contains 3458 members Mstep: Class 15 contains 12908 members Mstep: Class 16 contains 15336 members Mstep: Class 17 contains 561 members Mstep: Class 18 contains 1081 members Entering Unmasked Estep Score: -55408948.000000 Penalty: 58095.562500 Splitting cluster 17 changes total score from -55393740.000000 to -55408948.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 18 (1081 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Entering Unmasked Estep Score: -109575.125000 Penalty: 1732.439209 Iteration 0F: 2 clusters Score -109575.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -107830.843750 Penalty: 3464.878418 Iteration 0F: 3 clusters Score -107830.8 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -109178.421875 Penalty: 3464.878418 Iteration 1F: 3 clusters Score -109178.4 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -110118.640625 Penalty: 3464.878418 Iteration 2F: 3 clusters Score -110118.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -110635.437500 Penalty: 3464.878418 Iteration 3F: 3 clusters Score -110635.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -110908.953125 Penalty: 3464.878418 Iteration 4Q: 3 clusters Score -110909 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -111033.492188 Penalty: 3464.878418 Iteration 5Q: 3 clusters Score -111033.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -111055.640625 Penalty: 3464.878418 Iteration 6Q: 3 clusters Score -111055.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -111075.742188 Penalty: 3464.878418 Iteration 7Q: 3 clusters Score -111075.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -111085.156250 Penalty: 3464.878418 Iteration 8Q: 3 clusters Score -111085.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -111108.289062 Penalty: 3464.878418 Iteration 9Q: 3 clusters Score -111108.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -111117.609375 Penalty: 3464.878418 Iteration 10Q: 3 clusters Score -111117.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -111127.335938 Penalty: 3464.878418 Iteration 11Q: 3 clusters Score -111127.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -111133.039062 Penalty: 3464.878418 Iteration 12Q: 3 clusters Score -111133 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -111134.445312 Penalty: 3464.878418 Iteration 13Q: 3 clusters Score -111134.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -111137.976562 Penalty: 3464.878418 Iteration 14Q: 3 clusters Score -111138 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -111145.562500 Penalty: 3464.878418 Iteration 15Q: 3 clusters Score -111145.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -111159.367188 Penalty: 3464.878418 Iteration 16Q: 3 clusters Score -111159.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -111174.359375 Penalty: 3464.878418 Iteration 17Q: 3 clusters Score -111174.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -111188.804688 Penalty: 3464.878418 Iteration 18Q: 3 clusters Score -111188.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -111218.375000 Penalty: 3464.878418 Iteration 19Q: 3 clusters Score -111218.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -111256.820312 Penalty: 3464.878418 Iteration 20F: 3 clusters Score -111256.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -111267.945312 Penalty: 3464.878418 Iteration 21Q: 3 clusters Score -111267.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -111267.945312 Penalty: 3464.878418 Iteration 22F: 3 clusters Score -111267.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 58320 members Mstep: Class 2 contains 2753 members Mstep: Class 3 contains 88075 members Mstep: Class 4 contains 1948 members Mstep: Class 5 contains 966 members Mstep: Class 6 contains 168399 members Mstep: Class 7 contains 67176 members Mstep: Class 8 contains 9083 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 17057 members Mstep: Class 11 contains 274 members Mstep: Class 12 contains 137 members Mstep: Class 13 contains 386 members Mstep: Class 14 contains 3458 members Mstep: Class 15 contains 12908 members Mstep: Class 16 contains 15336 members Mstep: Class 17 contains 561 members Mstep: Class 18 contains 493 members Mstep: Class 19 contains 588 members Entering Unmasked Estep Score: -55409136.000000 Penalty: 61323.093750 Splitting cluster 18 changes total score from -55393740.000000 to -55409136.000000 So it's getting split into cluster 19. Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 2 contains 2753 members Mstep: Class 3 contains 88075 members Mstep: Class 4 contains 1948 members Mstep: Class 5 contains 966 members Mstep: Class 6 contains 168399 members Mstep: Class 7 contains 67176 members Mstep: Class 8 contains 9083 members Mstep: Class 10 contains 17057 members Mstep: Class 13 contains 386 members Mstep: Class 14 contains 3458 members Mstep: Class 15 contains 12908 members Mstep: Class 16 contains 15336 members Mstep: Class 17 contains 561 members Mstep: Class 18 contains 493 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 1921.350220 but Gain 3227.531250 Score: -55415120.000000 Penalty: 58095.562500 Iteration 39Q: 19 clusters Score -5.541512e+07 nChanged 12334 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 57505 members Mstep: Class 2 contains 2767 members Mstep: Class 3 contains 86964 members Mstep: Class 4 contains 2133 members Mstep: Class 5 contains 966 members Mstep: Class 6 contains 170327 members Mstep: Class 7 contains 66665 members Mstep: Class 8 contains 8896 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 17280 members Mstep: Class 11 contains 273 members Mstep: Class 13 contains 372 members Mstep: Class 14 contains 3446 members Mstep: Class 15 contains 12787 members Mstep: Class 16 contains 15764 members Mstep: Class 17 contains 594 members Mstep: Class 18 contains 493 members Mstep: Class 19 contains 686 members Entering Unmasked Estep ConsiderDeletion Score: -55418896.000000 Penalty: 58095.562500 Iteration 40F: 19 clusters Score -5.54189e+07 nChanged 5711 Entering Unmasked Mstep Mstep: Class 0 contains 235 members Mstep: Class 1 contains 57303 members Mstep: Class 2 contains 2768 members Mstep: Class 3 contains 85493 members Mstep: Class 4 contains 2198 members Mstep: Class 5 contains 966 members Mstep: Class 6 contains 172116 members Mstep: Class 7 contains 66284 members Mstep: Class 8 contains 8746 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 17495 members Mstep: Class 11 contains 280 members Mstep: Class 13 contains 367 members Mstep: Class 14 contains 3438 members Mstep: Class 15 contains 12677 members Mstep: Class 16 contains 16015 members Mstep: Class 17 contains 601 members Mstep: Class 18 contains 495 members Mstep: Class 19 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55420148.000000 Penalty: 58095.562500 Iteration 41Q: 19 clusters Score -5.542015e+07 nChanged 4031 Entering Unmasked Mstep Mstep: Class 0 contains 235 members Mstep: Class 1 contains 57155 members Mstep: Class 2 contains 2770 members Mstep: Class 3 contains 83953 members Mstep: Class 4 contains 2229 members Mstep: Class 5 contains 967 members Mstep: Class 6 contains 173845 members Mstep: Class 7 contains 66007 members Mstep: Class 8 contains 8629 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 17698 members Mstep: Class 11 contains 279 members Mstep: Class 13 contains 369 members Mstep: Class 14 contains 3436 members Mstep: Class 15 contains 12613 members Mstep: Class 16 contains 16195 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 686 members Entering Unmasked Estep ConsiderDeletion Score: -55420612.000000 Penalty: 58095.562500 Iteration 42Q: 19 clusters Score -5.542061e+07 nChanged 3293 Entering Unmasked Mstep Mstep: Class 0 contains 235 members Mstep: Class 1 contains 57019 members Mstep: Class 2 contains 2760 members Mstep: Class 3 contains 82600 members Mstep: Class 4 contains 2246 members Mstep: Class 5 contains 969 members Mstep: Class 6 contains 175360 members Mstep: Class 7 contains 65796 members Mstep: Class 8 contains 8544 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 17862 members Mstep: Class 11 contains 277 members Mstep: Class 13 contains 368 members Mstep: Class 14 contains 3436 members Mstep: Class 15 contains 12561 members Mstep: Class 16 contains 16347 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 686 members Entering Unmasked Estep ConsiderDeletion Score: -55421264.000000 Penalty: 58095.562500 Iteration 43Q: 19 clusters Score -5.542126e+07 nChanged 2850 Entering Unmasked Mstep Mstep: Class 0 contains 235 members Mstep: Class 1 contains 56896 members Mstep: Class 2 contains 2752 members Mstep: Class 3 contains 81377 members Mstep: Class 4 contains 2249 members Mstep: Class 5 contains 970 members Mstep: Class 6 contains 176792 members Mstep: Class 7 contains 65620 members Mstep: Class 8 contains 8458 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 18005 members Mstep: Class 11 contains 276 members Mstep: Class 13 contains 369 members Mstep: Class 14 contains 3436 members Mstep: Class 15 contains 12490 members Mstep: Class 16 contains 16455 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 686 members Entering Unmasked Estep ConsiderDeletion Score: -55421472.000000 Penalty: 58095.562500 Iteration 44Q: 19 clusters Score -5.542147e+07 nChanged 2491 Entering Unmasked Mstep Mstep: Class 0 contains 235 members Mstep: Class 1 contains 56759 members Mstep: Class 2 contains 2750 members Mstep: Class 3 contains 80262 members Mstep: Class 4 contains 2253 members Mstep: Class 5 contains 971 members Mstep: Class 6 contains 178126 members Mstep: Class 7 contains 65481 members Mstep: Class 8 contains 8380 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 18129 members Mstep: Class 11 contains 275 members Mstep: Class 13 contains 369 members Mstep: Class 14 contains 3434 members Mstep: Class 15 contains 12441 members Mstep: Class 16 contains 16515 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 686 members Entering Unmasked Estep ConsiderDeletion Score: -55421708.000000 Penalty: 58095.562500 Iteration 45Q: 19 clusters Score -5.542171e+07 nChanged 2189 Entering Unmasked Mstep Mstep: Class 0 contains 235 members Mstep: Class 1 contains 56669 members Mstep: Class 2 contains 2748 members Mstep: Class 3 contains 79228 members Mstep: Class 4 contains 2264 members Mstep: Class 5 contains 971 members Mstep: Class 6 contains 179309 members Mstep: Class 7 contains 65352 members Mstep: Class 8 contains 8321 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 18247 members Mstep: Class 11 contains 275 members Mstep: Class 13 contains 370 members Mstep: Class 14 contains 3434 members Mstep: Class 15 contains 12405 members Mstep: Class 16 contains 16552 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 686 members Entering Unmasked Estep ConsiderDeletion Score: -55422000.000000 Penalty: 58095.562500 Iteration 46Q: 19 clusters Score -5.5422e+07 nChanged 2003 Entering Unmasked Mstep Mstep: Class 0 contains 235 members Mstep: Class 1 contains 56579 members Mstep: Class 2 contains 2748 members Mstep: Class 3 contains 78253 members Mstep: Class 4 contains 2271 members Mstep: Class 5 contains 971 members Mstep: Class 6 contains 180428 members Mstep: Class 7 contains 65238 members Mstep: Class 8 contains 8289 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 18362 members Mstep: Class 11 contains 275 members Mstep: Class 13 contains 370 members Mstep: Class 14 contains 3433 members Mstep: Class 15 contains 12368 members Mstep: Class 16 contains 16560 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 686 members Entering Unmasked Estep ConsiderDeletion Score: -55422192.000000 Penalty: 58095.562500 Iteration 47Q: 19 clusters Score -5.542219e+07 nChanged 1842 Entering Unmasked Mstep Mstep: Class 0 contains 235 members Mstep: Class 1 contains 56502 members Mstep: Class 2 contains 2743 members Mstep: Class 3 contains 77277 members Mstep: Class 4 contains 2271 members Mstep: Class 5 contains 971 members Mstep: Class 6 contains 181522 members Mstep: Class 7 contains 65160 members Mstep: Class 8 contains 8251 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 18459 members Mstep: Class 11 contains 275 members Mstep: Class 13 contains 373 members Mstep: Class 14 contains 3433 members Mstep: Class 15 contains 12330 members Mstep: Class 16 contains 16578 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 686 members Entering Unmasked Estep ConsiderDeletion Score: -55422216.000000 Penalty: 58095.562500 Iteration 48Q: 19 clusters Score -5.542222e+07 nChanged 1691 Entering Unmasked Mstep Mstep: Class 0 contains 235 members Mstep: Class 1 contains 56459 members Mstep: Class 2 contains 2736 members Mstep: Class 3 contains 76297 members Mstep: Class 4 contains 2272 members Mstep: Class 5 contains 971 members Mstep: Class 6 contains 182587 members Mstep: Class 7 contains 65098 members Mstep: Class 8 contains 8212 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 18555 members Mstep: Class 11 contains 275 members Mstep: Class 13 contains 373 members Mstep: Class 14 contains 3433 members Mstep: Class 15 contains 12297 members Mstep: Class 16 contains 16580 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 686 members Entering Unmasked Estep ConsiderDeletion Score: -55422352.000000 Penalty: 58095.562500 Iteration 49Q: 19 clusters Score -5.542235e+07 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 235 members Mstep: Class 1 contains 56423 members Mstep: Class 2 contains 2735 members Mstep: Class 3 contains 75318 members Mstep: Class 4 contains 2274 members Mstep: Class 5 contains 971 members Mstep: Class 6 contains 183636 members Mstep: Class 7 contains 65051 members Mstep: Class 8 contains 8171 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 18642 members Mstep: Class 11 contains 275 members Mstep: Class 13 contains 373 members Mstep: Class 14 contains 3433 members Mstep: Class 15 contains 12271 members Mstep: Class 16 contains 16572 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 686 members Entering Unmasked Estep ConsiderDeletion Score: -55422384.000000 Penalty: 58095.562500 Iteration 50Q: 19 clusters Score -5.542238e+07 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 235 members Mstep: Class 1 contains 56389 members Mstep: Class 2 contains 2731 members Mstep: Class 3 contains 74290 members Mstep: Class 4 contains 2278 members Mstep: Class 5 contains 971 members Mstep: Class 6 contains 184713 members Mstep: Class 7 contains 65014 members Mstep: Class 8 contains 8131 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 18728 members Mstep: Class 11 contains 275 members Mstep: Class 13 contains 372 members Mstep: Class 14 contains 3433 members Mstep: Class 15 contains 12238 members Mstep: Class 16 contains 16582 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 686 members Entering Unmasked Estep ConsiderDeletion Score: -55422476.000000 Penalty: 58095.562500 Iteration 51Q: 19 clusters Score -5.542248e+07 nChanged 1469 Entering Unmasked Mstep Mstep: Class 0 contains 235 members Mstep: Class 1 contains 56350 members Mstep: Class 2 contains 2730 members Mstep: Class 3 contains 73300 members Mstep: Class 4 contains 2280 members Mstep: Class 5 contains 971 members Mstep: Class 6 contains 185768 members Mstep: Class 7 contains 64977 members Mstep: Class 8 contains 8105 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 18802 members Mstep: Class 11 contains 275 members Mstep: Class 13 contains 372 members Mstep: Class 14 contains 3433 members Mstep: Class 15 contains 12205 members Mstep: Class 16 contains 16577 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 686 members Entering Unmasked Estep ConsiderDeletion Score: -55422496.000000 Penalty: 58095.562500 Iteration 52Q: 19 clusters Score -5.54225e+07 nChanged 1479 Entering Unmasked Mstep Mstep: Class 0 contains 235 members Mstep: Class 1 contains 56291 members Mstep: Class 2 contains 2730 members Mstep: Class 3 contains 72324 members Mstep: Class 4 contains 2283 members Mstep: Class 5 contains 971 members Mstep: Class 6 contains 186846 members Mstep: Class 7 contains 64937 members Mstep: Class 8 contains 8081 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 18873 members Mstep: Class 11 contains 275 members Mstep: Class 13 contains 372 members Mstep: Class 14 contains 3433 members Mstep: Class 15 contains 12160 members Mstep: Class 16 contains 16569 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 686 members Entering Unmasked Estep ConsiderDeletion Score: -55422592.000000 Penalty: 58095.562500 Iteration 53Q: 19 clusters Score -5.542259e+07 nChanged 1467 Entering Unmasked Mstep Mstep: Class 0 contains 235 members Mstep: Class 1 contains 56236 members Mstep: Class 2 contains 2729 members Mstep: Class 3 contains 71336 members Mstep: Class 4 contains 2287 members Mstep: Class 5 contains 971 members Mstep: Class 6 contains 187936 members Mstep: Class 7 contains 64905 members Mstep: Class 8 contains 8046 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 18952 members Mstep: Class 11 contains 275 members Mstep: Class 13 contains 372 members Mstep: Class 14 contains 3433 members Mstep: Class 15 contains 12118 members Mstep: Class 16 contains 16549 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 686 members Entering Unmasked Estep ConsiderDeletion Score: -55422744.000000 Penalty: 58095.562500 Iteration 54Q: 19 clusters Score -5.542274e+07 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 235 members Mstep: Class 1 contains 56185 members Mstep: Class 2 contains 2725 members Mstep: Class 3 contains 70277 members Mstep: Class 4 contains 2290 members Mstep: Class 5 contains 971 members Mstep: Class 6 contains 189065 members Mstep: Class 7 contains 64893 members Mstep: Class 8 contains 8024 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 19023 members Mstep: Class 11 contains 275 members Mstep: Class 13 contains 372 members Mstep: Class 14 contains 3433 members Mstep: Class 15 contains 12074 members Mstep: Class 16 contains 16538 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 686 members Entering Unmasked Estep ConsiderDeletion Score: -55422828.000000 Penalty: 58095.562500 Iteration 55Q: 19 clusters Score -5.542283e+07 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 235 members Mstep: Class 1 contains 56142 members Mstep: Class 2 contains 2728 members Mstep: Class 3 contains 69239 members Mstep: Class 4 contains 2296 members Mstep: Class 5 contains 971 members Mstep: Class 6 contains 190177 members Mstep: Class 7 contains 64875 members Mstep: Class 8 contains 7997 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 19077 members Mstep: Class 11 contains 275 members Mstep: Class 13 contains 372 members Mstep: Class 14 contains 3433 members Mstep: Class 15 contains 12045 members Mstep: Class 16 contains 16518 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 686 members Entering Unmasked Estep ConsiderDeletion Score: -55422872.000000 Penalty: 58095.562500 Iteration 56Q: 19 clusters Score -5.542287e+07 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 235 members Mstep: Class 1 contains 56097 members Mstep: Class 2 contains 2731 members Mstep: Class 3 contains 68217 members Mstep: Class 4 contains 2303 members Mstep: Class 5 contains 971 members Mstep: Class 6 contains 191269 members Mstep: Class 7 contains 64865 members Mstep: Class 8 contains 7964 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 19135 members Mstep: Class 11 contains 275 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3433 members Mstep: Class 15 contains 12007 members Mstep: Class 16 contains 16507 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 686 members Entering Unmasked Estep ConsiderDeletion Score: -55422980.000000 Penalty: 58095.562500 Iteration 57Q: 19 clusters Score -5.542298e+07 nChanged 1358 Entering Unmasked Mstep Mstep: Class 0 contains 235 members Mstep: Class 1 contains 56057 members Mstep: Class 2 contains 2732 members Mstep: Class 3 contains 67213 members Mstep: Class 4 contains 2302 members Mstep: Class 5 contains 971 members Mstep: Class 6 contains 192347 members Mstep: Class 7 contains 64858 members Mstep: Class 8 contains 7929 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 19199 members Mstep: Class 11 contains 275 members Mstep: Class 13 contains 369 members Mstep: Class 14 contains 3434 members Mstep: Class 15 contains 11966 members Mstep: Class 16 contains 16493 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 686 members Entering Unmasked Estep ConsiderDeletion Score: -55423024.000000 Penalty: 58095.562500 Iteration 58Q: 19 clusters Score -5.542302e+07 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 235 members Mstep: Class 1 contains 56023 members Mstep: Class 2 contains 2730 members Mstep: Class 3 contains 66227 members Mstep: Class 4 contains 2305 members Mstep: Class 5 contains 971 members Mstep: Class 6 contains 193438 members Mstep: Class 7 contains 64846 members Mstep: Class 8 contains 7897 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 19254 members Mstep: Class 11 contains 275 members Mstep: Class 13 contains 369 members Mstep: Class 14 contains 3434 members Mstep: Class 15 contains 11912 members Mstep: Class 16 contains 16464 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 686 members Entering Unmasked Estep ConsiderDeletion Score: -55423168.000000 Penalty: 58095.562500 Iteration 59Q: 19 clusters Score -5.542317e+07 nChanged 1308 Entering Unmasked Mstep Mstep: Class 0 contains 235 members Mstep: Class 1 contains 55992 members Mstep: Class 2 contains 2733 members Mstep: Class 3 contains 65257 members Mstep: Class 4 contains 2306 members Mstep: Class 5 contains 971 members Mstep: Class 6 contains 194502 members Mstep: Class 7 contains 64835 members Mstep: Class 8 contains 7865 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 19307 members Mstep: Class 11 contains 275 members Mstep: Class 13 contains 369 members Mstep: Class 14 contains 3435 members Mstep: Class 15 contains 11862 members Mstep: Class 16 contains 16436 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 686 members Entering Unmasked Estep ConsiderDeletion Score: -55424108.000000 Penalty: 58095.562500 Iteration 60F: 19 clusters Score -5.542411e+07 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 210 members Mstep: Class 1 contains 55981 members Mstep: Class 2 contains 2732 members Mstep: Class 3 contains 64212 members Mstep: Class 4 contains 2307 members Mstep: Class 5 contains 971 members Mstep: Class 6 contains 195624 members Mstep: Class 7 contains 64829 members Mstep: Class 8 contains 7832 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 19361 members Mstep: Class 11 contains 295 members Mstep: Class 13 contains 369 members Mstep: Class 14 contains 3435 members Mstep: Class 15 contains 11797 members Mstep: Class 16 contains 16420 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 691 members Entering Unmasked Estep ConsiderDeletion Score: -55425380.000000 Penalty: 58095.562500 Iteration 61Q: 19 clusters Score -5.542538e+07 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 55963 members Mstep: Class 2 contains 2731 members Mstep: Class 3 contains 63197 members Mstep: Class 4 contains 2308 members Mstep: Class 5 contains 973 members Mstep: Class 6 contains 196706 members Mstep: Class 7 contains 64825 members Mstep: Class 8 contains 7804 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 19424 members Mstep: Class 11 contains 292 members Mstep: Class 13 contains 369 members Mstep: Class 14 contains 3434 members Mstep: Class 15 contains 11745 members Mstep: Class 16 contains 16395 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 692 members Entering Unmasked Estep ConsiderDeletion Score: -55425512.000000 Penalty: 58095.562500 Iteration 62Q: 19 clusters Score -5.542551e+07 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 55920 members Mstep: Class 2 contains 2728 members Mstep: Class 3 contains 62192 members Mstep: Class 4 contains 2306 members Mstep: Class 5 contains 974 members Mstep: Class 6 contains 197784 members Mstep: Class 7 contains 64828 members Mstep: Class 8 contains 7793 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 19481 members Mstep: Class 11 contains 290 members Mstep: Class 13 contains 369 members Mstep: Class 14 contains 3433 members Mstep: Class 15 contains 11701 members Mstep: Class 16 contains 16366 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 693 members Entering Unmasked Estep ConsiderDeletion Score: -55425656.000000 Penalty: 58095.562500 Iteration 63Q: 19 clusters Score -5.542566e+07 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 55887 members Mstep: Class 2 contains 2730 members Mstep: Class 3 contains 61221 members Mstep: Class 4 contains 2307 members Mstep: Class 5 contains 975 members Mstep: Class 6 contains 198813 members Mstep: Class 7 contains 64831 members Mstep: Class 8 contains 7772 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 19530 members Mstep: Class 11 contains 289 members Mstep: Class 13 contains 369 members Mstep: Class 14 contains 3432 members Mstep: Class 15 contains 11664 members Mstep: Class 16 contains 16345 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 693 members Entering Unmasked Estep ConsiderDeletion Score: -55425884.000000 Penalty: 58095.562500 Iteration 64Q: 19 clusters Score -5.542588e+07 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 55857 members Mstep: Class 2 contains 2730 members Mstep: Class 3 contains 60243 members Mstep: Class 4 contains 2303 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 199887 members Mstep: Class 7 contains 64840 members Mstep: Class 8 contains 7735 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 19576 members Mstep: Class 11 contains 289 members Mstep: Class 13 contains 369 members Mstep: Class 14 contains 3432 members Mstep: Class 15 contains 11622 members Mstep: Class 16 contains 16306 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 693 members Entering Unmasked Estep ConsiderDeletion Score: -55425916.000000 Penalty: 58095.562500 Iteration 65Q: 19 clusters Score -5.542592e+07 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 55823 members Mstep: Class 2 contains 2732 members Mstep: Class 3 contains 59286 members Mstep: Class 4 contains 2301 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 200916 members Mstep: Class 7 contains 64845 members Mstep: Class 8 contains 7708 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 19624 members Mstep: Class 11 contains 289 members Mstep: Class 13 contains 369 members Mstep: Class 14 contains 3431 members Mstep: Class 15 contains 11592 members Mstep: Class 16 contains 16273 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 693 members Entering Unmasked Estep ConsiderDeletion Score: -55425928.000000 Penalty: 58095.562500 Iteration 66Q: 19 clusters Score -5.542593e+07 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 55795 members Mstep: Class 2 contains 2732 members Mstep: Class 3 contains 58378 members Mstep: Class 4 contains 2298 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 201882 members Mstep: Class 7 contains 64855 members Mstep: Class 8 contains 7692 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 19676 members Mstep: Class 11 contains 289 members Mstep: Class 13 contains 369 members Mstep: Class 14 contains 3430 members Mstep: Class 15 contains 11563 members Mstep: Class 16 contains 16230 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 693 members Entering Unmasked Estep ConsiderDeletion Score: -55425956.000000 Penalty: 58095.562500 Iteration 67Q: 19 clusters Score -5.542596e+07 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 55753 members Mstep: Class 2 contains 2730 members Mstep: Class 3 contains 57512 members Mstep: Class 4 contains 2298 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 202815 members Mstep: Class 7 contains 64855 members Mstep: Class 8 contains 7675 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 19740 members Mstep: Class 11 contains 289 members Mstep: Class 13 contains 368 members Mstep: Class 14 contains 3428 members Mstep: Class 15 contains 11538 members Mstep: Class 16 contains 16188 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 693 members Entering Unmasked Estep ConsiderDeletion Score: -55425876.000000 Penalty: 58095.562500 Iteration 68Q: 19 clusters Score -5.542588e+07 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 55718 members Mstep: Class 2 contains 2732 members Mstep: Class 3 contains 56614 members Mstep: Class 4 contains 2298 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 203767 members Mstep: Class 7 contains 64854 members Mstep: Class 8 contains 7658 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 19807 members Mstep: Class 11 contains 289 members Mstep: Class 13 contains 368 members Mstep: Class 14 contains 3427 members Mstep: Class 15 contains 11515 members Mstep: Class 16 contains 16142 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 693 members Entering Unmasked Estep ConsiderDeletion Score: -55426016.000000 Penalty: 58095.562500 Iteration 69Q: 19 clusters Score -5.542602e+07 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 55674 members Mstep: Class 2 contains 2727 members Mstep: Class 3 contains 55731 members Mstep: Class 4 contains 2297 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 204716 members Mstep: Class 7 contains 64855 members Mstep: Class 8 contains 7641 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 19881 members Mstep: Class 11 contains 289 members Mstep: Class 13 contains 368 members Mstep: Class 14 contains 3427 members Mstep: Class 15 contains 11481 members Mstep: Class 16 contains 16102 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 693 members Entering Unmasked Estep ConsiderDeletion Score: -55425860.000000 Penalty: 58095.562500 Iteration 70Q: 19 clusters Score -5.542586e+07 nChanged 1179 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 55631 members Mstep: Class 2 contains 2726 members Mstep: Class 3 contains 54840 members Mstep: Class 4 contains 2298 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 205636 members Mstep: Class 7 contains 64860 members Mstep: Class 8 contains 7631 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 19964 members Mstep: Class 11 contains 289 members Mstep: Class 13 contains 368 members Mstep: Class 14 contains 3426 members Mstep: Class 15 contains 11463 members Mstep: Class 16 contains 16057 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 693 members Entering Unmasked Estep ConsiderDeletion Score: -55425992.000000 Penalty: 58095.562500 Iteration 71Q: 19 clusters Score -5.542599e+07 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 55601 members Mstep: Class 2 contains 2726 members Mstep: Class 3 contains 53963 members Mstep: Class 4 contains 2294 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 206535 members Mstep: Class 7 contains 64862 members Mstep: Class 8 contains 7621 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 20054 members Mstep: Class 11 contains 289 members Mstep: Class 13 contains 367 members Mstep: Class 14 contains 3424 members Mstep: Class 15 contains 11439 members Mstep: Class 16 contains 16014 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 693 members Entering Unmasked Estep ConsiderDeletion Score: -55425956.000000 Penalty: 58095.562500 Iteration 72Q: 19 clusters Score -5.542596e+07 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 55552 members Mstep: Class 2 contains 2726 members Mstep: Class 3 contains 53094 members Mstep: Class 4 contains 2291 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 207435 members Mstep: Class 7 contains 64871 members Mstep: Class 8 contains 7613 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 20152 members Mstep: Class 11 contains 289 members Mstep: Class 13 contains 367 members Mstep: Class 14 contains 3424 members Mstep: Class 15 contains 11406 members Mstep: Class 16 contains 15969 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 693 members Entering Unmasked Estep ConsiderDeletion Score: -55426060.000000 Penalty: 58095.562500 Iteration 73Q: 19 clusters Score -5.542606e+07 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 55500 members Mstep: Class 2 contains 2724 members Mstep: Class 3 contains 52185 members Mstep: Class 4 contains 2290 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 208393 members Mstep: Class 7 contains 64876 members Mstep: Class 8 contains 7594 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 20240 members Mstep: Class 11 contains 289 members Mstep: Class 13 contains 367 members Mstep: Class 14 contains 3424 members Mstep: Class 15 contains 11377 members Mstep: Class 16 contains 15930 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 693 members Entering Unmasked Estep ConsiderDeletion Score: -55426128.000000 Penalty: 58095.562500 Iteration 74Q: 19 clusters Score -5.542613e+07 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 55462 members Mstep: Class 2 contains 2727 members Mstep: Class 3 contains 51214 members Mstep: Class 4 contains 2287 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 209397 members Mstep: Class 7 contains 64875 members Mstep: Class 8 contains 7569 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 20327 members Mstep: Class 11 contains 289 members Mstep: Class 13 contains 366 members Mstep: Class 14 contains 3424 members Mstep: Class 15 contains 11354 members Mstep: Class 16 contains 15898 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 693 members Entering Unmasked Estep ConsiderDeletion Score: -55426064.000000 Penalty: 58095.562500 Iteration 75Q: 19 clusters Score -5.542606e+07 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 55424 members Mstep: Class 2 contains 2726 members Mstep: Class 3 contains 50238 members Mstep: Class 4 contains 2282 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 210424 members Mstep: Class 7 contains 64881 members Mstep: Class 8 contains 7545 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 20413 members Mstep: Class 11 contains 289 members Mstep: Class 13 contains 363 members Mstep: Class 14 contains 3424 members Mstep: Class 15 contains 11322 members Mstep: Class 16 contains 15858 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 693 members Entering Unmasked Estep ConsiderDeletion Score: -55426008.000000 Penalty: 58095.562500 Iteration 76Q: 19 clusters Score -5.542601e+07 nChanged 1263 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 55386 members Mstep: Class 2 contains 2729 members Mstep: Class 3 contains 49289 members Mstep: Class 4 contains 2283 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 211432 members Mstep: Class 7 contains 64886 members Mstep: Class 8 contains 7516 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 20488 members Mstep: Class 11 contains 289 members Mstep: Class 13 contains 361 members Mstep: Class 14 contains 3424 members Mstep: Class 15 contains 11286 members Mstep: Class 16 contains 15820 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 693 members Entering Unmasked Estep ConsiderDeletion Score: -55426000.000000 Penalty: 58095.562500 Iteration 77Q: 19 clusters Score -5.5426e+07 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 55348 members Mstep: Class 2 contains 2728 members Mstep: Class 3 contains 48342 members Mstep: Class 4 contains 2283 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 212446 members Mstep: Class 7 contains 64901 members Mstep: Class 8 contains 7491 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 20561 members Mstep: Class 11 contains 289 members Mstep: Class 13 contains 361 members Mstep: Class 14 contains 3424 members Mstep: Class 15 contains 11244 members Mstep: Class 16 contains 15771 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 693 members Entering Unmasked Estep ConsiderDeletion Score: -55425976.000000 Penalty: 58095.562500 Iteration 78Q: 19 clusters Score -5.542598e+07 nChanged 1200 Entering ConstructFrom: Score: -55425976.000000 Penalty: 58095.562500 Entering ConstructFrom: Trying to split cluster 1 (55318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55318 members Entering Unmasked Estep Score: -7060156.000000 Penalty: 2708.371582 Iteration 0F: 2 clusters Score -7060156 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27593 members Mstep: Class 2 contains 27725 members Entering Unmasked Estep Score: -7023025.000000 Penalty: 5416.743164 Iteration 0F: 3 clusters Score -7023025 nChanged 25862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26485 members Mstep: Class 2 contains 28833 members Entering Unmasked Estep Score: -7037080.000000 Penalty: 5416.743164 Iteration 1F: 3 clusters Score -7037080 nChanged 2107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25856 members Mstep: Class 2 contains 29462 members Entering Unmasked Estep Score: -7037664.000000 Penalty: 5416.743164 Iteration 2Q: 3 clusters Score -7037664 nChanged 2106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24968 members Mstep: Class 2 contains 30350 members Entering Unmasked Estep Score: -7038252.500000 Penalty: 5416.743164 Iteration 3Q: 3 clusters Score -7038252 nChanged 2251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23611 members Mstep: Class 2 contains 31707 members Entering Unmasked Estep Score: -7039048.000000 Penalty: 5416.743164 Iteration 4Q: 3 clusters Score -7039048 nChanged 2616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21637 members Mstep: Class 2 contains 33681 members Entering Unmasked Estep Score: -7040235.500000 Penalty: 5416.743164 Iteration 5Q: 3 clusters Score -7040236 nChanged 3329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18942 members Mstep: Class 2 contains 36376 members Entering Unmasked Estep Score: -7042328.500000 Penalty: 5416.743164 Iteration 6F: 3 clusters Score -7042328 nChanged 4101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15501 members Mstep: Class 2 contains 39817 members Entering Unmasked Estep Score: -7045367.500000 Penalty: 5416.743164 Iteration 7F: 3 clusters Score -7045368 nChanged 4519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11558 members Mstep: Class 2 contains 43760 members Entering Unmasked Estep Score: -7049139.000000 Penalty: 5416.743164 Iteration 8F: 3 clusters Score -7049139 nChanged 3950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7912 members Mstep: Class 2 contains 47406 members Entering Unmasked Estep Score: -7052623.000000 Penalty: 5416.743164 Iteration 9F: 3 clusters Score -7052623 nChanged 2846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5170 members Mstep: Class 2 contains 50148 members Entering Unmasked Estep Score: -7055265.500000 Penalty: 5416.743164 Iteration 10F: 3 clusters Score -7055266 nChanged 1680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 51782 members Entering Unmasked Estep Score: -7056925.000000 Penalty: 5416.743164 Iteration 11Q: 3 clusters Score -7056925 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 52554 members Entering Unmasked Estep Score: -7057860.500000 Penalty: 5416.743164 Iteration 12Q: 3 clusters Score -7057860 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 52847 members Entering Unmasked Estep Score: -7058375.500000 Penalty: 5416.743164 Iteration 13Q: 3 clusters Score -7058376 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 52991 members Entering Unmasked Estep Score: -7058713.500000 Penalty: 5416.743164 Iteration 14Q: 3 clusters Score -7058714 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 53105 members Entering Unmasked Estep Score: -7058917.000000 Penalty: 5416.743164 Iteration 15Q: 3 clusters Score -7058917 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 53172 members Entering Unmasked Estep Score: -7058996.500000 Penalty: 5416.743164 Iteration 16Q: 3 clusters Score -7058996 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 53225 members Entering Unmasked Estep Score: -7059058.000000 Penalty: 5416.743164 Iteration 17Q: 3 clusters Score -7059058 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 53259 members Entering Unmasked Estep Score: -7059088.000000 Penalty: 5416.743164 Iteration 18Q: 3 clusters Score -7059088 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 53294 members Entering Unmasked Estep Score: -7059107.000000 Penalty: 5416.743164 Iteration 19Q: 3 clusters Score -7059107 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 53312 members Entering Unmasked Estep Score: -7059123.500000 Penalty: 5416.743164 Iteration 20F: 3 clusters Score -7059124 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 53329 members Entering Unmasked Estep Score: -7059139.000000 Penalty: 5416.743164 Iteration 21Q: 3 clusters Score -7059139 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 53338 members Entering Unmasked Estep Score: -7059147.000000 Penalty: 5416.743164 Iteration 22Q: 3 clusters Score -7059147 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 53344 members Entering Unmasked Estep Score: -7059146.000000 Penalty: 5416.743164 Iteration 23Q: 3 clusters Score -7059146 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 53350 members Entering Unmasked Estep Score: -7059155.500000 Penalty: 5416.743164 Iteration 24Q: 3 clusters Score -7059156 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 53355 members Entering Unmasked Estep Score: -7059155.000000 Penalty: 5416.743164 Iteration 25Q: 3 clusters Score -7059155 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 53358 members Entering Unmasked Estep Score: -7059153.000000 Penalty: 5416.743164 Iteration 26Q: 3 clusters Score -7059153 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 53361 members Entering Unmasked Estep Score: -7059155.000000 Penalty: 5416.743164 Iteration 27Q: 3 clusters Score -7059155 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 53364 members Entering Unmasked Estep Score: -7059160.000000 Penalty: 5416.743164 Iteration 28Q: 3 clusters Score -7059160 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 53368 members Entering Unmasked Estep Score: -7059165.500000 Penalty: 5416.743164 Iteration 29Q: 3 clusters Score -7059166 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 53371 members Entering Unmasked Estep Score: -7059163.500000 Penalty: 5416.743164 Iteration 30Q: 3 clusters Score -7059164 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 53374 members Entering Unmasked Estep Score: -7059169.000000 Penalty: 5416.743164 Iteration 31Q: 3 clusters Score -7059169 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 53376 members Entering Unmasked Estep Score: -7059173.500000 Penalty: 5416.743164 Iteration 32Q: 3 clusters Score -7059174 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 53377 members Entering Unmasked Estep Score: -7059172.000000 Penalty: 5416.743164 Iteration 33Q: 3 clusters Score -7059172 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 53379 members Entering Unmasked Estep Score: -7059170.500000 Penalty: 5416.743164 Iteration 34Q: 3 clusters Score -7059170 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 53380 members Entering Unmasked Estep Score: -7059170.000000 Penalty: 5416.743164 Iteration 35Q: 3 clusters Score -7059170 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 53380 members Entering Unmasked Estep Score: -7059170.000000 Penalty: 5416.743164 Iteration 36F: 3 clusters Score -7059170 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Entering Unmasked Estep Score: -323899.468750 Penalty: 1961.826538 Iteration 0F: 2 clusters Score -323899.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -320810.281250 Penalty: 3923.653076 Iteration 0F: 3 clusters Score -320810.3 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -321452.718750 Penalty: 3923.653076 Iteration 1F: 3 clusters Score -321452.7 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -321642.937500 Penalty: 3923.653076 Iteration 2F: 3 clusters Score -321642.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -321755.062500 Penalty: 3923.653076 Iteration 3F: 3 clusters Score -321755.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -321831.812500 Penalty: 3923.653076 Iteration 4Q: 3 clusters Score -321831.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -321904.718750 Penalty: 3923.653076 Iteration 5Q: 3 clusters Score -321904.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -321960.812500 Penalty: 3923.653076 Iteration 6Q: 3 clusters Score -321960.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -322014.656250 Penalty: 3923.653076 Iteration 7Q: 3 clusters Score -322014.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -322054.500000 Penalty: 3923.653076 Iteration 8Q: 3 clusters Score -322054.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -322089.218750 Penalty: 3923.653076 Iteration 9Q: 3 clusters Score -322089.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -322129.125000 Penalty: 3923.653076 Iteration 10Q: 3 clusters Score -322129.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -322167.500000 Penalty: 3923.653076 Iteration 11Q: 3 clusters Score -322167.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -322216.250000 Penalty: 3923.653076 Iteration 12Q: 3 clusters Score -322216.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -322261.750000 Penalty: 3923.653076 Iteration 13Q: 3 clusters Score -322261.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -322312.187500 Penalty: 3923.653076 Iteration 14Q: 3 clusters Score -322312.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -322362.000000 Penalty: 3923.653076 Iteration 15Q: 3 clusters Score -322362 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -322404.312500 Penalty: 3923.653076 Iteration 16Q: 3 clusters Score -322404.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -322433.562500 Penalty: 3923.653076 Iteration 17Q: 3 clusters Score -322433.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -322466.531250 Penalty: 3923.653076 Iteration 18Q: 3 clusters Score -322466.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -322492.406250 Penalty: 3923.653076 Iteration 19Q: 3 clusters Score -322492.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -322519.093750 Penalty: 3923.653076 Iteration 20F: 3 clusters Score -322519.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -322547.562500 Penalty: 3923.653076 Iteration 21Q: 3 clusters Score -322547.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -322575.187500 Penalty: 3923.653076 Iteration 22Q: 3 clusters Score -322575.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -322603.187500 Penalty: 3923.653076 Iteration 23Q: 3 clusters Score -322603.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -322624.468750 Penalty: 3923.653076 Iteration 24Q: 3 clusters Score -322624.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -322641.593750 Penalty: 3923.653076 Iteration 25Q: 3 clusters Score -322641.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -322650.656250 Penalty: 3923.653076 Iteration 26Q: 3 clusters Score -322650.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -322658.468750 Penalty: 3923.653076 Iteration 27Q: 3 clusters Score -322658.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -322666.125000 Penalty: 3923.653076 Iteration 28Q: 3 clusters Score -322666.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -322670.312500 Penalty: 3923.653076 Iteration 29Q: 3 clusters Score -322670.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -322672.281250 Penalty: 3923.653076 Iteration 30Q: 3 clusters Score -322672.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -322674.531250 Penalty: 3923.653076 Iteration 31Q: 3 clusters Score -322674.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -322674.531250 Penalty: 3923.653076 Iteration 32F: 3 clusters Score -322674.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (47441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47441 members Entering Unmasked Estep Score: -5999571.500000 Penalty: 2670.276123 Iteration 0F: 2 clusters Score -5999572 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23707 members Mstep: Class 2 contains 23734 members Entering Unmasked Estep Score: -5967473.500000 Penalty: 5340.552246 Iteration 0F: 3 clusters Score -5967474 nChanged 21910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23895 members Mstep: Class 2 contains 23546 members Entering Unmasked Estep Score: -5979676.000000 Penalty: 5340.552246 Iteration 1F: 3 clusters Score -5979676 nChanged 2114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24043 members Mstep: Class 2 contains 23398 members Entering Unmasked Estep Score: -5980410.000000 Penalty: 5340.552246 Iteration 2Q: 3 clusters Score -5980410 nChanged 2139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24256 members Mstep: Class 2 contains 23185 members Entering Unmasked Estep Score: -5981273.500000 Penalty: 5340.552246 Iteration 3Q: 3 clusters Score -5981274 nChanged 2365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24589 members Mstep: Class 2 contains 22852 members Entering Unmasked Estep Score: -5982407.000000 Penalty: 5340.552246 Iteration 4Q: 3 clusters Score -5982407 nChanged 2631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25112 members Mstep: Class 2 contains 22329 members Entering Unmasked Estep Score: -5983871.500000 Penalty: 5340.552246 Iteration 5F: 3 clusters Score -5983872 nChanged 2884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25786 members Mstep: Class 2 contains 21655 members Entering Unmasked Estep Score: -5985824.000000 Penalty: 5340.552246 Iteration 6F: 3 clusters Score -5985824 nChanged 3161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26493 members Mstep: Class 2 contains 20948 members Entering Unmasked Estep Score: -5988375.000000 Penalty: 5340.552246 Iteration 7F: 3 clusters Score -5988375 nChanged 3229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26954 members Mstep: Class 2 contains 20487 members Entering Unmasked Estep Score: -5991149.000000 Penalty: 5340.552246 Iteration 8F: 3 clusters Score -5991149 nChanged 2945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26937 members Mstep: Class 2 contains 20504 members Entering Unmasked Estep Score: -5993381.000000 Penalty: 5340.552246 Iteration 9F: 3 clusters Score -5993381 nChanged 2359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26564 members Mstep: Class 2 contains 20877 members Entering Unmasked Estep Score: -5994732.000000 Penalty: 5340.552246 Iteration 10Q: 3 clusters Score -5994732 nChanged 1640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26046 members Mstep: Class 2 contains 21395 members Entering Unmasked Estep Score: -5995433.000000 Penalty: 5340.552246 Iteration 11Q: 3 clusters Score -5995433 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25525 members Mstep: Class 2 contains 21916 members Entering Unmasked Estep Score: -5995850.000000 Penalty: 5340.552246 Iteration 12Q: 3 clusters Score -5995850 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25027 members Mstep: Class 2 contains 22414 members Entering Unmasked Estep Score: -5996102.000000 Penalty: 5340.552246 Iteration 13Q: 3 clusters Score -5996102 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24547 members Mstep: Class 2 contains 22894 members Entering Unmasked Estep Score: -5996322.000000 Penalty: 5340.552246 Iteration 14Q: 3 clusters Score -5996322 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24065 members Mstep: Class 2 contains 23376 members Entering Unmasked Estep Score: -5996481.000000 Penalty: 5340.552246 Iteration 15Q: 3 clusters Score -5996481 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23620 members Mstep: Class 2 contains 23821 members Entering Unmasked Estep Score: -5996671.500000 Penalty: 5340.552246 Iteration 16Q: 3 clusters Score -5996672 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23209 members Mstep: Class 2 contains 24232 members Entering Unmasked Estep Score: -5996801.000000 Penalty: 5340.552246 Iteration 17Q: 3 clusters Score -5996801 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22783 members Mstep: Class 2 contains 24658 members Entering Unmasked Estep Score: -5996928.000000 Penalty: 5340.552246 Iteration 18Q: 3 clusters Score -5996928 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22390 members Mstep: Class 2 contains 25051 members Entering Unmasked Estep Score: -5996984.500000 Penalty: 5340.552246 Iteration 19Q: 3 clusters Score -5996984 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22013 members Mstep: Class 2 contains 25428 members Entering Unmasked Estep Score: -5997066.500000 Penalty: 5340.552246 Iteration 20F: 3 clusters Score -5997066 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21661 members Mstep: Class 2 contains 25780 members Entering Unmasked Estep Score: -5997153.500000 Penalty: 5340.552246 Iteration 21Q: 3 clusters Score -5997154 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21333 members Mstep: Class 2 contains 26108 members Entering Unmasked Estep Score: -5997232.000000 Penalty: 5340.552246 Iteration 22Q: 3 clusters Score -5997232 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21005 members Mstep: Class 2 contains 26436 members Entering Unmasked Estep Score: -5997280.500000 Penalty: 5340.552246 Iteration 23Q: 3 clusters Score -5997280 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20709 members Mstep: Class 2 contains 26732 members Entering Unmasked Estep Score: -5997304.500000 Penalty: 5340.552246 Iteration 24Q: 3 clusters Score -5997304 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20445 members Mstep: Class 2 contains 26996 members Entering Unmasked Estep Score: -5997341.500000 Penalty: 5340.552246 Iteration 25Q: 3 clusters Score -5997342 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20181 members Mstep: Class 2 contains 27260 members Entering Unmasked Estep Score: -5997396.500000 Penalty: 5340.552246 Iteration 26Q: 3 clusters Score -5997396 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19899 members Mstep: Class 2 contains 27542 members Entering Unmasked Estep Score: -5997424.500000 Penalty: 5340.552246 Iteration 27Q: 3 clusters Score -5997424 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19628 members Mstep: Class 2 contains 27813 members Entering Unmasked Estep Score: -5997463.000000 Penalty: 5340.552246 Iteration 28Q: 3 clusters Score -5997463 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19405 members Mstep: Class 2 contains 28036 members Entering Unmasked Estep Score: -5997467.500000 Penalty: 5340.552246 Iteration 29Q: 3 clusters Score -5997468 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19204 members Mstep: Class 2 contains 28237 members Entering Unmasked Estep Score: -5997517.500000 Penalty: 5340.552246 Iteration 30Q: 3 clusters Score -5997518 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19034 members Mstep: Class 2 contains 28407 members Entering Unmasked Estep Score: -5997523.500000 Penalty: 5340.552246 Iteration 31Q: 3 clusters Score -5997524 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18854 members Mstep: Class 2 contains 28587 members Entering Unmasked Estep Score: -5997535.500000 Penalty: 5340.552246 Iteration 32Q: 3 clusters Score -5997536 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18683 members Mstep: Class 2 contains 28758 members Entering Unmasked Estep Score: -5997547.000000 Penalty: 5340.552246 Iteration 33Q: 3 clusters Score -5997547 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18522 members Mstep: Class 2 contains 28919 members Entering Unmasked Estep Score: -5997543.500000 Penalty: 5340.552246 Iteration 34Q: 3 clusters Score -5997544 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18388 members Mstep: Class 2 contains 29053 members Entering Unmasked Estep Score: -5997561.000000 Penalty: 5340.552246 Iteration 35Q: 3 clusters Score -5997561 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18264 members Mstep: Class 2 contains 29177 members Entering Unmasked Estep Score: -5997580.000000 Penalty: 5340.552246 Iteration 36Q: 3 clusters Score -5997580 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18154 members Mstep: Class 2 contains 29287 members Entering Unmasked Estep Score: -5997606.000000 Penalty: 5340.552246 Iteration 37Q: 3 clusters Score -5997606 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18060 members Mstep: Class 2 contains 29381 members Entering Unmasked Estep Score: -5997614.000000 Penalty: 5340.552246 Iteration 38Q: 3 clusters Score -5997614 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17986 members Mstep: Class 2 contains 29455 members Entering Unmasked Estep Score: -5997610.500000 Penalty: 5340.552246 Iteration 39Q: 3 clusters Score -5997610 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17910 members Mstep: Class 2 contains 29531 members Entering Unmasked Estep Score: -5997606.000000 Penalty: 5340.552246 Iteration 40F: 3 clusters Score -5997606 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17825 members Mstep: Class 2 contains 29616 members Entering Unmasked Estep Score: -5997614.000000 Penalty: 5340.552246 Iteration 41Q: 3 clusters Score -5997614 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17734 members Mstep: Class 2 contains 29707 members Entering Unmasked Estep Score: -5997619.000000 Penalty: 5340.552246 Iteration 42Q: 3 clusters Score -5997619 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17655 members Mstep: Class 2 contains 29786 members Entering Unmasked Estep Score: -5997618.500000 Penalty: 5340.552246 Iteration 43Q: 3 clusters Score -5997618 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17593 members Mstep: Class 2 contains 29848 members Entering Unmasked Estep Score: -5997632.500000 Penalty: 5340.552246 Iteration 44Q: 3 clusters Score -5997632 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17527 members Mstep: Class 2 contains 29914 members Entering Unmasked Estep Score: -5997631.500000 Penalty: 5340.552246 Iteration 45Q: 3 clusters Score -5997632 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17463 members Mstep: Class 2 contains 29978 members Entering Unmasked Estep Score: -5997624.000000 Penalty: 5340.552246 Iteration 46Q: 3 clusters Score -5997624 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17415 members Mstep: Class 2 contains 30026 members Entering Unmasked Estep Score: -5997635.000000 Penalty: 5340.552246 Iteration 47Q: 3 clusters Score -5997635 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17354 members Mstep: Class 2 contains 30087 members Entering Unmasked Estep Score: -5997636.500000 Penalty: 5340.552246 Iteration 48Q: 3 clusters Score -5997636 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17285 members Mstep: Class 2 contains 30156 members Entering Unmasked Estep Score: -5997649.000000 Penalty: 5340.552246 Iteration 49Q: 3 clusters Score -5997649 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17224 members Mstep: Class 2 contains 30217 members Entering Unmasked Estep Score: -5997648.000000 Penalty: 5340.552246 Iteration 50Q: 3 clusters Score -5997648 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17161 members Mstep: Class 2 contains 30280 members Entering Unmasked Estep Score: -5997664.500000 Penalty: 5340.552246 Iteration 51Q: 3 clusters Score -5997664 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17088 members Mstep: Class 2 contains 30353 members Entering Unmasked Estep Score: -5997665.000000 Penalty: 5340.552246 Iteration 52Q: 3 clusters Score -5997665 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17016 members Mstep: Class 2 contains 30425 members Entering Unmasked Estep Score: -5997665.000000 Penalty: 5340.552246 Iteration 53Q: 3 clusters Score -5997665 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16953 members Mstep: Class 2 contains 30488 members Entering Unmasked Estep Score: -5997664.500000 Penalty: 5340.552246 Iteration 54Q: 3 clusters Score -5997664 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16883 members Mstep: Class 2 contains 30558 members Entering Unmasked Estep Score: -5997669.000000 Penalty: 5340.552246 Iteration 55Q: 3 clusters Score -5997669 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16818 members Mstep: Class 2 contains 30623 members Entering Unmasked Estep Score: -5997675.500000 Penalty: 5340.552246 Iteration 56Q: 3 clusters Score -5997676 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16761 members Mstep: Class 2 contains 30680 members Entering Unmasked Estep Score: -5997680.000000 Penalty: 5340.552246 Iteration 57Q: 3 clusters Score -5997680 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16709 members Mstep: Class 2 contains 30732 members Entering Unmasked Estep Score: -5997676.500000 Penalty: 5340.552246 Iteration 58Q: 3 clusters Score -5997676 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16659 members Mstep: Class 2 contains 30782 members Entering Unmasked Estep Score: -5997673.500000 Penalty: 5340.552246 Iteration 59Q: 3 clusters Score -5997674 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16605 members Mstep: Class 2 contains 30836 members Entering Unmasked Estep Score: -5997674.500000 Penalty: 5340.552246 Iteration 60F: 3 clusters Score -5997674 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16548 members Mstep: Class 2 contains 30893 members Entering Unmasked Estep Score: -5997678.500000 Penalty: 5340.552246 Iteration 61Q: 3 clusters Score -5997678 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16488 members Mstep: Class 2 contains 30953 members Entering Unmasked Estep Score: -5997699.000000 Penalty: 5340.552246 Iteration 62Q: 3 clusters Score -5997699 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16442 members Mstep: Class 2 contains 30999 members Entering Unmasked Estep Score: -5997694.000000 Penalty: 5340.552246 Iteration 63Q: 3 clusters Score -5997694 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16398 members Mstep: Class 2 contains 31043 members Entering Unmasked Estep Score: -5997683.500000 Penalty: 5340.552246 Iteration 64Q: 3 clusters Score -5997684 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16350 members Mstep: Class 2 contains 31091 members Entering Unmasked Estep Score: -5997698.000000 Penalty: 5340.552246 Iteration 65Q: 3 clusters Score -5997698 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16306 members Mstep: Class 2 contains 31135 members Entering Unmasked Estep Score: -5997708.000000 Penalty: 5340.552246 Iteration 66Q: 3 clusters Score -5997708 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16266 members Mstep: Class 2 contains 31175 members Entering Unmasked Estep Score: -5997719.000000 Penalty: 5340.552246 Iteration 67Q: 3 clusters Score -5997719 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16230 members Mstep: Class 2 contains 31211 members Entering Unmasked Estep Score: -5997703.500000 Penalty: 5340.552246 Iteration 68Q: 3 clusters Score -5997704 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16192 members Mstep: Class 2 contains 31249 members Entering Unmasked Estep Score: -5997709.500000 Penalty: 5340.552246 Iteration 69Q: 3 clusters Score -5997710 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16143 members Mstep: Class 2 contains 31298 members Entering Unmasked Estep Score: -5997709.000000 Penalty: 5340.552246 Iteration 70Q: 3 clusters Score -5997709 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16109 members Mstep: Class 2 contains 31332 members Entering Unmasked Estep Score: -5997713.000000 Penalty: 5340.552246 Iteration 71Q: 3 clusters Score -5997713 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16090 members Mstep: Class 2 contains 31351 members Entering Unmasked Estep Score: -5997714.000000 Penalty: 5340.552246 Iteration 72Q: 3 clusters Score -5997714 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16061 members Mstep: Class 2 contains 31380 members Entering Unmasked Estep Score: -5997713.500000 Penalty: 5340.552246 Iteration 73Q: 3 clusters Score -5997714 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16040 members Mstep: Class 2 contains 31401 members Entering Unmasked Estep Score: -5997721.500000 Penalty: 5340.552246 Iteration 74Q: 3 clusters Score -5997722 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16029 members Mstep: Class 2 contains 31412 members Entering Unmasked Estep Score: -5997723.500000 Penalty: 5340.552246 Iteration 75Q: 3 clusters Score -5997724 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16012 members Mstep: Class 2 contains 31429 members Entering Unmasked Estep Score: -5997723.000000 Penalty: 5340.552246 Iteration 76Q: 3 clusters Score -5997723 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15994 members Mstep: Class 2 contains 31447 members Entering Unmasked Estep Score: -5997719.000000 Penalty: 5340.552246 Iteration 77Q: 3 clusters Score -5997719 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15982 members Mstep: Class 2 contains 31459 members Entering Unmasked Estep Score: -5997725.500000 Penalty: 5340.552246 Iteration 78Q: 3 clusters Score -5997726 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15970 members Mstep: Class 2 contains 31471 members Entering Unmasked Estep Score: -5997725.000000 Penalty: 5340.552246 Iteration 79Q: 3 clusters Score -5997725 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15953 members Mstep: Class 2 contains 31488 members Entering Unmasked Estep Score: -5997729.000000 Penalty: 5340.552246 Iteration 80F: 3 clusters Score -5997729 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15934 members Mstep: Class 2 contains 31507 members Entering Unmasked Estep Score: -5997737.500000 Penalty: 5340.552246 Iteration 81Q: 3 clusters Score -5997738 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15915 members Mstep: Class 2 contains 31526 members Entering Unmasked Estep Score: -5997740.000000 Penalty: 5340.552246 Iteration 82Q: 3 clusters Score -5997740 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15894 members Mstep: Class 2 contains 31547 members Entering Unmasked Estep Score: -5997734.500000 Penalty: 5340.552246 Iteration 83Q: 3 clusters Score -5997734 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15875 members Mstep: Class 2 contains 31566 members Entering Unmasked Estep Score: -5997729.500000 Penalty: 5340.552246 Iteration 84Q: 3 clusters Score -5997730 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15858 members Mstep: Class 2 contains 31583 members Entering Unmasked Estep Score: -5997727.500000 Penalty: 5340.552246 Iteration 85Q: 3 clusters Score -5997728 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15834 members Mstep: Class 2 contains 31607 members Entering Unmasked Estep Score: -5997725.500000 Penalty: 5340.552246 Iteration 86Q: 3 clusters Score -5997726 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15814 members Mstep: Class 2 contains 31627 members Entering Unmasked Estep Score: -5997730.000000 Penalty: 5340.552246 Iteration 87Q: 3 clusters Score -5997730 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15797 members Mstep: Class 2 contains 31644 members Entering Unmasked Estep Score: -5997731.000000 Penalty: 5340.552246 Iteration 88Q: 3 clusters Score -5997731 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15784 members Mstep: Class 2 contains 31657 members Entering Unmasked Estep Score: -5997742.500000 Penalty: 5340.552246 Iteration 89Q: 3 clusters Score -5997742 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15769 members Mstep: Class 2 contains 31672 members Entering Unmasked Estep Score: -5997748.500000 Penalty: 5340.552246 Iteration 90Q: 3 clusters Score -5997748 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15755 members Mstep: Class 2 contains 31686 members Entering Unmasked Estep Score: -5997741.000000 Penalty: 5340.552246 Iteration 91Q: 3 clusters Score -5997741 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15746 members Mstep: Class 2 contains 31695 members Entering Unmasked Estep Score: -5997736.000000 Penalty: 5340.552246 Iteration 92Q: 3 clusters Score -5997736 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15741 members Mstep: Class 2 contains 31700 members Entering Unmasked Estep Score: -5997739.000000 Penalty: 5340.552246 Iteration 93Q: 3 clusters Score -5997739 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15741 members Mstep: Class 2 contains 31700 members Entering Unmasked Estep Score: -5997739.000000 Penalty: 5340.552246 Iteration 94F: 3 clusters Score -5997739 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Entering Unmasked Estep Score: -266374.093750 Penalty: 1917.736328 Iteration 0F: 2 clusters Score -266374.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -263612.125000 Penalty: 3835.472656 Iteration 0F: 3 clusters Score -263612.1 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -264136.218750 Penalty: 3835.472656 Iteration 1F: 3 clusters Score -264136.2 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -264301.656250 Penalty: 3835.472656 Iteration 2F: 3 clusters Score -264301.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -264389.843750 Penalty: 3835.472656 Iteration 3Q: 3 clusters Score -264389.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -264456.312500 Penalty: 3835.472656 Iteration 4Q: 3 clusters Score -264456.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -264508.156250 Penalty: 3835.472656 Iteration 5Q: 3 clusters Score -264508.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -264565.312500 Penalty: 3835.472656 Iteration 6Q: 3 clusters Score -264565.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -264616.093750 Penalty: 3835.472656 Iteration 7Q: 3 clusters Score -264616.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -264653.218750 Penalty: 3835.472656 Iteration 8Q: 3 clusters Score -264653.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -264697.562500 Penalty: 3835.472656 Iteration 9Q: 3 clusters Score -264697.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -264727.000000 Penalty: 3835.472656 Iteration 10Q: 3 clusters Score -264727 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -264765.093750 Penalty: 3835.472656 Iteration 11Q: 3 clusters Score -264765.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -264816.875000 Penalty: 3835.472656 Iteration 12Q: 3 clusters Score -264816.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -264860.812500 Penalty: 3835.472656 Iteration 13Q: 3 clusters Score -264860.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -264898.500000 Penalty: 3835.472656 Iteration 14Q: 3 clusters Score -264898.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -264940.906250 Penalty: 3835.472656 Iteration 15Q: 3 clusters Score -264940.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -264984.093750 Penalty: 3835.472656 Iteration 16Q: 3 clusters Score -264984.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -265029.531250 Penalty: 3835.472656 Iteration 17Q: 3 clusters Score -265029.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -265067.906250 Penalty: 3835.472656 Iteration 18Q: 3 clusters Score -265067.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -265097.281250 Penalty: 3835.472656 Iteration 19Q: 3 clusters Score -265097.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -265117.187500 Penalty: 3835.472656 Iteration 20F: 3 clusters Score -265117.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -265151.218750 Penalty: 3835.472656 Iteration 21Q: 3 clusters Score -265151.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -265173.750000 Penalty: 3835.472656 Iteration 22Q: 3 clusters Score -265173.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -265190.781250 Penalty: 3835.472656 Iteration 23Q: 3 clusters Score -265190.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -265220.468750 Penalty: 3835.472656 Iteration 24Q: 3 clusters Score -265220.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -265241.593750 Penalty: 3835.472656 Iteration 25Q: 3 clusters Score -265241.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -265252.968750 Penalty: 3835.472656 Iteration 26Q: 3 clusters Score -265253 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -265262.312500 Penalty: 3835.472656 Iteration 27Q: 3 clusters Score -265262.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -265273.000000 Penalty: 3835.472656 Iteration 28Q: 3 clusters Score -265273 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -265285.500000 Penalty: 3835.472656 Iteration 29Q: 3 clusters Score -265285.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -265288.375000 Penalty: 3835.472656 Iteration 30Q: 3 clusters Score -265288.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -265289.531250 Penalty: 3835.472656 Iteration 31Q: 3 clusters Score -265289.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -265291.468750 Penalty: 3835.472656 Iteration 32Q: 3 clusters Score -265291.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -265294.593750 Penalty: 3835.472656 Iteration 33Q: 3 clusters Score -265294.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -265298.312500 Penalty: 3835.472656 Iteration 34Q: 3 clusters Score -265298.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -265299.687500 Penalty: 3835.472656 Iteration 35Q: 3 clusters Score -265299.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -265299.687500 Penalty: 3835.472656 Iteration 36F: 3 clusters Score -265299.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (976 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Entering Unmasked Estep Score: -101436.640625 Penalty: 1707.098633 Iteration 0F: 2 clusters Score -101436.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -99574.507812 Penalty: 3414.197266 Iteration 0F: 3 clusters Score -99574.51 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -100146.390625 Penalty: 3414.197266 Iteration 1F: 3 clusters Score -100146.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -100688.796875 Penalty: 3414.197266 Iteration 2F: 3 clusters Score -100688.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -101122.164062 Penalty: 3414.197266 Iteration 3F: 3 clusters Score -101122.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -101475.492188 Penalty: 3414.197266 Iteration 4F: 3 clusters Score -101475.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -101770.531250 Penalty: 3414.197266 Iteration 5Q: 3 clusters Score -101770.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -101832.789062 Penalty: 3414.197266 Iteration 6Q: 3 clusters Score -101832.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -101853.601562 Penalty: 3414.197266 Iteration 7Q: 3 clusters Score -101853.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -101872.046875 Penalty: 3414.197266 Iteration 8Q: 3 clusters Score -101872 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -101884.281250 Penalty: 3414.197266 Iteration 9Q: 3 clusters Score -101884.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -101885.367188 Penalty: 3414.197266 Iteration 10Q: 3 clusters Score -101885.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -101885.367188 Penalty: 3414.197266 Iteration 11F: 3 clusters Score -101885.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 55318 members Mstep: Class 2 contains 2726 members Mstep: Class 3 contains 47441 members Mstep: Class 4 contains 2282 members Mstep: Class 5 contains 506 members Mstep: Class 6 contains 213443 members Mstep: Class 7 contains 64905 members Mstep: Class 8 contains 7461 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 20624 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 470 members Mstep: Class 13 contains 361 members Mstep: Class 14 contains 3424 members Mstep: Class 15 contains 11191 members Mstep: Class 16 contains 15724 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 693 members Entering Unmasked Estep Score: -55424824.000000 Penalty: 61323.093750 Splitting cluster 5 changes total score from -55425976.000000 to -55424824.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (213443 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213443 members Entering Unmasked Estep Score: -26635164.000000 Penalty: 3043.239014 Iteration 0F: 2 clusters Score -2.663516e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106647 members Mstep: Class 2 contains 106796 members Entering Unmasked Estep Score: -26494122.000000 Penalty: 6086.478027 Iteration 0F: 3 clusters Score -2.649412e+07 nChanged 102592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108109 members Mstep: Class 2 contains 105334 members Entering Unmasked Estep Score: -26554670.000000 Penalty: 6086.478027 Iteration 1F: 3 clusters Score -2.655467e+07 nChanged 5849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108816 members Mstep: Class 2 contains 104627 members Entering Unmasked Estep Score: -26555800.000000 Penalty: 6086.478027 Iteration 2Q: 3 clusters Score -2.65558e+07 nChanged 6029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109959 members Mstep: Class 2 contains 103484 members Entering Unmasked Estep Score: -26557082.000000 Penalty: 6086.478027 Iteration 3Q: 3 clusters Score -2.655708e+07 nChanged 6513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111664 members Mstep: Class 2 contains 101779 members Entering Unmasked Estep Score: -26558684.000000 Penalty: 6086.478027 Iteration 4Q: 3 clusters Score -2.655868e+07 nChanged 7138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113954 members Mstep: Class 2 contains 99489 members Entering Unmasked Estep Score: -26560802.000000 Penalty: 6086.478027 Iteration 5Q: 3 clusters Score -2.65608e+07 nChanged 7899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117339 members Mstep: Class 2 contains 96104 members Entering Unmasked Estep Score: -26563204.000000 Penalty: 6086.478027 Iteration 6Q: 3 clusters Score -2.65632e+07 nChanged 8929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122128 members Mstep: Class 2 contains 91315 members Entering Unmasked Estep Score: -26566900.000000 Penalty: 6086.478027 Iteration 7Q: 3 clusters Score -2.65669e+07 nChanged 10112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128474 members Mstep: Class 2 contains 84969 members Entering Unmasked Estep Score: -26572436.000000 Penalty: 6086.478027 Iteration 8Q: 3 clusters Score -2.657244e+07 nChanged 11613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136205 members Mstep: Class 2 contains 77238 members Entering Unmasked Estep Score: -26580490.000000 Penalty: 6086.478027 Iteration 9F: 3 clusters Score -2.658049e+07 nChanged 12523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144296 members Mstep: Class 2 contains 69147 members Entering Unmasked Estep Score: -26590366.000000 Penalty: 6086.478027 Iteration 10F: 3 clusters Score -2.659037e+07 nChanged 11675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151333 members Mstep: Class 2 contains 62110 members Entering Unmasked Estep Score: -26598870.000000 Penalty: 6086.478027 Iteration 11F: 3 clusters Score -2.659887e+07 nChanged 9564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156815 members Mstep: Class 2 contains 56628 members Entering Unmasked Estep Score: -26604700.000000 Penalty: 6086.478027 Iteration 12Q: 3 clusters Score -2.66047e+07 nChanged 6772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161337 members Mstep: Class 2 contains 52106 members Entering Unmasked Estep Score: -26607546.000000 Penalty: 6086.478027 Iteration 13Q: 3 clusters Score -2.660755e+07 nChanged 4873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165540 members Mstep: Class 2 contains 47903 members Entering Unmasked Estep Score: -26609470.000000 Penalty: 6086.478027 Iteration 14Q: 3 clusters Score -2.660947e+07 nChanged 4216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169640 members Mstep: Class 2 contains 43803 members Entering Unmasked Estep Score: -26611150.000000 Penalty: 6086.478027 Iteration 15Q: 3 clusters Score -2.661115e+07 nChanged 3981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173613 members Mstep: Class 2 contains 39830 members Entering Unmasked Estep Score: -26612638.000000 Penalty: 6086.478027 Iteration 16Q: 3 clusters Score -2.661264e+07 nChanged 3924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177533 members Mstep: Class 2 contains 35910 members Entering Unmasked Estep Score: -26614024.000000 Penalty: 6086.478027 Iteration 17Q: 3 clusters Score -2.661402e+07 nChanged 3922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181455 members Mstep: Class 2 contains 31988 members Entering Unmasked Estep Score: -26615516.000000 Penalty: 6086.478027 Iteration 18Q: 3 clusters Score -2.661552e+07 nChanged 3815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185270 members Mstep: Class 2 contains 28173 members Entering Unmasked Estep Score: -26617024.000000 Penalty: 6086.478027 Iteration 19Q: 3 clusters Score -2.661702e+07 nChanged 3787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189057 members Mstep: Class 2 contains 24386 members Entering Unmasked Estep Score: -26618558.000000 Penalty: 6086.478027 Iteration 20F: 3 clusters Score -2.661856e+07 nChanged 3795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192852 members Mstep: Class 2 contains 20591 members Entering Unmasked Estep Score: -26620490.000000 Penalty: 6086.478027 Iteration 21Q: 3 clusters Score -2.662049e+07 nChanged 3648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196500 members Mstep: Class 2 contains 16943 members Entering Unmasked Estep Score: -26622398.000000 Penalty: 6086.478027 Iteration 22Q: 3 clusters Score -2.66224e+07 nChanged 3449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199949 members Mstep: Class 2 contains 13494 members Entering Unmasked Estep Score: -26624254.000000 Penalty: 6086.478027 Iteration 23Q: 3 clusters Score -2.662425e+07 nChanged 3118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203067 members Mstep: Class 2 contains 10376 members Entering Unmasked Estep Score: -26626268.000000 Penalty: 6086.478027 Iteration 24Q: 3 clusters Score -2.662627e+07 nChanged 2771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205838 members Mstep: Class 2 contains 7605 members Entering Unmasked Estep Score: -26627968.000000 Penalty: 6086.478027 Iteration 25Q: 3 clusters Score -2.662797e+07 nChanged 2266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208104 members Mstep: Class 2 contains 5339 members Entering Unmasked Estep Score: -26629392.000000 Penalty: 6086.478027 Iteration 26Q: 3 clusters Score -2.662939e+07 nChanged 1644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209748 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -26630408.000000 Penalty: 6086.478027 Iteration 27Q: 3 clusters Score -2.663041e+07 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210854 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -26631134.000000 Penalty: 6086.478027 Iteration 28Q: 3 clusters Score -2.663113e+07 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211587 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -26631596.000000 Penalty: 6086.478027 Iteration 29Q: 3 clusters Score -2.66316e+07 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212035 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -26631972.000000 Penalty: 6086.478027 Iteration 30Q: 3 clusters Score -2.663197e+07 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212316 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -26632212.000000 Penalty: 6086.478027 Iteration 31Q: 3 clusters Score -2.663221e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212497 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -26632366.000000 Penalty: 6086.478027 Iteration 32Q: 3 clusters Score -2.663237e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212594 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -26632410.000000 Penalty: 6086.478027 Iteration 33Q: 3 clusters Score -2.663241e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212662 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -26632502.000000 Penalty: 6086.478027 Iteration 34Q: 3 clusters Score -2.66325e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212715 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -26632564.000000 Penalty: 6086.478027 Iteration 35Q: 3 clusters Score -2.663256e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212754 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -26632618.000000 Penalty: 6086.478027 Iteration 36Q: 3 clusters Score -2.663262e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212785 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -26632620.000000 Penalty: 6086.478027 Iteration 37Q: 3 clusters Score -2.663262e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212802 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -26632654.000000 Penalty: 6086.478027 Iteration 38Q: 3 clusters Score -2.663265e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212816 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -26632654.000000 Penalty: 6086.478027 Iteration 39Q: 3 clusters Score -2.663265e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212831 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -26632684.000000 Penalty: 6086.478027 Iteration 40F: 3 clusters Score -2.663268e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212841 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -26632704.000000 Penalty: 6086.478027 Iteration 41Q: 3 clusters Score -2.66327e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212854 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -26632702.000000 Penalty: 6086.478027 Iteration 42Q: 3 clusters Score -2.66327e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212861 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -26632696.000000 Penalty: 6086.478027 Iteration 43Q: 3 clusters Score -2.66327e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212865 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -26632714.000000 Penalty: 6086.478027 Iteration 44Q: 3 clusters Score -2.663271e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212868 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -26632734.000000 Penalty: 6086.478027 Iteration 45Q: 3 clusters Score -2.663273e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212873 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -26632724.000000 Penalty: 6086.478027 Iteration 46Q: 3 clusters Score -2.663272e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212877 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -26632732.000000 Penalty: 6086.478027 Iteration 47Q: 3 clusters Score -2.663273e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212879 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -26632736.000000 Penalty: 6086.478027 Iteration 48Q: 3 clusters Score -2.663274e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212879 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -26632736.000000 Penalty: 6086.478027 Iteration 49F: 3 clusters Score -2.663274e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (64905 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64905 members Entering Unmasked Estep Score: -8164993.500000 Penalty: 2748.008545 Iteration 0F: 2 clusters Score -8164994 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32511 members Mstep: Class 2 contains 32394 members Entering Unmasked Estep Score: -8121613.500000 Penalty: 5496.017090 Iteration 0F: 3 clusters Score -8121614 nChanged 30326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32103 members Mstep: Class 2 contains 32802 members Entering Unmasked Estep Score: -8138603.500000 Penalty: 5496.017090 Iteration 1F: 3 clusters Score -8138604 nChanged 2575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31864 members Mstep: Class 2 contains 33041 members Entering Unmasked Estep Score: -8139438.000000 Penalty: 5496.017090 Iteration 2Q: 3 clusters Score -8139438 nChanged 2600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31542 members Mstep: Class 2 contains 33363 members Entering Unmasked Estep Score: -8140273.000000 Penalty: 5496.017090 Iteration 3Q: 3 clusters Score -8140273 nChanged 2682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31058 members Mstep: Class 2 contains 33847 members Entering Unmasked Estep Score: -8141204.000000 Penalty: 5496.017090 Iteration 4Q: 3 clusters Score -8141204 nChanged 2818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30416 members Mstep: Class 2 contains 34489 members Entering Unmasked Estep Score: -8142263.500000 Penalty: 5496.017090 Iteration 5Q: 3 clusters Score -8142264 nChanged 2960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29480 members Mstep: Class 2 contains 35425 members Entering Unmasked Estep Score: -8143310.000000 Penalty: 5496.017090 Iteration 6Q: 3 clusters Score -8143310 nChanged 2912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28250 members Mstep: Class 2 contains 36655 members Entering Unmasked Estep Score: -8144385.500000 Penalty: 5496.017090 Iteration 7Q: 3 clusters Score -8144386 nChanged 2865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26713 members Mstep: Class 2 contains 38192 members Entering Unmasked Estep Score: -8145389.000000 Penalty: 5496.017090 Iteration 8Q: 3 clusters Score -8145389 nChanged 2689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24796 members Mstep: Class 2 contains 40109 members Entering Unmasked Estep Score: -8146441.000000 Penalty: 5496.017090 Iteration 9Q: 3 clusters Score -8146441 nChanged 2796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22428 members Mstep: Class 2 contains 42477 members Entering Unmasked Estep Score: -8147624.500000 Penalty: 5496.017090 Iteration 10Q: 3 clusters Score -8147624 nChanged 2938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19686 members Mstep: Class 2 contains 45219 members Entering Unmasked Estep Score: -8149091.500000 Penalty: 5496.017090 Iteration 11Q: 3 clusters Score -8149092 nChanged 3292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16484 members Mstep: Class 2 contains 48421 members Entering Unmasked Estep Score: -8150987.500000 Penalty: 5496.017090 Iteration 12F: 3 clusters Score -8150988 nChanged 3476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13030 members Mstep: Class 2 contains 51875 members Entering Unmasked Estep Score: -8153231.000000 Penalty: 5496.017090 Iteration 13F: 3 clusters Score -8153231 nChanged 3318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9712 members Mstep: Class 2 contains 55193 members Entering Unmasked Estep Score: -8155555.500000 Penalty: 5496.017090 Iteration 14F: 3 clusters Score -8155556 nChanged 2983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 58174 members Entering Unmasked Estep Score: -8157823.000000 Penalty: 5496.017090 Iteration 15Q: 3 clusters Score -8157823 nChanged 2320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 60494 members Entering Unmasked Estep Score: -8159675.500000 Penalty: 5496.017090 Iteration 16Q: 3 clusters Score -8159676 nChanged 1638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 62132 members Entering Unmasked Estep Score: -8160936.500000 Penalty: 5496.017090 Iteration 17Q: 3 clusters Score -8160936 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 63117 members Entering Unmasked Estep Score: -8161732.500000 Penalty: 5496.017090 Iteration 18Q: 3 clusters Score -8161732 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 63690 members Entering Unmasked Estep Score: -8162314.500000 Penalty: 5496.017090 Iteration 19Q: 3 clusters Score -8162314 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 63991 members Entering Unmasked Estep Score: -8162679.500000 Penalty: 5496.017090 Iteration 20F: 3 clusters Score -8162680 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 64103 members Entering Unmasked Estep Score: -8162915.000000 Penalty: 5496.017090 Iteration 21Q: 3 clusters Score -8162915 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 64149 members Entering Unmasked Estep Score: -8163059.000000 Penalty: 5496.017090 Iteration 22Q: 3 clusters Score -8163059 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 64168 members Entering Unmasked Estep Score: -8163124.500000 Penalty: 5496.017090 Iteration 23Q: 3 clusters Score -8163124 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 64183 members Entering Unmasked Estep Score: -8163161.500000 Penalty: 5496.017090 Iteration 24Q: 3 clusters Score -8163162 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 64189 members Entering Unmasked Estep Score: -8163221.500000 Penalty: 5496.017090 Iteration 25Q: 3 clusters Score -8163222 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 64206 members Entering Unmasked Estep Score: -8163249.000000 Penalty: 5496.017090 Iteration 26Q: 3 clusters Score -8163249 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 64217 members Entering Unmasked Estep Score: -8163250.000000 Penalty: 5496.017090 Iteration 27Q: 3 clusters Score -8163250 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 64217 members Entering Unmasked Estep Score: -8163247.000000 Penalty: 5496.017090 Iteration 28Q: 3 clusters Score -8163247 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 64215 members Entering Unmasked Estep Score: -8163259.500000 Penalty: 5496.017090 Iteration 29Q: 3 clusters Score -8163260 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 64213 members Entering Unmasked Estep Score: -8163266.500000 Penalty: 5496.017090 Iteration 30Q: 3 clusters Score -8163266 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 64213 members Entering Unmasked Estep Score: -8163270.000000 Penalty: 5496.017090 Iteration 31Q: 3 clusters Score -8163270 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 64213 members Entering Unmasked Estep Score: -8163277.500000 Penalty: 5496.017090 Iteration 32Q: 3 clusters Score -8163278 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 64213 members Entering Unmasked Estep Score: -8163273.500000 Penalty: 5496.017090 Iteration 33Q: 3 clusters Score -8163274 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 64212 members Entering Unmasked Estep Score: -8163274.500000 Penalty: 5496.017090 Iteration 34Q: 3 clusters Score -8163274 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 64211 members Entering Unmasked Estep Score: -8163269.500000 Penalty: 5496.017090 Iteration 35Q: 3 clusters Score -8163270 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 64213 members Entering Unmasked Estep Score: -8163267.000000 Penalty: 5496.017090 Iteration 36Q: 3 clusters Score -8163267 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 64212 members Entering Unmasked Estep Score: -8163270.000000 Penalty: 5496.017090 Iteration 37Q: 3 clusters Score -8163270 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 64215 members Entering Unmasked Estep Score: -8163271.500000 Penalty: 5496.017090 Iteration 38Q: 3 clusters Score -8163272 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 64216 members Entering Unmasked Estep Score: -8163275.000000 Penalty: 5496.017090 Iteration 39Q: 3 clusters Score -8163275 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 64222 members Entering Unmasked Estep Score: -8163279.500000 Penalty: 5496.017090 Iteration 40F: 3 clusters Score -8163280 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 64230 members Entering Unmasked Estep Score: -8163285.500000 Penalty: 5496.017090 Iteration 41Q: 3 clusters Score -8163286 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 64234 members Entering Unmasked Estep Score: -8163293.000000 Penalty: 5496.017090 Iteration 42Q: 3 clusters Score -8163293 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 64234 members Entering Unmasked Estep Score: -8163294.000000 Penalty: 5496.017090 Iteration 43Q: 3 clusters Score -8163294 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 64232 members Entering Unmasked Estep Score: -8163295.500000 Penalty: 5496.017090 Iteration 44Q: 3 clusters Score -8163296 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 64233 members Entering Unmasked Estep Score: -8163292.500000 Penalty: 5496.017090 Iteration 45Q: 3 clusters Score -8163292 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 64235 members Entering Unmasked Estep Score: -8163296.500000 Penalty: 5496.017090 Iteration 46Q: 3 clusters Score -8163296 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 64235 members Entering Unmasked Estep Score: -8163296.500000 Penalty: 5496.017090 Iteration 47F: 3 clusters Score -8163296 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (7461 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7461 members Entering Unmasked Estep Score: -950887.937500 Penalty: 2211.526367 Iteration 0F: 2 clusters Score -950887.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -944770.125000 Penalty: 4423.052734 Iteration 0F: 3 clusters Score -944770.1 nChanged 3027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -946420.562500 Penalty: 4423.052734 Iteration 1F: 3 clusters Score -946420.6 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -946686.562500 Penalty: 4423.052734 Iteration 2F: 3 clusters Score -946686.6 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -946867.312500 Penalty: 4423.052734 Iteration 3Q: 3 clusters Score -946867.3 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -947024.000000 Penalty: 4423.052734 Iteration 4Q: 3 clusters Score -947024 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -947153.562500 Penalty: 4423.052734 Iteration 5Q: 3 clusters Score -947153.6 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -947292.750000 Penalty: 4423.052734 Iteration 6Q: 3 clusters Score -947292.8 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 5260 members Entering Unmasked Estep Score: -947470.187500 Penalty: 4423.052734 Iteration 7Q: 3 clusters Score -947470.2 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 5520 members Entering Unmasked Estep Score: -947678.375000 Penalty: 4423.052734 Iteration 8Q: 3 clusters Score -947678.4 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -947864.812500 Penalty: 4423.052734 Iteration 9Q: 3 clusters Score -947864.8 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -948045.750000 Penalty: 4423.052734 Iteration 10Q: 3 clusters Score -948045.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -948185.750000 Penalty: 4423.052734 Iteration 11Q: 3 clusters Score -948185.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 6382 members Entering Unmasked Estep Score: -948302.937500 Penalty: 4423.052734 Iteration 12Q: 3 clusters Score -948302.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 6528 members Entering Unmasked Estep Score: -948420.312500 Penalty: 4423.052734 Iteration 13Q: 3 clusters Score -948420.3 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 6661 members Entering Unmasked Estep Score: -948535.375000 Penalty: 4423.052734 Iteration 14Q: 3 clusters Score -948535.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 6773 members Entering Unmasked Estep Score: -948641.125000 Penalty: 4423.052734 Iteration 15Q: 3 clusters Score -948641.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 6860 members Entering Unmasked Estep Score: -948739.250000 Penalty: 4423.052734 Iteration 16Q: 3 clusters Score -948739.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 6925 members Entering Unmasked Estep Score: -948797.875000 Penalty: 4423.052734 Iteration 17Q: 3 clusters Score -948797.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 6955 members Entering Unmasked Estep Score: -948836.437500 Penalty: 4423.052734 Iteration 18Q: 3 clusters Score -948836.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 6986 members Entering Unmasked Estep Score: -948866.500000 Penalty: 4423.052734 Iteration 19Q: 3 clusters Score -948866.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 7011 members Entering Unmasked Estep Score: -948894.375000 Penalty: 4423.052734 Iteration 20F: 3 clusters Score -948894.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -948921.187500 Penalty: 4423.052734 Iteration 21Q: 3 clusters Score -948921.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 7047 members Entering Unmasked Estep Score: -948946.125000 Penalty: 4423.052734 Iteration 22Q: 3 clusters Score -948946.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 7056 members Entering Unmasked Estep Score: -948956.312500 Penalty: 4423.052734 Iteration 23Q: 3 clusters Score -948956.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 7064 members Entering Unmasked Estep Score: -948968.312500 Penalty: 4423.052734 Iteration 24Q: 3 clusters Score -948968.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 7071 members Entering Unmasked Estep Score: -948976.750000 Penalty: 4423.052734 Iteration 25Q: 3 clusters Score -948976.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 7074 members Entering Unmasked Estep Score: -948980.250000 Penalty: 4423.052734 Iteration 26Q: 3 clusters Score -948980.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 7077 members Entering Unmasked Estep Score: -948984.875000 Penalty: 4423.052734 Iteration 27Q: 3 clusters Score -948984.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 7076 members Entering Unmasked Estep Score: -948986.125000 Penalty: 4423.052734 Iteration 28Q: 3 clusters Score -948986.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 7075 members Entering Unmasked Estep Score: -948987.750000 Penalty: 4423.052734 Iteration 29Q: 3 clusters Score -948987.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 7075 members Entering Unmasked Estep Score: -948987.750000 Penalty: 4423.052734 Iteration 30F: 3 clusters Score -948987.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Entering Unmasked Estep Score: -71860.828125 Penalty: 1583.946045 Iteration 0F: 2 clusters Score -71860.83 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 327 members Entering Unmasked Estep Score: -70232.179688 Penalty: 3167.892090 Iteration 0F: 3 clusters Score -70232.18 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -70404.429688 Penalty: 3167.892090 Iteration 1F: 3 clusters Score -70404.43 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -70455.953125 Penalty: 3167.892090 Iteration 2Q: 3 clusters Score -70455.95 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -70482.812500 Penalty: 3167.892090 Iteration 3Q: 3 clusters Score -70482.81 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -70504.484375 Penalty: 3167.892090 Iteration 4Q: 3 clusters Score -70504.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -70510.804688 Penalty: 3167.892090 Iteration 5Q: 3 clusters Score -70510.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -70513.773438 Penalty: 3167.892090 Iteration 6Q: 3 clusters Score -70513.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -70518.007812 Penalty: 3167.892090 Iteration 7Q: 3 clusters Score -70518.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -70522.007812 Penalty: 3167.892090 Iteration 8Q: 3 clusters Score -70522.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -70523.640625 Penalty: 3167.892090 Iteration 9Q: 3 clusters Score -70523.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -70527.632812 Penalty: 3167.892090 Iteration 10Q: 3 clusters Score -70527.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -70529.687500 Penalty: 3167.892090 Iteration 11Q: 3 clusters Score -70529.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -70531.875000 Penalty: 3167.892090 Iteration 12Q: 3 clusters Score -70531.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -70531.875000 Penalty: 3167.892090 Iteration 13F: 3 clusters Score -70531.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (20624 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20624 members Entering Unmasked Estep Score: -2529216.000000 Penalty: 2463.684326 Iteration 0F: 2 clusters Score -2529216 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10270 members Mstep: Class 2 contains 10354 members Entering Unmasked Estep Score: -2514836.000000 Penalty: 4927.368652 Iteration 0F: 3 clusters Score -2514836 nChanged 9125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10563 members Mstep: Class 2 contains 10061 members Entering Unmasked Estep Score: -2520437.250000 Penalty: 4927.368652 Iteration 1F: 3 clusters Score -2520437 nChanged 1671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11210 members Mstep: Class 2 contains 9414 members Entering Unmasked Estep Score: -2521949.500000 Penalty: 4927.368652 Iteration 2F: 3 clusters Score -2521950 nChanged 1928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12232 members Mstep: Class 2 contains 8392 members Entering Unmasked Estep Score: -2523566.000000 Penalty: 4927.368652 Iteration 3F: 3 clusters Score -2523566 nChanged 1880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13424 members Mstep: Class 2 contains 7200 members Entering Unmasked Estep Score: -2524974.000000 Penalty: 4927.368652 Iteration 4F: 3 clusters Score -2524974 nChanged 1573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14637 members Mstep: Class 2 contains 5987 members Entering Unmasked Estep Score: -2526079.250000 Penalty: 4927.368652 Iteration 5F: 3 clusters Score -2526079 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15665 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -2526923.750000 Penalty: 4927.368652 Iteration 6F: 3 clusters Score -2526924 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16524 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -2527568.750000 Penalty: 4927.368652 Iteration 7Q: 3 clusters Score -2527569 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17206 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -2528061.500000 Penalty: 4927.368652 Iteration 8Q: 3 clusters Score -2528062 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17692 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -2528374.250000 Penalty: 4927.368652 Iteration 9Q: 3 clusters Score -2528374 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18049 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -2528630.750000 Penalty: 4927.368652 Iteration 10Q: 3 clusters Score -2528631 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18346 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -2528852.250000 Penalty: 4927.368652 Iteration 11Q: 3 clusters Score -2528852 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18582 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -2529001.500000 Penalty: 4927.368652 Iteration 12Q: 3 clusters Score -2529002 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18736 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -2529077.250000 Penalty: 4927.368652 Iteration 13Q: 3 clusters Score -2529077 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18843 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -2529116.750000 Penalty: 4927.368652 Iteration 14Q: 3 clusters Score -2529117 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18922 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -2529147.250000 Penalty: 4927.368652 Iteration 15Q: 3 clusters Score -2529147 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18991 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -2529165.000000 Penalty: 4927.368652 Iteration 16Q: 3 clusters Score -2529165 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19043 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -2529194.500000 Penalty: 4927.368652 Iteration 17Q: 3 clusters Score -2529194 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19079 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -2529196.750000 Penalty: 4927.368652 Iteration 18Q: 3 clusters Score -2529197 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19117 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -2529210.000000 Penalty: 4927.368652 Iteration 19Q: 3 clusters Score -2529210 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19147 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -2529218.750000 Penalty: 4927.368652 Iteration 20F: 3 clusters Score -2529219 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19169 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -2529226.500000 Penalty: 4927.368652 Iteration 21Q: 3 clusters Score -2529226 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19189 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -2529234.000000 Penalty: 4927.368652 Iteration 22Q: 3 clusters Score -2529234 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19204 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -2529232.250000 Penalty: 4927.368652 Iteration 23Q: 3 clusters Score -2529232 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19225 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -2529244.250000 Penalty: 4927.368652 Iteration 24Q: 3 clusters Score -2529244 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19238 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -2529249.000000 Penalty: 4927.368652 Iteration 25Q: 3 clusters Score -2529249 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19252 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -2529249.750000 Penalty: 4927.368652 Iteration 26Q: 3 clusters Score -2529250 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19265 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -2529247.000000 Penalty: 4927.368652 Iteration 27Q: 3 clusters Score -2529247 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19273 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -2529253.500000 Penalty: 4927.368652 Iteration 28Q: 3 clusters Score -2529254 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19285 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -2529260.750000 Penalty: 4927.368652 Iteration 29Q: 3 clusters Score -2529261 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19291 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -2529261.250000 Penalty: 4927.368652 Iteration 30Q: 3 clusters Score -2529261 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19296 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -2529263.250000 Penalty: 4927.368652 Iteration 31Q: 3 clusters Score -2529263 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19302 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -2529264.250000 Penalty: 4927.368652 Iteration 32Q: 3 clusters Score -2529264 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19308 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -2529269.000000 Penalty: 4927.368652 Iteration 33Q: 3 clusters Score -2529269 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19311 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -2529271.250000 Penalty: 4927.368652 Iteration 34Q: 3 clusters Score -2529271 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19311 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -2529271.250000 Penalty: 4927.368652 Iteration 35F: 3 clusters Score -2529271 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 55318 members Mstep: Class 2 contains 2726 members Mstep: Class 3 contains 47441 members Mstep: Class 4 contains 2282 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 213443 members Mstep: Class 7 contains 64905 members Mstep: Class 8 contains 7461 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 19311 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 1313 members Mstep: Class 13 contains 361 members Mstep: Class 14 contains 3424 members Mstep: Class 15 contains 11191 members Mstep: Class 16 contains 15724 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 693 members Entering Unmasked Estep Score: -55425228.000000 Penalty: 61323.093750 Splitting cluster 10 changes total score from -55425976.000000 to -55425228.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Entering Unmasked Estep Score: -28074.658203 Penalty: 1405.273804 Iteration 0F: 2 clusters Score -28074.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -26862.994141 Penalty: 2810.547607 Iteration 0F: 3 clusters Score -26862.99 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -27054.916016 Penalty: 2810.547607 Iteration 1F: 3 clusters Score -27054.92 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -27161.677734 Penalty: 2810.547607 Iteration 2F: 3 clusters Score -27161.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -27214.667969 Penalty: 2810.547607 Iteration 3Q: 3 clusters Score -27214.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -27240.160156 Penalty: 2810.547607 Iteration 4Q: 3 clusters Score -27240.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -27258.320312 Penalty: 2810.547607 Iteration 5Q: 3 clusters Score -27258.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -27267.402344 Penalty: 2810.547607 Iteration 6Q: 3 clusters Score -27267.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -27267.402344 Penalty: 2810.547607 Iteration 7F: 3 clusters Score -27267.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (361 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Entering Unmasked Estep Score: -40169.011719 Penalty: 1460.441650 Iteration 0F: 2 clusters Score -40169.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -38827.664062 Penalty: 2920.883301 Iteration 0F: 3 clusters Score -38827.66 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -38966.250000 Penalty: 2920.883301 Iteration 1F: 3 clusters Score -38966.25 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -39031.148438 Penalty: 2920.883301 Iteration 2Q: 3 clusters Score -39031.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -39037.625000 Penalty: 2920.883301 Iteration 3Q: 3 clusters Score -39037.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -39043.562500 Penalty: 2920.883301 Iteration 4Q: 3 clusters Score -39043.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -39048.332031 Penalty: 2920.883301 Iteration 5Q: 3 clusters Score -39048.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -39050.363281 Penalty: 2920.883301 Iteration 6Q: 3 clusters Score -39050.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -39051.761719 Penalty: 2920.883301 Iteration 7Q: 3 clusters Score -39051.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -39051.761719 Penalty: 2920.883301 Iteration 8F: 3 clusters Score -39051.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3424 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Entering Unmasked Estep Score: -426095.156250 Penalty: 2018.364136 Iteration 0F: 2 clusters Score -426095.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -422581.250000 Penalty: 4036.728271 Iteration 0F: 3 clusters Score -422581.2 nChanged 1218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -423389.531250 Penalty: 4036.728271 Iteration 1F: 3 clusters Score -423389.5 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -423592.375000 Penalty: 4036.728271 Iteration 2F: 3 clusters Score -423592.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -423699.781250 Penalty: 4036.728271 Iteration 3F: 3 clusters Score -423699.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -423780.093750 Penalty: 4036.728271 Iteration 4Q: 3 clusters Score -423780.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -423855.343750 Penalty: 4036.728271 Iteration 5Q: 3 clusters Score -423855.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -423905.531250 Penalty: 4036.728271 Iteration 6Q: 3 clusters Score -423905.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -423936.250000 Penalty: 4036.728271 Iteration 7Q: 3 clusters Score -423936.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -423972.062500 Penalty: 4036.728271 Iteration 8Q: 3 clusters Score -423972.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -424002.000000 Penalty: 4036.728271 Iteration 9Q: 3 clusters Score -424002 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -424027.750000 Penalty: 4036.728271 Iteration 10Q: 3 clusters Score -424027.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -424047.750000 Penalty: 4036.728271 Iteration 11Q: 3 clusters Score -424047.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -424066.656250 Penalty: 4036.728271 Iteration 12Q: 3 clusters Score -424066.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -424084.750000 Penalty: 4036.728271 Iteration 13Q: 3 clusters Score -424084.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -424107.500000 Penalty: 4036.728271 Iteration 14Q: 3 clusters Score -424107.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -424128.406250 Penalty: 4036.728271 Iteration 15Q: 3 clusters Score -424128.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -424149.187500 Penalty: 4036.728271 Iteration 16Q: 3 clusters Score -424149.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -424173.500000 Penalty: 4036.728271 Iteration 17Q: 3 clusters Score -424173.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -424200.593750 Penalty: 4036.728271 Iteration 18Q: 3 clusters Score -424200.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -424235.562500 Penalty: 4036.728271 Iteration 19Q: 3 clusters Score -424235.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -424276.531250 Penalty: 4036.728271 Iteration 20F: 3 clusters Score -424276.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -424330.843750 Penalty: 4036.728271 Iteration 21Q: 3 clusters Score -424330.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -424424.937500 Penalty: 4036.728271 Iteration 22Q: 3 clusters Score -424424.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -424561.625000 Penalty: 4036.728271 Iteration 23Q: 3 clusters Score -424561.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -424681.687500 Penalty: 4036.728271 Iteration 24Q: 3 clusters Score -424681.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -424770.000000 Penalty: 4036.728271 Iteration 25Q: 3 clusters Score -424770 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -424812.906250 Penalty: 4036.728271 Iteration 26Q: 3 clusters Score -424812.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -424835.593750 Penalty: 4036.728271 Iteration 27Q: 3 clusters Score -424835.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -424852.468750 Penalty: 4036.728271 Iteration 28Q: 3 clusters Score -424852.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -424863.843750 Penalty: 4036.728271 Iteration 29Q: 3 clusters Score -424863.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -424872.312500 Penalty: 4036.728271 Iteration 30Q: 3 clusters Score -424872.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -424876.718750 Penalty: 4036.728271 Iteration 31Q: 3 clusters Score -424876.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -424881.281250 Penalty: 4036.728271 Iteration 32Q: 3 clusters Score -424881.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -424881.687500 Penalty: 4036.728271 Iteration 33Q: 3 clusters Score -424881.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -424883.218750 Penalty: 4036.728271 Iteration 34Q: 3 clusters Score -424883.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -424885.250000 Penalty: 4036.728271 Iteration 35Q: 3 clusters Score -424885.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -424885.343750 Penalty: 4036.728271 Iteration 36Q: 3 clusters Score -424885.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -424885.343750 Penalty: 4036.728271 Iteration 37F: 3 clusters Score -424885.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (11191 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11191 members Entering Unmasked Estep Score: -1426481.750000 Penalty: 2312.070557 Iteration 0F: 2 clusters Score -1426482 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 5557 members Entering Unmasked Estep Score: -1418092.375000 Penalty: 4624.141113 Iteration 0F: 3 clusters Score -1418092 nChanged 4640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5680 members Mstep: Class 2 contains 5511 members Entering Unmasked Estep Score: -1420492.250000 Penalty: 4624.141113 Iteration 1F: 3 clusters Score -1420492 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5694 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -1420778.500000 Penalty: 4624.141113 Iteration 2F: 3 clusters Score -1420778 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5741 members Mstep: Class 2 contains 5450 members Entering Unmasked Estep Score: -1420968.000000 Penalty: 4624.141113 Iteration 3Q: 3 clusters Score -1420968 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5776 members Mstep: Class 2 contains 5415 members Entering Unmasked Estep Score: -1421128.625000 Penalty: 4624.141113 Iteration 4Q: 3 clusters Score -1421129 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5793 members Mstep: Class 2 contains 5398 members Entering Unmasked Estep Score: -1421287.875000 Penalty: 4624.141113 Iteration 5Q: 3 clusters Score -1421288 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 5381 members Entering Unmasked Estep Score: -1421437.500000 Penalty: 4624.141113 Iteration 6Q: 3 clusters Score -1421438 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5799 members Mstep: Class 2 contains 5392 members Entering Unmasked Estep Score: -1421665.750000 Penalty: 4624.141113 Iteration 7Q: 3 clusters Score -1421666 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 5432 members Entering Unmasked Estep Score: -1421972.250000 Penalty: 4624.141113 Iteration 8Q: 3 clusters Score -1421972 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5639 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -1422305.625000 Penalty: 4624.141113 Iteration 9Q: 3 clusters Score -1422306 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 5741 members Entering Unmasked Estep Score: -1422641.500000 Penalty: 4624.141113 Iteration 10F: 3 clusters Score -1422642 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5193 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -1422940.375000 Penalty: 4624.141113 Iteration 11Q: 3 clusters Score -1422940 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4876 members Mstep: Class 2 contains 6315 members Entering Unmasked Estep Score: -1423223.000000 Penalty: 4624.141113 Iteration 12Q: 3 clusters Score -1423223 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 6692 members Entering Unmasked Estep Score: -1423482.000000 Penalty: 4624.141113 Iteration 13Q: 3 clusters Score -1423482 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 7078 members Entering Unmasked Estep Score: -1423751.125000 Penalty: 4624.141113 Iteration 14Q: 3 clusters Score -1423751 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 7448 members Entering Unmasked Estep Score: -1424015.125000 Penalty: 4624.141113 Iteration 15Q: 3 clusters Score -1424015 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 7817 members Entering Unmasked Estep Score: -1424263.750000 Penalty: 4624.141113 Iteration 16Q: 3 clusters Score -1424264 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 8185 members Entering Unmasked Estep Score: -1424512.000000 Penalty: 4624.141113 Iteration 17Q: 3 clusters Score -1424512 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 8532 members Entering Unmasked Estep Score: -1424738.375000 Penalty: 4624.141113 Iteration 18Q: 3 clusters Score -1424738 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 8833 members Entering Unmasked Estep Score: -1424921.250000 Penalty: 4624.141113 Iteration 19Q: 3 clusters Score -1424921 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 9072 members Entering Unmasked Estep Score: -1425057.000000 Penalty: 4624.141113 Iteration 20F: 3 clusters Score -1425057 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 9285 members Entering Unmasked Estep Score: -1425176.625000 Penalty: 4624.141113 Iteration 21Q: 3 clusters Score -1425177 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 9454 members Entering Unmasked Estep Score: -1425276.750000 Penalty: 4624.141113 Iteration 22Q: 3 clusters Score -1425277 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 9596 members Entering Unmasked Estep Score: -1425347.125000 Penalty: 4624.141113 Iteration 23Q: 3 clusters Score -1425347 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 9701 members Entering Unmasked Estep Score: -1425389.750000 Penalty: 4624.141113 Iteration 24Q: 3 clusters Score -1425390 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 9795 members Entering Unmasked Estep Score: -1425431.500000 Penalty: 4624.141113 Iteration 25Q: 3 clusters Score -1425432 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 9874 members Entering Unmasked Estep Score: -1425463.125000 Penalty: 4624.141113 Iteration 26Q: 3 clusters Score -1425463 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 9934 members Entering Unmasked Estep Score: -1425482.250000 Penalty: 4624.141113 Iteration 27Q: 3 clusters Score -1425482 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 9976 members Entering Unmasked Estep Score: -1425496.000000 Penalty: 4624.141113 Iteration 28Q: 3 clusters Score -1425496 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 10014 members Entering Unmasked Estep Score: -1425512.250000 Penalty: 4624.141113 Iteration 29Q: 3 clusters Score -1425512 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 10046 members Entering Unmasked Estep Score: -1425531.250000 Penalty: 4624.141113 Iteration 30Q: 3 clusters Score -1425531 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 10073 members Entering Unmasked Estep Score: -1425536.125000 Penalty: 4624.141113 Iteration 31Q: 3 clusters Score -1425536 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 10092 members Entering Unmasked Estep Score: -1425546.500000 Penalty: 4624.141113 Iteration 32Q: 3 clusters Score -1425546 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 10109 members Entering Unmasked Estep Score: -1425547.500000 Penalty: 4624.141113 Iteration 33Q: 3 clusters Score -1425548 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 10120 members Entering Unmasked Estep Score: -1425551.125000 Penalty: 4624.141113 Iteration 34Q: 3 clusters Score -1425551 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 10130 members Entering Unmasked Estep Score: -1425558.750000 Penalty: 4624.141113 Iteration 35Q: 3 clusters Score -1425559 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 10138 members Entering Unmasked Estep Score: -1425558.375000 Penalty: 4624.141113 Iteration 36Q: 3 clusters Score -1425558 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 10146 members Entering Unmasked Estep Score: -1425563.500000 Penalty: 4624.141113 Iteration 37Q: 3 clusters Score -1425564 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 10153 members Entering Unmasked Estep Score: -1425567.250000 Penalty: 4624.141113 Iteration 38Q: 3 clusters Score -1425567 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 10158 members Entering Unmasked Estep Score: -1425567.625000 Penalty: 4624.141113 Iteration 39Q: 3 clusters Score -1425568 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 10165 members Entering Unmasked Estep Score: -1425569.125000 Penalty: 4624.141113 Iteration 40F: 3 clusters Score -1425569 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 10175 members Entering Unmasked Estep Score: -1425570.125000 Penalty: 4624.141113 Iteration 41Q: 3 clusters Score -1425570 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 10185 members Entering Unmasked Estep Score: -1425576.875000 Penalty: 4624.141113 Iteration 42Q: 3 clusters Score -1425577 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 10194 members Entering Unmasked Estep Score: -1425581.875000 Penalty: 4624.141113 Iteration 43Q: 3 clusters Score -1425582 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 10196 members Entering Unmasked Estep Score: -1425584.250000 Penalty: 4624.141113 Iteration 44Q: 3 clusters Score -1425584 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 10197 members Entering Unmasked Estep Score: -1425583.625000 Penalty: 4624.141113 Iteration 45Q: 3 clusters Score -1425584 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 10200 members Entering Unmasked Estep Score: -1425585.625000 Penalty: 4624.141113 Iteration 46Q: 3 clusters Score -1425586 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 10205 members Entering Unmasked Estep Score: -1425586.625000 Penalty: 4624.141113 Iteration 47Q: 3 clusters Score -1425587 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 10212 members Entering Unmasked Estep Score: -1425587.875000 Penalty: 4624.141113 Iteration 48Q: 3 clusters Score -1425588 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 10218 members Entering Unmasked Estep Score: -1425591.500000 Penalty: 4624.141113 Iteration 49Q: 3 clusters Score -1425592 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 10220 members Entering Unmasked Estep Score: -1425594.625000 Penalty: 4624.141113 Iteration 50Q: 3 clusters Score -1425595 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 10222 members Entering Unmasked Estep Score: -1425592.000000 Penalty: 4624.141113 Iteration 51Q: 3 clusters Score -1425592 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 10222 members Entering Unmasked Estep Score: -1425592.000000 Penalty: 4624.141113 Iteration 52F: 3 clusters Score -1425592 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (15724 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15724 members Entering Unmasked Estep Score: -1993335.875000 Penalty: 2396.410156 Iteration 0F: 2 clusters Score -1993336 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7992 members Mstep: Class 2 contains 7732 members Entering Unmasked Estep Score: -1982030.875000 Penalty: 4792.820312 Iteration 0F: 3 clusters Score -1982031 nChanged 6711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8525 members Mstep: Class 2 contains 7199 members Entering Unmasked Estep Score: -1985687.500000 Penalty: 4792.820312 Iteration 1F: 3 clusters Score -1985688 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8855 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -1986195.250000 Penalty: 4792.820312 Iteration 2F: 3 clusters Score -1986195 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9216 members Mstep: Class 2 contains 6508 members Entering Unmasked Estep Score: -1986660.250000 Penalty: 4792.820312 Iteration 3F: 3 clusters Score -1986660 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9659 members Mstep: Class 2 contains 6065 members Entering Unmasked Estep Score: -1987061.125000 Penalty: 4792.820312 Iteration 4F: 3 clusters Score -1987061 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10157 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -1987486.500000 Penalty: 4792.820312 Iteration 5Q: 3 clusters Score -1987486 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10713 members Mstep: Class 2 contains 5011 members Entering Unmasked Estep Score: -1987941.625000 Penalty: 4792.820312 Iteration 6Q: 3 clusters Score -1987942 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11287 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -1988429.125000 Penalty: 4792.820312 Iteration 7Q: 3 clusters Score -1988429 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11894 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -1988965.625000 Penalty: 4792.820312 Iteration 8Q: 3 clusters Score -1988966 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12473 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -1989523.500000 Penalty: 4792.820312 Iteration 9Q: 3 clusters Score -1989524 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12963 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -1990085.000000 Penalty: 4792.820312 Iteration 10Q: 3 clusters Score -1990085 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13300 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -1990677.375000 Penalty: 4792.820312 Iteration 11Q: 3 clusters Score -1990677 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13446 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -1991311.125000 Penalty: 4792.820312 Iteration 12Q: 3 clusters Score -1991311 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13366 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -1991759.250000 Penalty: 4792.820312 Iteration 13Q: 3 clusters Score -1991759 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13144 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -1992111.625000 Penalty: 4792.820312 Iteration 14Q: 3 clusters Score -1992112 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12874 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -1992411.500000 Penalty: 4792.820312 Iteration 15Q: 3 clusters Score -1992412 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12560 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -1992746.250000 Penalty: 4792.820312 Iteration 16Q: 3 clusters Score -1992746 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12195 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -1993158.625000 Penalty: 4792.820312 Iteration 17Q: 3 clusters Score -1993159 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11828 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -1993545.500000 Penalty: 4792.820312 Iteration 18Q: 3 clusters Score -1993546 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11491 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -1993850.000000 Penalty: 4792.820312 Iteration 19Q: 3 clusters Score -1993850 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11233 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -1994040.250000 Penalty: 4792.820312 Iteration 20F: 3 clusters Score -1994040 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11037 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -1994164.750000 Penalty: 4792.820312 Iteration 21Q: 3 clusters Score -1994165 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10882 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -1994239.250000 Penalty: 4792.820312 Iteration 22Q: 3 clusters Score -1994239 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10773 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -1994286.625000 Penalty: 4792.820312 Iteration 23Q: 3 clusters Score -1994287 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10673 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -1994319.250000 Penalty: 4792.820312 Iteration 24Q: 3 clusters Score -1994319 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10592 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -1994347.500000 Penalty: 4792.820312 Iteration 25Q: 3 clusters Score -1994348 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10517 members Mstep: Class 2 contains 5207 members Entering Unmasked Estep Score: -1994367.375000 Penalty: 4792.820312 Iteration 26Q: 3 clusters Score -1994367 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10469 members Mstep: Class 2 contains 5255 members Entering Unmasked Estep Score: -1994375.750000 Penalty: 4792.820312 Iteration 27Q: 3 clusters Score -1994376 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10438 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -1994383.625000 Penalty: 4792.820312 Iteration 28Q: 3 clusters Score -1994384 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10412 members Mstep: Class 2 contains 5312 members Entering Unmasked Estep Score: -1994383.750000 Penalty: 4792.820312 Iteration 29Q: 3 clusters Score -1994384 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10393 members Mstep: Class 2 contains 5331 members Entering Unmasked Estep Score: -1994394.500000 Penalty: 4792.820312 Iteration 30Q: 3 clusters Score -1994394 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10380 members Mstep: Class 2 contains 5344 members Entering Unmasked Estep Score: -1994393.500000 Penalty: 4792.820312 Iteration 31Q: 3 clusters Score -1994394 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10375 members Mstep: Class 2 contains 5349 members Entering Unmasked Estep Score: -1994399.750000 Penalty: 4792.820312 Iteration 32Q: 3 clusters Score -1994400 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10370 members Mstep: Class 2 contains 5354 members Entering Unmasked Estep Score: -1994399.000000 Penalty: 4792.820312 Iteration 33Q: 3 clusters Score -1994399 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10368 members Mstep: Class 2 contains 5356 members Entering Unmasked Estep Score: -1994400.250000 Penalty: 4792.820312 Iteration 34Q: 3 clusters Score -1994400 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10367 members Mstep: Class 2 contains 5357 members Entering Unmasked Estep Score: -1994397.375000 Penalty: 4792.820312 Iteration 35Q: 3 clusters Score -1994397 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10367 members Mstep: Class 2 contains 5357 members Entering Unmasked Estep Score: -1994397.375000 Penalty: 4792.820312 Iteration 36F: 3 clusters Score -1994397 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 55318 members Mstep: Class 2 contains 2726 members Mstep: Class 3 contains 47441 members Mstep: Class 4 contains 2282 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 213443 members Mstep: Class 7 contains 64905 members Mstep: Class 8 contains 7461 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 20624 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 5357 members Mstep: Class 13 contains 361 members Mstep: Class 14 contains 3424 members Mstep: Class 15 contains 11191 members Mstep: Class 16 contains 10367 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 693 members Entering Unmasked Estep Score: -55426260.000000 Penalty: 61323.093750 Splitting cluster 16 changes total score from -55425976.000000 to -55426260.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 17 (602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Entering Unmasked Estep Score: -71712.710938 Penalty: 1587.263916 Iteration 0F: 2 clusters Score -71712.71 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 321 members Entering Unmasked Estep Score: -70090.359375 Penalty: 3174.527832 Iteration 0F: 3 clusters Score -70090.36 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -70266.867188 Penalty: 3174.527832 Iteration 1F: 3 clusters Score -70266.87 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -70328.109375 Penalty: 3174.527832 Iteration 2Q: 3 clusters Score -70328.11 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -70355.609375 Penalty: 3174.527832 Iteration 3Q: 3 clusters Score -70355.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -70368.226562 Penalty: 3174.527832 Iteration 4Q: 3 clusters Score -70368.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -70370.531250 Penalty: 3174.527832 Iteration 5Q: 3 clusters Score -70370.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -70372.195312 Penalty: 3174.527832 Iteration 6Q: 3 clusters Score -70372.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -70372.195312 Penalty: 3174.527832 Iteration 7F: 3 clusters Score -70372.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (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: -51265.906250 Penalty: 1539.230835 Iteration 0F: 2 clusters Score -51265.91 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 232 members Entering Unmasked Estep Score: -49839.761719 Penalty: 3078.461670 Iteration 0F: 3 clusters Score -49839.76 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -50155.566406 Penalty: 3078.461670 Iteration 1F: 3 clusters Score -50155.57 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -50294.781250 Penalty: 3078.461670 Iteration 2Q: 3 clusters Score -50294.78 nChanged 20 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: -50386.257812 Penalty: 3078.461670 Iteration 3Q: 3 clusters Score -50386.26 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -50427.867188 Penalty: 3078.461670 Iteration 4Q: 3 clusters Score -50427.87 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -50452.597656 Penalty: 3078.461670 Iteration 5Q: 3 clusters Score -50452.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -50461.929688 Penalty: 3078.461670 Iteration 6Q: 3 clusters Score -50461.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -50465.214844 Penalty: 3078.461670 Iteration 7Q: 3 clusters Score -50465.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -50468.796875 Penalty: 3078.461670 Iteration 8Q: 3 clusters Score -50468.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -50472.597656 Penalty: 3078.461670 Iteration 9Q: 3 clusters Score -50472.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -50490.484375 Penalty: 3078.461670 Iteration 10Q: 3 clusters Score -50490.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -50499.753906 Penalty: 3078.461670 Iteration 11Q: 3 clusters Score -50499.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -50505.261719 Penalty: 3078.461670 Iteration 12Q: 3 clusters Score -50505.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -50512.105469 Penalty: 3078.461670 Iteration 13Q: 3 clusters Score -50512.11 nChanged 1 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: -50514.308594 Penalty: 3078.461670 Iteration 14Q: 3 clusters Score -50514.31 nChanged 2 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: -50518.304688 Penalty: 3078.461670 Iteration 15Q: 3 clusters Score -50518.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -50519.441406 Penalty: 3078.461670 Iteration 16Q: 3 clusters Score -50519.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -50519.441406 Penalty: 3078.461670 Iteration 17F: 3 clusters Score -50519.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (693 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Entering Unmasked Estep Score: -71981.289062 Penalty: 1622.175415 Iteration 0F: 2 clusters Score -71981.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -70436.710938 Penalty: 3244.350830 Iteration 0F: 3 clusters Score -70436.71 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -71051.546875 Penalty: 3244.350830 Iteration 1F: 3 clusters Score -71051.55 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -71828.101562 Penalty: 3244.350830 Iteration 2F: 3 clusters Score -71828.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -72536.976562 Penalty: 3244.350830 Iteration 3F: 3 clusters Score -72536.98 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -72819.906250 Penalty: 3244.350830 Iteration 4Q: 3 clusters Score -72819.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -72886.031250 Penalty: 3244.350830 Iteration 5Q: 3 clusters Score -72886.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -73069.968750 Penalty: 3244.350830 Iteration 6Q: 3 clusters Score -73069.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -73069.968750 Penalty: 3244.350830 Iteration 7F: 3 clusters Score -73069.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 55318 members Mstep: Class 2 contains 2726 members Mstep: Class 3 contains 47441 members Mstep: Class 4 contains 2282 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 213443 members Mstep: Class 7 contains 64905 members Mstep: Class 8 contains 7461 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 20624 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 5357 members Mstep: Class 13 contains 361 members Mstep: Class 14 contains 3424 members Mstep: Class 15 contains 11191 members Mstep: Class 16 contains 10367 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 572 members Mstep: Class 20 contains 121 members Entering Unmasked Estep Score: -55425700.000000 Penalty: 64550.628906 Splitting cluster 19 changes total score from -55425976.000000 to -55425700.000000 So it's not getting split. Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 55318 members Mstep: Class 2 contains 2726 members Mstep: Class 3 contains 47441 members Mstep: Class 4 contains 2282 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 213443 members Mstep: Class 7 contains 64905 members Mstep: Class 8 contains 7461 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 20624 members Mstep: Class 11 contains 289 members Mstep: Class 13 contains 361 members Mstep: Class 14 contains 3424 members Mstep: Class 15 contains 11191 members Mstep: Class 16 contains 10367 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 693 members Entering Unmasked Estep ConsiderDeletion Score: -55427268.000000 Penalty: 61323.093750 Iteration 79Q: 20 clusters Score -5.542727e+07 nChanged 2942 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 55413 members Mstep: Class 2 contains 2727 members Mstep: Class 3 contains 46602 members Mstep: Class 4 contains 2285 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 214789 members Mstep: Class 7 contains 64909 members Mstep: Class 8 contains 7443 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 20693 members Mstep: Class 11 contains 289 members Mstep: Class 12 contains 4883 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 3424 members Mstep: Class 15 contains 11157 members Mstep: Class 16 contains 10217 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 693 members Entering Unmasked Estep ConsiderDeletion Score: -55429504.000000 Penalty: 61323.093750 Iteration 80F: 20 clusters Score -5.54295e+07 nChanged 2501 Entering Unmasked Mstep Mstep: Class 0 contains 175 members Mstep: Class 1 contains 55223 members Mstep: Class 2 contains 2722 members Mstep: Class 3 contains 45680 members Mstep: Class 4 contains 2288 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 215742 members Mstep: Class 7 contains 64921 members Mstep: Class 8 contains 7414 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 20776 members Mstep: Class 11 contains 310 members Mstep: Class 12 contains 5108 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 3424 members Mstep: Class 15 contains 11111 members Mstep: Class 16 contains 10134 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 705 members Entering Unmasked Estep ConsiderDeletion Score: -55431044.000000 Penalty: 61323.093750 Iteration 81Q: 20 clusters Score -5.543104e+07 nChanged 1829 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 55068 members Mstep: Class 2 contains 2721 members Mstep: Class 3 contains 44808 members Mstep: Class 4 contains 2284 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 216698 members Mstep: Class 7 contains 64939 members Mstep: Class 8 contains 7385 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 20866 members Mstep: Class 11 contains 310 members Mstep: Class 12 contains 5232 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 3424 members Mstep: Class 15 contains 11065 members Mstep: Class 16 contains 10053 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 499 members Mstep: Class 19 contains 702 members Entering Unmasked Estep ConsiderDeletion Score: -55431092.000000 Penalty: 61323.093750 Iteration 82Q: 20 clusters Score -5.543109e+07 nChanged 1556 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 54911 members Mstep: Class 2 contains 2719 members Mstep: Class 3 contains 43947 members Mstep: Class 4 contains 2282 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 217623 members Mstep: Class 7 contains 64944 members Mstep: Class 8 contains 7357 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 20962 members Mstep: Class 11 contains 310 members Mstep: Class 12 contains 5312 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 3424 members Mstep: Class 15 contains 11030 members Mstep: Class 16 contains 10032 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 501 members Mstep: Class 19 contains 700 members Entering Unmasked Estep ConsiderDeletion Score: -55431236.000000 Penalty: 61323.093750 Iteration 83Q: 20 clusters Score -5.543124e+07 nChanged 1435 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 54768 members Mstep: Class 2 contains 2716 members Mstep: Class 3 contains 43064 members Mstep: Class 4 contains 2277 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 218578 members Mstep: Class 7 contains 64956 members Mstep: Class 8 contains 7333 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 21044 members Mstep: Class 11 contains 310 members Mstep: Class 12 contains 5380 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 3424 members Mstep: Class 15 contains 10989 members Mstep: Class 16 contains 10014 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 503 members Mstep: Class 19 contains 698 members Entering Unmasked Estep ConsiderDeletion Score: -55431188.000000 Penalty: 61323.093750 Iteration 84Q: 20 clusters Score -5.543119e+07 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 54651 members Mstep: Class 2 contains 2714 members Mstep: Class 3 contains 42196 members Mstep: Class 4 contains 2276 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 219500 members Mstep: Class 7 contains 64968 members Mstep: Class 8 contains 7315 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 21123 members Mstep: Class 11 contains 310 members Mstep: Class 12 contains 5422 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 3423 members Mstep: Class 15 contains 10946 members Mstep: Class 16 contains 10009 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 506 members Mstep: Class 19 contains 695 members Entering Unmasked Estep ConsiderDeletion Score: -55431068.000000 Penalty: 61323.093750 Iteration 85Q: 20 clusters Score -5.543107e+07 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 54567 members Mstep: Class 2 contains 2718 members Mstep: Class 3 contains 41327 members Mstep: Class 4 contains 2275 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 220401 members Mstep: Class 7 contains 64985 members Mstep: Class 8 contains 7296 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 21202 members Mstep: Class 11 contains 310 members Mstep: Class 12 contains 5441 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 3423 members Mstep: Class 15 contains 10906 members Mstep: Class 16 contains 10002 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 513 members Mstep: Class 19 contains 688 members Entering Unmasked Estep ConsiderDeletion Score: -55431188.000000 Penalty: 61323.093750 Iteration 86Q: 20 clusters Score -5.543119e+07 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 54506 members Mstep: Class 2 contains 2716 members Mstep: Class 3 contains 40402 members Mstep: Class 4 contains 2277 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 221312 members Mstep: Class 7 contains 65000 members Mstep: Class 8 contains 7283 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 21294 members Mstep: Class 11 contains 310 members Mstep: Class 12 contains 5447 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 3423 members Mstep: Class 15 contains 10870 members Mstep: Class 16 contains 10013 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 519 members Mstep: Class 19 contains 682 members Entering Unmasked Estep ConsiderDeletion Score: -55431020.000000 Penalty: 61323.093750 Iteration 87Q: 20 clusters Score -5.543102e+07 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 54443 members Mstep: Class 2 contains 2716 members Mstep: Class 3 contains 39498 members Mstep: Class 4 contains 2277 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 222236 members Mstep: Class 7 contains 65008 members Mstep: Class 8 contains 7268 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 21364 members Mstep: Class 11 contains 310 members Mstep: Class 12 contains 5457 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 3423 members Mstep: Class 15 contains 10839 members Mstep: Class 16 contains 10014 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 527 members Mstep: Class 19 contains 674 members Entering Unmasked Estep ConsiderDeletion Score: -55431172.000000 Penalty: 61323.093750 Iteration 88Q: 20 clusters Score -5.543117e+07 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 54383 members Mstep: Class 2 contains 2716 members Mstep: Class 3 contains 38571 members Mstep: Class 4 contains 2278 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 223202 members Mstep: Class 7 contains 65014 members Mstep: Class 8 contains 7245 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 21434 members Mstep: Class 11 contains 310 members Mstep: Class 12 contains 5464 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 3424 members Mstep: Class 15 contains 10803 members Mstep: Class 16 contains 10010 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 540 members Mstep: Class 19 contains 661 members Entering Unmasked Estep ConsiderDeletion Score: -55431256.000000 Penalty: 61323.093750 Iteration 89Q: 20 clusters Score -5.543126e+07 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 54330 members Mstep: Class 2 contains 2719 members Mstep: Class 3 contains 37631 members Mstep: Class 4 contains 2278 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 224130 members Mstep: Class 7 contains 65026 members Mstep: Class 8 contains 7233 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 21534 members Mstep: Class 11 contains 310 members Mstep: Class 12 contains 5466 members Mstep: Class 13 contains 355 members Mstep: Class 14 contains 3424 members Mstep: Class 15 contains 10762 members Mstep: Class 16 contains 10012 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 558 members Mstep: Class 19 contains 643 members Entering Unmasked Estep ConsiderDeletion Score: -55431396.000000 Penalty: 61323.093750 Iteration 90Q: 20 clusters Score -5.54314e+07 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 54277 members Mstep: Class 2 contains 2719 members Mstep: Class 3 contains 36774 members Mstep: Class 4 contains 2282 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 224942 members Mstep: Class 7 contains 65039 members Mstep: Class 8 contains 7216 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 21655 members Mstep: Class 11 contains 310 members Mstep: Class 12 contains 5464 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 3424 members Mstep: Class 15 contains 10736 members Mstep: Class 16 contains 10016 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 572 members Mstep: Class 19 contains 629 members Entering Unmasked Estep ConsiderDeletion Score: -55431568.000000 Penalty: 61323.093750 Iteration 91Q: 20 clusters Score -5.543157e+07 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 54217 members Mstep: Class 2 contains 2720 members Mstep: Class 3 contains 35977 members Mstep: Class 4 contains 2282 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 225751 members Mstep: Class 7 contains 65051 members Mstep: Class 8 contains 7195 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 21750 members Mstep: Class 11 contains 310 members Mstep: Class 12 contains 5461 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 3424 members Mstep: Class 15 contains 10710 members Mstep: Class 16 contains 10006 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 579 members Mstep: Class 19 contains 622 members Entering Unmasked Estep ConsiderDeletion Score: -55431484.000000 Penalty: 61323.093750 Iteration 92Q: 20 clusters Score -5.543148e+07 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 54174 members Mstep: Class 2 contains 2724 members Mstep: Class 3 contains 35214 members Mstep: Class 4 contains 2284 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 226503 members Mstep: Class 7 contains 65065 members Mstep: Class 8 contains 7173 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 21855 members Mstep: Class 11 contains 310 members Mstep: Class 12 contains 5454 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 3424 members Mstep: Class 15 contains 10687 members Mstep: Class 16 contains 9987 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 590 members Mstep: Class 19 contains 611 members Entering Unmasked Estep ConsiderDeletion Score: -55431600.000000 Penalty: 61323.093750 Iteration 93Q: 20 clusters Score -5.54316e+07 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 54134 members Mstep: Class 2 contains 2725 members Mstep: Class 3 contains 34491 members Mstep: Class 4 contains 2282 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 227196 members Mstep: Class 7 contains 65086 members Mstep: Class 8 contains 7152 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 21961 members Mstep: Class 11 contains 310 members Mstep: Class 12 contains 5451 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 3423 members Mstep: Class 15 contains 10664 members Mstep: Class 16 contains 9979 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 595 members Mstep: Class 19 contains 606 members Entering Unmasked Estep ConsiderDeletion Score: -55431532.000000 Penalty: 61323.093750 Iteration 94Q: 20 clusters Score -5.543153e+07 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 54101 members Mstep: Class 2 contains 2722 members Mstep: Class 3 contains 33833 members Mstep: Class 4 contains 2280 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 227869 members Mstep: Class 7 contains 65092 members Mstep: Class 8 contains 7139 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 22045 members Mstep: Class 11 contains 310 members Mstep: Class 12 contains 5444 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 3422 members Mstep: Class 15 contains 10630 members Mstep: Class 16 contains 9967 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 600 members Mstep: Class 19 contains 601 members Entering Unmasked Estep ConsiderDeletion Score: -55431608.000000 Penalty: 61323.093750 Iteration 95Q: 20 clusters Score -5.543161e+07 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 54056 members Mstep: Class 2 contains 2720 members Mstep: Class 3 contains 33152 members Mstep: Class 4 contains 2281 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 228559 members Mstep: Class 7 contains 65101 members Mstep: Class 8 contains 7126 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 22126 members Mstep: Class 11 contains 310 members Mstep: Class 12 contains 5435 members Mstep: Class 13 contains 357 members Mstep: Class 14 contains 3421 members Mstep: Class 15 contains 10606 members Mstep: Class 16 contains 9960 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 603 members Mstep: Class 19 contains 598 members Entering Unmasked Estep ConsiderDeletion Score: -55431472.000000 Penalty: 61323.093750 Iteration 96Q: 20 clusters Score -5.543147e+07 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 54011 members Mstep: Class 2 contains 2720 members Mstep: Class 3 contains 32479 members Mstep: Class 4 contains 2284 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 229251 members Mstep: Class 7 contains 65103 members Mstep: Class 8 contains 7111 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 22198 members Mstep: Class 11 contains 310 members Mstep: Class 12 contains 5432 members Mstep: Class 13 contains 355 members Mstep: Class 14 contains 3421 members Mstep: Class 15 contains 10581 members Mstep: Class 16 contains 9954 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 606 members Mstep: Class 19 contains 595 members Entering Unmasked Estep ConsiderDeletion Score: -55431656.000000 Penalty: 61323.093750 Iteration 97Q: 20 clusters Score -5.543166e+07 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 53963 members Mstep: Class 2 contains 2718 members Mstep: Class 3 contains 31821 members Mstep: Class 4 contains 2285 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 229930 members Mstep: Class 7 contains 65106 members Mstep: Class 8 contains 7095 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 22272 members Mstep: Class 11 contains 310 members Mstep: Class 12 contains 5432 members Mstep: Class 13 contains 355 members Mstep: Class 14 contains 3421 members Mstep: Class 15 contains 10552 members Mstep: Class 16 contains 9950 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 607 members Mstep: Class 19 contains 594 members Entering Unmasked Estep ConsiderDeletion Score: -55431768.000000 Penalty: 61323.093750 Iteration 98Q: 20 clusters Score -5.543177e+07 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 53910 members Mstep: Class 2 contains 2716 members Mstep: Class 3 contains 31176 members Mstep: Class 4 contains 2287 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 230629 members Mstep: Class 7 contains 65108 members Mstep: Class 8 contains 7072 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 22334 members Mstep: Class 11 contains 310 members Mstep: Class 12 contains 5429 members Mstep: Class 13 contains 353 members Mstep: Class 14 contains 3421 members Mstep: Class 15 contains 10522 members Mstep: Class 16 contains 9943 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 609 members Mstep: Class 19 contains 592 members Entering Unmasked Estep ConsiderDeletion Score: -55431720.000000 Penalty: 61323.093750 Iteration 99Q: 20 clusters Score -5.543172e+07 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 53865 members Mstep: Class 2 contains 2714 members Mstep: Class 3 contains 30457 members Mstep: Class 4 contains 2288 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 231367 members Mstep: Class 7 contains 65113 members Mstep: Class 8 contains 7049 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 22417 members Mstep: Class 11 contains 310 members Mstep: Class 12 contains 5422 members Mstep: Class 13 contains 353 members Mstep: Class 14 contains 3421 members Mstep: Class 15 contains 10502 members Mstep: Class 16 contains 9932 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 609 members Mstep: Class 19 contains 592 members Entering Unmasked Estep ConsiderDeletion Score: -55433772.000000 Penalty: 61323.093750 Iteration 100F: 20 clusters Score -5.543377e+07 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 125 members Mstep: Class 1 contains 53831 members Mstep: Class 2 contains 2714 members Mstep: Class 3 contains 29762 members Mstep: Class 4 contains 2290 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 232057 members Mstep: Class 7 contains 65115 members Mstep: Class 8 contains 7031 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 22506 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 5420 members Mstep: Class 13 contains 353 members Mstep: Class 14 contains 3421 members Mstep: Class 15 contains 10481 members Mstep: Class 16 contains 9919 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 610 members Mstep: Class 19 contains 610 members Entering Unmasked Estep ConsiderDeletion Score: -55435704.000000 Penalty: 61323.093750 Iteration 101Q: 20 clusters Score -5.54357e+07 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 53812 members Mstep: Class 2 contains 2714 members Mstep: Class 3 contains 29068 members Mstep: Class 4 contains 2292 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 232743 members Mstep: Class 7 contains 65113 members Mstep: Class 8 contains 7020 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 22589 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5416 members Mstep: Class 13 contains 353 members Mstep: Class 14 contains 3421 members Mstep: Class 15 contains 10458 members Mstep: Class 16 contains 9901 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 613 members Mstep: Class 19 contains 609 members Entering Unmasked Estep ConsiderDeletion Score: -55435700.000000 Penalty: 61323.093750 Iteration 102Q: 20 clusters Score -5.54357e+07 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 53797 members Mstep: Class 2 contains 2715 members Mstep: Class 3 contains 28365 members Mstep: Class 4 contains 2295 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 233427 members Mstep: Class 7 contains 65104 members Mstep: Class 8 contains 7000 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 22681 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5412 members Mstep: Class 13 contains 352 members Mstep: Class 14 contains 3421 members Mstep: Class 15 contains 10441 members Mstep: Class 16 contains 9890 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 620 members Mstep: Class 19 contains 602 members Entering Unmasked Estep ConsiderDeletion Score: -55435708.000000 Penalty: 61323.093750 Iteration 103Q: 20 clusters Score -5.543571e+07 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 53789 members Mstep: Class 2 contains 2715 members Mstep: Class 3 contains 27631 members Mstep: Class 4 contains 2300 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 234146 members Mstep: Class 7 contains 65095 members Mstep: Class 8 contains 6979 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 22774 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5410 members Mstep: Class 13 contains 352 members Mstep: Class 14 contains 3421 members Mstep: Class 15 contains 10416 members Mstep: Class 16 contains 9872 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 625 members Mstep: Class 19 contains 597 members Entering Unmasked Estep ConsiderDeletion Score: -55435780.000000 Penalty: 61323.093750 Iteration 104Q: 20 clusters Score -5.543578e+07 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 53763 members Mstep: Class 2 contains 2715 members Mstep: Class 3 contains 26972 members Mstep: Class 4 contains 2303 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 234787 members Mstep: Class 7 contains 65088 members Mstep: Class 8 contains 6960 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 22878 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5407 members Mstep: Class 13 contains 352 members Mstep: Class 14 contains 3420 members Mstep: Class 15 contains 10393 members Mstep: Class 16 contains 9862 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 634 members Mstep: Class 19 contains 588 members Entering Unmasked Estep ConsiderDeletion Score: -55435924.000000 Penalty: 61323.093750 Iteration 105Q: 20 clusters Score -5.543592e+07 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 53744 members Mstep: Class 2 contains 2716 members Mstep: Class 3 contains 26335 members Mstep: Class 4 contains 2305 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 235401 members Mstep: Class 7 contains 65073 members Mstep: Class 8 contains 6937 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 22981 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5404 members Mstep: Class 13 contains 353 members Mstep: Class 14 contains 3420 members Mstep: Class 15 contains 10377 members Mstep: Class 16 contains 9854 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 644 members Mstep: Class 19 contains 578 members Entering Unmasked Estep ConsiderDeletion Score: -55435956.000000 Penalty: 61323.093750 Iteration 106Q: 20 clusters Score -5.543596e+07 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 53717 members Mstep: Class 2 contains 2720 members Mstep: Class 3 contains 25691 members Mstep: Class 4 contains 2303 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 236049 members Mstep: Class 7 contains 65054 members Mstep: Class 8 contains 6917 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 23082 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5400 members Mstep: Class 13 contains 354 members Mstep: Class 14 contains 3420 members Mstep: Class 15 contains 10346 members Mstep: Class 16 contains 9847 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 648 members Mstep: Class 19 contains 574 members Entering Unmasked Estep ConsiderDeletion Score: -55435988.000000 Penalty: 61323.093750 Iteration 107Q: 20 clusters Score -5.543599e+07 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 53699 members Mstep: Class 2 contains 2723 members Mstep: Class 3 contains 25081 members Mstep: Class 4 contains 2311 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 236645 members Mstep: Class 7 contains 65038 members Mstep: Class 8 contains 6887 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 23187 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5394 members Mstep: Class 13 contains 354 members Mstep: Class 14 contains 3420 members Mstep: Class 15 contains 10330 members Mstep: Class 16 contains 9831 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 650 members Mstep: Class 19 contains 572 members Entering Unmasked Estep ConsiderDeletion Score: -55436108.000000 Penalty: 61323.093750 Iteration 108Q: 20 clusters Score -5.543611e+07 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 53677 members Mstep: Class 2 contains 2722 members Mstep: Class 3 contains 24479 members Mstep: Class 4 contains 2313 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 237256 members Mstep: Class 7 contains 65022 members Mstep: Class 8 contains 6857 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 23280 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5387 members Mstep: Class 13 contains 356 members Mstep: Class 14 contains 3420 members Mstep: Class 15 contains 10312 members Mstep: Class 16 contains 9819 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 651 members Mstep: Class 19 contains 571 members Entering Unmasked Estep ConsiderDeletion Score: -55436104.000000 Penalty: 61323.093750 Iteration 109Q: 20 clusters Score -5.54361e+07 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 53658 members Mstep: Class 2 contains 2721 members Mstep: Class 3 contains 23884 members Mstep: Class 4 contains 2314 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 237863 members Mstep: Class 7 contains 65006 members Mstep: Class 8 contains 6832 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 23367 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5384 members Mstep: Class 13 contains 358 members Mstep: Class 14 contains 3420 members Mstep: Class 15 contains 10292 members Mstep: Class 16 contains 9801 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 651 members Mstep: Class 19 contains 571 members Entering Unmasked Estep ConsiderDeletion Score: -55436072.000000 Penalty: 61323.093750 Iteration 110Q: 20 clusters Score -5.543607e+07 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 53623 members Mstep: Class 2 contains 2721 members Mstep: Class 3 contains 23311 members Mstep: Class 4 contains 2314 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 238450 members Mstep: Class 7 contains 64989 members Mstep: Class 8 contains 6807 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 23467 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5381 members Mstep: Class 13 contains 359 members Mstep: Class 14 contains 3420 members Mstep: Class 15 contains 10276 members Mstep: Class 16 contains 9782 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 651 members Mstep: Class 19 contains 571 members Entering Unmasked Estep ConsiderDeletion Score: -55436136.000000 Penalty: 61323.093750 Iteration 111Q: 20 clusters Score -5.543614e+07 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 53577 members Mstep: Class 2 contains 2721 members Mstep: Class 3 contains 22756 members Mstep: Class 4 contains 2315 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 239042 members Mstep: Class 7 contains 64968 members Mstep: Class 8 contains 6776 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 23555 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5383 members Mstep: Class 13 contains 361 members Mstep: Class 14 contains 3420 members Mstep: Class 15 contains 10265 members Mstep: Class 16 contains 9761 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 651 members Mstep: Class 19 contains 571 members Entering Unmasked Estep ConsiderDeletion Score: -55436152.000000 Penalty: 61323.093750 Iteration 112Q: 20 clusters Score -5.543615e+07 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 53543 members Mstep: Class 2 contains 2722 members Mstep: Class 3 contains 22231 members Mstep: Class 4 contains 2316 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 239546 members Mstep: Class 7 contains 64961 members Mstep: Class 8 contains 6764 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 23655 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5382 members Mstep: Class 13 contains 362 members Mstep: Class 14 contains 3420 members Mstep: Class 15 contains 10251 members Mstep: Class 16 contains 9747 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 651 members Mstep: Class 19 contains 571 members Entering Unmasked Estep ConsiderDeletion Score: -55436172.000000 Penalty: 61323.093750 Iteration 113Q: 20 clusters Score -5.543617e+07 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 53502 members Mstep: Class 2 contains 2720 members Mstep: Class 3 contains 21750 members Mstep: Class 4 contains 2317 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 240028 members Mstep: Class 7 contains 64950 members Mstep: Class 8 contains 6754 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 23744 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5380 members Mstep: Class 13 contains 364 members Mstep: Class 14 contains 3419 members Mstep: Class 15 contains 10238 members Mstep: Class 16 contains 9734 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 651 members Mstep: Class 19 contains 571 members Entering Unmasked Estep ConsiderDeletion Score: -55436124.000000 Penalty: 61323.093750 Iteration 114Q: 20 clusters Score -5.543612e+07 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 53465 members Mstep: Class 2 contains 2717 members Mstep: Class 3 contains 21290 members Mstep: Class 4 contains 2317 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 240498 members Mstep: Class 7 contains 64934 members Mstep: Class 8 contains 6737 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 23835 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5375 members Mstep: Class 13 contains 364 members Mstep: Class 14 contains 3419 members Mstep: Class 15 contains 10219 members Mstep: Class 16 contains 9730 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 651 members Mstep: Class 19 contains 571 members Entering Unmasked Estep ConsiderDeletion Score: -55436304.000000 Penalty: 61323.093750 Iteration 115Q: 20 clusters Score -5.54363e+07 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 53430 members Mstep: Class 2 contains 2718 members Mstep: Class 3 contains 20837 members Mstep: Class 4 contains 2315 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 240976 members Mstep: Class 7 contains 64909 members Mstep: Class 8 contains 6724 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 23919 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5372 members Mstep: Class 13 contains 364 members Mstep: Class 14 contains 3419 members Mstep: Class 15 contains 10198 members Mstep: Class 16 contains 9719 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 651 members Mstep: Class 19 contains 571 members Entering Unmasked Estep ConsiderDeletion Score: -55436364.000000 Penalty: 61323.093750 Iteration 116Q: 20 clusters Score -5.543636e+07 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 53392 members Mstep: Class 2 contains 2717 members Mstep: Class 3 contains 20410 members Mstep: Class 4 contains 2314 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 241424 members Mstep: Class 7 contains 64893 members Mstep: Class 8 contains 6701 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 23996 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5375 members Mstep: Class 13 contains 364 members Mstep: Class 14 contains 3419 members Mstep: Class 15 contains 10181 members Mstep: Class 16 contains 9714 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 651 members Mstep: Class 19 contains 571 members Entering Unmasked Estep ConsiderDeletion Score: -55436504.000000 Penalty: 61323.093750 Iteration 117Q: 20 clusters Score -5.54365e+07 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 53352 members Mstep: Class 2 contains 2717 members Mstep: Class 3 contains 20000 members Mstep: Class 4 contains 2312 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 241865 members Mstep: Class 7 contains 64869 members Mstep: Class 8 contains 6686 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 24074 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5371 members Mstep: Class 13 contains 366 members Mstep: Class 14 contains 3419 members Mstep: Class 15 contains 10165 members Mstep: Class 16 contains 9704 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 651 members Mstep: Class 19 contains 571 members Entering Unmasked Estep ConsiderDeletion Score: -55436572.000000 Penalty: 61323.093750 Iteration 118Q: 20 clusters Score -5.543657e+07 nChanged 789 Entering ConstructFrom: Score: -55436572.000000 Penalty: 61323.093750 Entering ConstructFrom: Trying to split cluster 1 (53314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53314 members Entering Unmasked Estep Score: -6808900.500000 Penalty: 2699.220703 Iteration 0F: 2 clusters Score -6808900 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26653 members Mstep: Class 2 contains 26661 members Entering Unmasked Estep Score: -6773188.000000 Penalty: 5398.441406 Iteration 0F: 3 clusters Score -6773188 nChanged 24701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27170 members Mstep: Class 2 contains 26144 members Entering Unmasked Estep Score: -6787069.000000 Penalty: 5398.441406 Iteration 1F: 3 clusters Score -6787069 nChanged 2496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27768 members Mstep: Class 2 contains 25546 members Entering Unmasked Estep Score: -6788178.000000 Penalty: 5398.441406 Iteration 2Q: 3 clusters Score -6788178 nChanged 2741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28763 members Mstep: Class 2 contains 24551 members Entering Unmasked Estep Score: -6789432.000000 Penalty: 5398.441406 Iteration 3F: 3 clusters Score -6789432 nChanged 3043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30354 members Mstep: Class 2 contains 22960 members Entering Unmasked Estep Score: -6790811.500000 Penalty: 5398.441406 Iteration 4F: 3 clusters Score -6790812 nChanged 3238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32568 members Mstep: Class 2 contains 20746 members Entering Unmasked Estep Score: -6792543.000000 Penalty: 5398.441406 Iteration 5F: 3 clusters Score -6792543 nChanged 3481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35493 members Mstep: Class 2 contains 17821 members Entering Unmasked Estep Score: -6794735.500000 Penalty: 5398.441406 Iteration 6F: 3 clusters Score -6794736 nChanged 3647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38846 members Mstep: Class 2 contains 14468 members Entering Unmasked Estep Score: -6797498.000000 Penalty: 5398.441406 Iteration 7F: 3 clusters Score -6797498 nChanged 3403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42163 members Mstep: Class 2 contains 11151 members Entering Unmasked Estep Score: -6800582.500000 Penalty: 5398.441406 Iteration 8F: 3 clusters Score -6800582 nChanged 2789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44900 members Mstep: Class 2 contains 8414 members Entering Unmasked Estep Score: -6803392.000000 Penalty: 5398.441406 Iteration 9F: 3 clusters Score -6803392 nChanged 1870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46740 members Mstep: Class 2 contains 6574 members Entering Unmasked Estep Score: -6805197.000000 Penalty: 5398.441406 Iteration 10Q: 3 clusters Score -6805197 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47931 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -6806168.500000 Penalty: 5398.441406 Iteration 11Q: 3 clusters Score -6806168 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48788 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -6806794.500000 Penalty: 5398.441406 Iteration 12Q: 3 clusters Score -6806794 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49404 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -6807208.000000 Penalty: 5398.441406 Iteration 13Q: 3 clusters Score -6807208 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49838 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -6807441.000000 Penalty: 5398.441406 Iteration 14Q: 3 clusters Score -6807441 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50149 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -6807615.500000 Penalty: 5398.441406 Iteration 15Q: 3 clusters Score -6807616 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50387 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -6807715.500000 Penalty: 5398.441406 Iteration 16Q: 3 clusters Score -6807716 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50586 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -6807797.000000 Penalty: 5398.441406 Iteration 17Q: 3 clusters Score -6807797 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50732 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -6807820.000000 Penalty: 5398.441406 Iteration 18Q: 3 clusters Score -6807820 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50840 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -6807837.500000 Penalty: 5398.441406 Iteration 19Q: 3 clusters Score -6807838 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50923 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -6807848.500000 Penalty: 5398.441406 Iteration 20F: 3 clusters Score -6807848 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50983 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -6807885.000000 Penalty: 5398.441406 Iteration 21Q: 3 clusters Score -6807885 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51029 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -6807884.500000 Penalty: 5398.441406 Iteration 22Q: 3 clusters Score -6807884 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51065 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -6807885.500000 Penalty: 5398.441406 Iteration 23Q: 3 clusters Score -6807886 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51094 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -6807890.500000 Penalty: 5398.441406 Iteration 24Q: 3 clusters Score -6807890 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51117 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -6807894.500000 Penalty: 5398.441406 Iteration 25Q: 3 clusters Score -6807894 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51136 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -6807895.000000 Penalty: 5398.441406 Iteration 26Q: 3 clusters Score -6807895 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51157 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -6807918.000000 Penalty: 5398.441406 Iteration 27Q: 3 clusters Score -6807918 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51179 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -6807921.000000 Penalty: 5398.441406 Iteration 28Q: 3 clusters Score -6807921 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51192 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -6807916.000000 Penalty: 5398.441406 Iteration 29Q: 3 clusters Score -6807916 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51204 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -6807920.000000 Penalty: 5398.441406 Iteration 30Q: 3 clusters Score -6807920 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51218 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -6807924.000000 Penalty: 5398.441406 Iteration 31Q: 3 clusters Score -6807924 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51227 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -6807931.500000 Penalty: 5398.441406 Iteration 32Q: 3 clusters Score -6807932 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51234 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -6807932.500000 Penalty: 5398.441406 Iteration 33Q: 3 clusters Score -6807932 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51237 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -6807932.500000 Penalty: 5398.441406 Iteration 34Q: 3 clusters Score -6807932 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51238 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -6807938.000000 Penalty: 5398.441406 Iteration 35Q: 3 clusters Score -6807938 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51243 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -6807930.500000 Penalty: 5398.441406 Iteration 36Q: 3 clusters Score -6807930 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51246 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -6807936.500000 Penalty: 5398.441406 Iteration 37Q: 3 clusters Score -6807936 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51247 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -6807937.500000 Penalty: 5398.441406 Iteration 38Q: 3 clusters Score -6807938 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51250 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -6807935.000000 Penalty: 5398.441406 Iteration 39Q: 3 clusters Score -6807935 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51251 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -6807933.000000 Penalty: 5398.441406 Iteration 40F: 3 clusters Score -6807933 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51253 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -6807940.500000 Penalty: 5398.441406 Iteration 41Q: 3 clusters Score -6807940 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51256 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -6807937.500000 Penalty: 5398.441406 Iteration 42Q: 3 clusters Score -6807938 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51257 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -6807935.000000 Penalty: 5398.441406 Iteration 43Q: 3 clusters Score -6807935 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51257 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -6807935.000000 Penalty: 5398.441406 Iteration 44F: 3 clusters Score -6807935 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2718 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Entering Unmasked Estep Score: -323056.062500 Penalty: 1961.097534 Iteration 0F: 2 clusters Score -323056.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -319934.687500 Penalty: 3922.195068 Iteration 0F: 3 clusters Score -319934.7 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -320524.000000 Penalty: 3922.195068 Iteration 1F: 3 clusters Score -320524 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -320708.031250 Penalty: 3922.195068 Iteration 2F: 3 clusters Score -320708 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -320830.250000 Penalty: 3922.195068 Iteration 3Q: 3 clusters Score -320830.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -320952.218750 Penalty: 3922.195068 Iteration 4Q: 3 clusters Score -320952.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -321046.281250 Penalty: 3922.195068 Iteration 5Q: 3 clusters Score -321046.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -321130.531250 Penalty: 3922.195068 Iteration 6Q: 3 clusters Score -321130.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -321229.031250 Penalty: 3922.195068 Iteration 7Q: 3 clusters Score -321229 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -321314.843750 Penalty: 3922.195068 Iteration 8Q: 3 clusters Score -321314.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -321393.562500 Penalty: 3922.195068 Iteration 9Q: 3 clusters Score -321393.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -321450.375000 Penalty: 3922.195068 Iteration 10Q: 3 clusters Score -321450.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -321500.062500 Penalty: 3922.195068 Iteration 11Q: 3 clusters Score -321500.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -321538.281250 Penalty: 3922.195068 Iteration 12Q: 3 clusters Score -321538.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -321566.343750 Penalty: 3922.195068 Iteration 13Q: 3 clusters Score -321566.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -321585.250000 Penalty: 3922.195068 Iteration 14Q: 3 clusters Score -321585.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -321603.250000 Penalty: 3922.195068 Iteration 15Q: 3 clusters Score -321603.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -321624.125000 Penalty: 3922.195068 Iteration 16Q: 3 clusters Score -321624.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -321639.156250 Penalty: 3922.195068 Iteration 17Q: 3 clusters Score -321639.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -321652.187500 Penalty: 3922.195068 Iteration 18Q: 3 clusters Score -321652.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -321667.031250 Penalty: 3922.195068 Iteration 19Q: 3 clusters Score -321667 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -321674.687500 Penalty: 3922.195068 Iteration 20F: 3 clusters Score -321674.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -321680.687500 Penalty: 3922.195068 Iteration 21Q: 3 clusters Score -321680.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -321687.750000 Penalty: 3922.195068 Iteration 22Q: 3 clusters Score -321687.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -321692.531250 Penalty: 3922.195068 Iteration 23Q: 3 clusters Score -321692.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -321698.156250 Penalty: 3922.195068 Iteration 24Q: 3 clusters Score -321698.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -321704.062500 Penalty: 3922.195068 Iteration 25Q: 3 clusters Score -321704.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -321709.875000 Penalty: 3922.195068 Iteration 26Q: 3 clusters Score -321709.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -321712.937500 Penalty: 3922.195068 Iteration 27Q: 3 clusters Score -321712.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -321717.500000 Penalty: 3922.195068 Iteration 28Q: 3 clusters Score -321717.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -321724.375000 Penalty: 3922.195068 Iteration 29Q: 3 clusters Score -321724.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -321734.031250 Penalty: 3922.195068 Iteration 30Q: 3 clusters Score -321734 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -321741.656250 Penalty: 3922.195068 Iteration 31Q: 3 clusters Score -321741.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -321749.687500 Penalty: 3922.195068 Iteration 32Q: 3 clusters Score -321749.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -321757.468750 Penalty: 3922.195068 Iteration 33Q: 3 clusters Score -321757.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -321764.843750 Penalty: 3922.195068 Iteration 34Q: 3 clusters Score -321764.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -321769.750000 Penalty: 3922.195068 Iteration 35Q: 3 clusters Score -321769.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -321775.031250 Penalty: 3922.195068 Iteration 36Q: 3 clusters Score -321775 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -321781.906250 Penalty: 3922.195068 Iteration 37Q: 3 clusters Score -321781.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -321787.906250 Penalty: 3922.195068 Iteration 38Q: 3 clusters Score -321787.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -321793.375000 Penalty: 3922.195068 Iteration 39Q: 3 clusters Score -321793.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -321801.843750 Penalty: 3922.195068 Iteration 40F: 3 clusters Score -321801.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -321810.812500 Penalty: 3922.195068 Iteration 41Q: 3 clusters Score -321810.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -321819.218750 Penalty: 3922.195068 Iteration 42Q: 3 clusters Score -321819.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -321826.781250 Penalty: 3922.195068 Iteration 43Q: 3 clusters Score -321826.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -321831.718750 Penalty: 3922.195068 Iteration 44Q: 3 clusters Score -321831.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -321837.750000 Penalty: 3922.195068 Iteration 45Q: 3 clusters Score -321837.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -321838.781250 Penalty: 3922.195068 Iteration 46Q: 3 clusters Score -321838.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -321842.218750 Penalty: 3922.195068 Iteration 47Q: 3 clusters Score -321842.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -321845.000000 Penalty: 3922.195068 Iteration 48Q: 3 clusters Score -321845 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -321851.531250 Penalty: 3922.195068 Iteration 49Q: 3 clusters Score -321851.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -321856.843750 Penalty: 3922.195068 Iteration 50Q: 3 clusters Score -321856.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -321862.718750 Penalty: 3922.195068 Iteration 51Q: 3 clusters Score -321862.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -321868.968750 Penalty: 3922.195068 Iteration 52Q: 3 clusters Score -321869 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -321875.781250 Penalty: 3922.195068 Iteration 53Q: 3 clusters Score -321875.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -321878.593750 Penalty: 3922.195068 Iteration 54Q: 3 clusters Score -321878.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -321884.250000 Penalty: 3922.195068 Iteration 55Q: 3 clusters Score -321884.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -321888.906250 Penalty: 3922.195068 Iteration 56Q: 3 clusters Score -321888.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -321900.437500 Penalty: 3922.195068 Iteration 57Q: 3 clusters Score -321900.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -321909.562500 Penalty: 3922.195068 Iteration 58Q: 3 clusters Score -321909.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -321916.468750 Penalty: 3922.195068 Iteration 59Q: 3 clusters Score -321916.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -321920.531250 Penalty: 3922.195068 Iteration 60F: 3 clusters Score -321920.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -321922.406250 Penalty: 3922.195068 Iteration 61Q: 3 clusters Score -321922.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -321923.875000 Penalty: 3922.195068 Iteration 62Q: 3 clusters Score -321923.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -321923.875000 Penalty: 3922.195068 Iteration 63F: 3 clusters Score -321923.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (19591 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19591 members Entering Unmasked Estep Score: -2492364.750000 Penalty: 2450.940918 Iteration 0F: 2 clusters Score -2492365 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9779 members Mstep: Class 2 contains 9812 members Entering Unmasked Estep Score: -2478617.250000 Penalty: 4901.881836 Iteration 0F: 3 clusters Score -2478617 nChanged 8557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9602 members Mstep: Class 2 contains 9989 members Entering Unmasked Estep Score: -2483144.250000 Penalty: 4901.881836 Iteration 1F: 3 clusters Score -2483144 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9472 members Mstep: Class 2 contains 10119 members Entering Unmasked Estep Score: -2483596.250000 Penalty: 4901.881836 Iteration 2F: 3 clusters Score -2483596 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9269 members Mstep: Class 2 contains 10322 members Entering Unmasked Estep Score: -2484060.750000 Penalty: 4901.881836 Iteration 3F: 3 clusters Score -2484061 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9010 members Mstep: Class 2 contains 10581 members Entering Unmasked Estep Score: -2484578.500000 Penalty: 4901.881836 Iteration 4F: 3 clusters Score -2484578 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8688 members Mstep: Class 2 contains 10903 members Entering Unmasked Estep Score: -2485188.250000 Penalty: 4901.881836 Iteration 5F: 3 clusters Score -2485188 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8285 members Mstep: Class 2 contains 11306 members Entering Unmasked Estep Score: -2485978.250000 Penalty: 4901.881836 Iteration 6F: 3 clusters Score -2485978 nChanged 1183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7846 members Mstep: Class 2 contains 11745 members Entering Unmasked Estep Score: -2486976.500000 Penalty: 4901.881836 Iteration 7F: 3 clusters Score -2486976 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7523 members Mstep: Class 2 contains 12068 members Entering Unmasked Estep Score: -2488078.000000 Penalty: 4901.881836 Iteration 8F: 3 clusters Score -2488078 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7339 members Mstep: Class 2 contains 12252 members Entering Unmasked Estep Score: -2489216.000000 Penalty: 4901.881836 Iteration 9F: 3 clusters Score -2489216 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7268 members Mstep: Class 2 contains 12323 members Entering Unmasked Estep Score: -2489995.250000 Penalty: 4901.881836 Iteration 10Q: 3 clusters Score -2489995 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7253 members Mstep: Class 2 contains 12338 members Entering Unmasked Estep Score: -2490443.000000 Penalty: 4901.881836 Iteration 11Q: 3 clusters Score -2490443 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7259 members Mstep: Class 2 contains 12332 members Entering Unmasked Estep Score: -2490668.000000 Penalty: 4901.881836 Iteration 12Q: 3 clusters Score -2490668 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7270 members Mstep: Class 2 contains 12321 members Entering Unmasked Estep Score: -2490781.500000 Penalty: 4901.881836 Iteration 13Q: 3 clusters Score -2490782 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7271 members Mstep: Class 2 contains 12320 members Entering Unmasked Estep Score: -2490865.000000 Penalty: 4901.881836 Iteration 14Q: 3 clusters Score -2490865 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7238 members Mstep: Class 2 contains 12353 members Entering Unmasked Estep Score: -2490907.500000 Penalty: 4901.881836 Iteration 15Q: 3 clusters Score -2490908 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7220 members Mstep: Class 2 contains 12371 members Entering Unmasked Estep Score: -2490942.000000 Penalty: 4901.881836 Iteration 16Q: 3 clusters Score -2490942 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7199 members Mstep: Class 2 contains 12392 members Entering Unmasked Estep Score: -2490957.750000 Penalty: 4901.881836 Iteration 17Q: 3 clusters Score -2490958 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7178 members Mstep: Class 2 contains 12413 members Entering Unmasked Estep Score: -2490972.000000 Penalty: 4901.881836 Iteration 18Q: 3 clusters Score -2490972 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7147 members Mstep: Class 2 contains 12444 members Entering Unmasked Estep Score: -2490979.250000 Penalty: 4901.881836 Iteration 19Q: 3 clusters Score -2490979 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7118 members Mstep: Class 2 contains 12473 members Entering Unmasked Estep Score: -2490998.000000 Penalty: 4901.881836 Iteration 20F: 3 clusters Score -2490998 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7095 members Mstep: Class 2 contains 12496 members Entering Unmasked Estep Score: -2491004.500000 Penalty: 4901.881836 Iteration 21Q: 3 clusters Score -2491004 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7074 members Mstep: Class 2 contains 12517 members Entering Unmasked Estep Score: -2491011.750000 Penalty: 4901.881836 Iteration 22Q: 3 clusters Score -2491012 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7053 members Mstep: Class 2 contains 12538 members Entering Unmasked Estep Score: -2491017.500000 Penalty: 4901.881836 Iteration 23Q: 3 clusters Score -2491018 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7030 members Mstep: Class 2 contains 12561 members Entering Unmasked Estep Score: -2491018.250000 Penalty: 4901.881836 Iteration 24Q: 3 clusters Score -2491018 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 12585 members Entering Unmasked Estep Score: -2491020.750000 Penalty: 4901.881836 Iteration 25Q: 3 clusters Score -2491021 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6982 members Mstep: Class 2 contains 12609 members Entering Unmasked Estep Score: -2491029.250000 Penalty: 4901.881836 Iteration 26Q: 3 clusters Score -2491029 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6970 members Mstep: Class 2 contains 12621 members Entering Unmasked Estep Score: -2491037.500000 Penalty: 4901.881836 Iteration 27Q: 3 clusters Score -2491038 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6958 members Mstep: Class 2 contains 12633 members Entering Unmasked Estep Score: -2491039.750000 Penalty: 4901.881836 Iteration 28Q: 3 clusters Score -2491040 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6942 members Mstep: Class 2 contains 12649 members Entering Unmasked Estep Score: -2491034.750000 Penalty: 4901.881836 Iteration 29Q: 3 clusters Score -2491035 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6925 members Mstep: Class 2 contains 12666 members Entering Unmasked Estep Score: -2491043.250000 Penalty: 4901.881836 Iteration 30Q: 3 clusters Score -2491043 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6901 members Mstep: Class 2 contains 12690 members Entering Unmasked Estep Score: -2491044.750000 Penalty: 4901.881836 Iteration 31Q: 3 clusters Score -2491045 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6882 members Mstep: Class 2 contains 12709 members Entering Unmasked Estep Score: -2491044.250000 Penalty: 4901.881836 Iteration 32Q: 3 clusters Score -2491044 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6867 members Mstep: Class 2 contains 12724 members Entering Unmasked Estep Score: -2491055.500000 Penalty: 4901.881836 Iteration 33Q: 3 clusters Score -2491056 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6852 members Mstep: Class 2 contains 12739 members Entering Unmasked Estep Score: -2491045.750000 Penalty: 4901.881836 Iteration 34Q: 3 clusters Score -2491046 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6838 members Mstep: Class 2 contains 12753 members Entering Unmasked Estep Score: -2491052.000000 Penalty: 4901.881836 Iteration 35Q: 3 clusters Score -2491052 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6828 members Mstep: Class 2 contains 12763 members Entering Unmasked Estep Score: -2491055.500000 Penalty: 4901.881836 Iteration 36Q: 3 clusters Score -2491056 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 12776 members Entering Unmasked Estep Score: -2491057.500000 Penalty: 4901.881836 Iteration 37Q: 3 clusters Score -2491058 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6802 members Mstep: Class 2 contains 12789 members Entering Unmasked Estep Score: -2491052.250000 Penalty: 4901.881836 Iteration 38Q: 3 clusters Score -2491052 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6788 members Mstep: Class 2 contains 12803 members Entering Unmasked Estep Score: -2491051.000000 Penalty: 4901.881836 Iteration 39Q: 3 clusters Score -2491051 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6775 members Mstep: Class 2 contains 12816 members Entering Unmasked Estep Score: -2491054.500000 Penalty: 4901.881836 Iteration 40F: 3 clusters Score -2491054 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 12824 members Entering Unmasked Estep Score: -2491055.250000 Penalty: 4901.881836 Iteration 41Q: 3 clusters Score -2491055 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6763 members Mstep: Class 2 contains 12828 members Entering Unmasked Estep Score: -2491054.500000 Penalty: 4901.881836 Iteration 42Q: 3 clusters Score -2491054 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6756 members Mstep: Class 2 contains 12835 members Entering Unmasked Estep Score: -2491054.500000 Penalty: 4901.881836 Iteration 43Q: 3 clusters Score -2491054 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6746 members Mstep: Class 2 contains 12845 members Entering Unmasked Estep Score: -2491052.250000 Penalty: 4901.881836 Iteration 44Q: 3 clusters Score -2491052 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6739 members Mstep: Class 2 contains 12852 members Entering Unmasked Estep Score: -2491055.500000 Penalty: 4901.881836 Iteration 45Q: 3 clusters Score -2491056 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6736 members Mstep: Class 2 contains 12855 members Entering Unmasked Estep Score: -2491057.250000 Penalty: 4901.881836 Iteration 46Q: 3 clusters Score -2491057 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6735 members Mstep: Class 2 contains 12856 members Entering Unmasked Estep Score: -2491055.500000 Penalty: 4901.881836 Iteration 47Q: 3 clusters Score -2491056 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6730 members Mstep: Class 2 contains 12861 members Entering Unmasked Estep Score: -2491060.500000 Penalty: 4901.881836 Iteration 48Q: 3 clusters Score -2491060 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6724 members Mstep: Class 2 contains 12867 members Entering Unmasked Estep Score: -2491060.000000 Penalty: 4901.881836 Iteration 49Q: 3 clusters Score -2491060 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6721 members Mstep: Class 2 contains 12870 members Entering Unmasked Estep Score: -2491065.250000 Penalty: 4901.881836 Iteration 50Q: 3 clusters Score -2491065 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6718 members Mstep: Class 2 contains 12873 members Entering Unmasked Estep Score: -2491063.750000 Penalty: 4901.881836 Iteration 51Q: 3 clusters Score -2491064 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6716 members Mstep: Class 2 contains 12875 members Entering Unmasked Estep Score: -2491064.750000 Penalty: 4901.881836 Iteration 52Q: 3 clusters Score -2491065 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6715 members Mstep: Class 2 contains 12876 members Entering Unmasked Estep Score: -2491063.000000 Penalty: 4901.881836 Iteration 53Q: 3 clusters Score -2491063 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 12877 members Entering Unmasked Estep Score: -2491064.250000 Penalty: 4901.881836 Iteration 54Q: 3 clusters Score -2491064 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6713 members Mstep: Class 2 contains 12878 members Entering Unmasked Estep Score: -2491060.250000 Penalty: 4901.881836 Iteration 55Q: 3 clusters Score -2491060 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6713 members Mstep: Class 2 contains 12878 members Entering Unmasked Estep Score: -2491060.250000 Penalty: 4901.881836 Iteration 56F: 3 clusters Score -2491060 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2309 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Entering Unmasked Estep Score: -269568.218750 Penalty: 1920.653320 Iteration 0F: 2 clusters Score -269568.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -266761.875000 Penalty: 3841.306641 Iteration 0F: 3 clusters Score -266761.9 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -267347.656250 Penalty: 3841.306641 Iteration 1F: 3 clusters Score -267347.7 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -267474.812500 Penalty: 3841.306641 Iteration 2F: 3 clusters Score -267474.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -267540.531250 Penalty: 3841.306641 Iteration 3Q: 3 clusters Score -267540.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -267570.375000 Penalty: 3841.306641 Iteration 4Q: 3 clusters Score -267570.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -267597.187500 Penalty: 3841.306641 Iteration 5Q: 3 clusters Score -267597.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -267621.656250 Penalty: 3841.306641 Iteration 6Q: 3 clusters Score -267621.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -267632.000000 Penalty: 3841.306641 Iteration 7Q: 3 clusters Score -267632 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -267638.500000 Penalty: 3841.306641 Iteration 8Q: 3 clusters Score -267638.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -267647.906250 Penalty: 3841.306641 Iteration 9Q: 3 clusters Score -267647.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -267659.625000 Penalty: 3841.306641 Iteration 10Q: 3 clusters Score -267659.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -267671.062500 Penalty: 3841.306641 Iteration 11Q: 3 clusters Score -267671.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -267683.625000 Penalty: 3841.306641 Iteration 12Q: 3 clusters Score -267683.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -267694.000000 Penalty: 3841.306641 Iteration 13Q: 3 clusters Score -267694 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -267701.375000 Penalty: 3841.306641 Iteration 14Q: 3 clusters Score -267701.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -267706.593750 Penalty: 3841.306641 Iteration 15Q: 3 clusters Score -267706.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -267715.468750 Penalty: 3841.306641 Iteration 16Q: 3 clusters Score -267715.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -267725.062500 Penalty: 3841.306641 Iteration 17Q: 3 clusters Score -267725.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -267732.625000 Penalty: 3841.306641 Iteration 18Q: 3 clusters Score -267732.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -267742.531250 Penalty: 3841.306641 Iteration 19Q: 3 clusters Score -267742.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -267747.812500 Penalty: 3841.306641 Iteration 20F: 3 clusters Score -267747.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -267751.093750 Penalty: 3841.306641 Iteration 21Q: 3 clusters Score -267751.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -267754.250000 Penalty: 3841.306641 Iteration 22Q: 3 clusters Score -267754.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -267756.625000 Penalty: 3841.306641 Iteration 23Q: 3 clusters Score -267756.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -267758.562500 Penalty: 3841.306641 Iteration 24Q: 3 clusters Score -267758.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -267760.343750 Penalty: 3841.306641 Iteration 25Q: 3 clusters Score -267760.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -267764.625000 Penalty: 3841.306641 Iteration 26Q: 3 clusters Score -267764.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -267767.812500 Penalty: 3841.306641 Iteration 27Q: 3 clusters Score -267767.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -267769.843750 Penalty: 3841.306641 Iteration 28Q: 3 clusters Score -267769.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -267771.406250 Penalty: 3841.306641 Iteration 29Q: 3 clusters Score -267771.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -267772.656250 Penalty: 3841.306641 Iteration 30Q: 3 clusters Score -267772.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -267772.937500 Penalty: 3841.306641 Iteration 31Q: 3 clusters Score -267772.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -267774.093750 Penalty: 3841.306641 Iteration 32Q: 3 clusters Score -267774.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -267774.562500 Penalty: 3841.306641 Iteration 33Q: 3 clusters Score -267774.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -267776.718750 Penalty: 3841.306641 Iteration 34Q: 3 clusters Score -267776.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -267778.875000 Penalty: 3841.306641 Iteration 35Q: 3 clusters Score -267778.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -267779.843750 Penalty: 3841.306641 Iteration 36Q: 3 clusters Score -267779.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -267780.968750 Penalty: 3841.306641 Iteration 37Q: 3 clusters Score -267781 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -267783.281250 Penalty: 3841.306641 Iteration 38Q: 3 clusters Score -267783.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -267794.906250 Penalty: 3841.306641 Iteration 39Q: 3 clusters Score -267794.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -267819.562500 Penalty: 3841.306641 Iteration 40F: 3 clusters Score -267819.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -267836.031250 Penalty: 3841.306641 Iteration 41Q: 3 clusters Score -267836 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -267851.187500 Penalty: 3841.306641 Iteration 42Q: 3 clusters Score -267851.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -267861.968750 Penalty: 3841.306641 Iteration 43Q: 3 clusters Score -267862 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -267881.093750 Penalty: 3841.306641 Iteration 44Q: 3 clusters Score -267881.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -267894.343750 Penalty: 3841.306641 Iteration 45Q: 3 clusters Score -267894.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -267913.656250 Penalty: 3841.306641 Iteration 46Q: 3 clusters Score -267913.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -267957.781250 Penalty: 3841.306641 Iteration 47Q: 3 clusters Score -267957.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -267998.093750 Penalty: 3841.306641 Iteration 48Q: 3 clusters Score -267998.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -268041.968750 Penalty: 3841.306641 Iteration 49Q: 3 clusters Score -268042 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -268087.312500 Penalty: 3841.306641 Iteration 50Q: 3 clusters Score -268087.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -268146.656250 Penalty: 3841.306641 Iteration 51Q: 3 clusters Score -268146.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -268184.843750 Penalty: 3841.306641 Iteration 52Q: 3 clusters Score -268184.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -268230.000000 Penalty: 3841.306641 Iteration 53Q: 3 clusters Score -268230 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -268271.562500 Penalty: 3841.306641 Iteration 54Q: 3 clusters Score -268271.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -268321.500000 Penalty: 3841.306641 Iteration 55Q: 3 clusters Score -268321.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -268362.375000 Penalty: 3841.306641 Iteration 56Q: 3 clusters Score -268362.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -268392.656250 Penalty: 3841.306641 Iteration 57Q: 3 clusters Score -268392.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -268418.968750 Penalty: 3841.306641 Iteration 58Q: 3 clusters Score -268419 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -268437.406250 Penalty: 3841.306641 Iteration 59Q: 3 clusters Score -268437.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -268443.906250 Penalty: 3841.306641 Iteration 60F: 3 clusters Score -268443.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -268450.937500 Penalty: 3841.306641 Iteration 61Q: 3 clusters Score -268450.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -268457.812500 Penalty: 3841.306641 Iteration 62Q: 3 clusters Score -268457.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -268462.750000 Penalty: 3841.306641 Iteration 63Q: 3 clusters Score -268462.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -268464.281250 Penalty: 3841.306641 Iteration 64Q: 3 clusters Score -268464.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -268465.156250 Penalty: 3841.306641 Iteration 65Q: 3 clusters Score -268465.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -268465.500000 Penalty: 3841.306641 Iteration 66Q: 3 clusters Score -268465.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -268465.500000 Penalty: 3841.306641 Iteration 67F: 3 clusters Score -268465.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (977 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Entering Unmasked Estep Score: -101534.648438 Penalty: 1707.352661 Iteration 0F: 2 clusters Score -101534.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -99640.429688 Penalty: 3414.705322 Iteration 0F: 3 clusters Score -99640.43 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -100055.281250 Penalty: 3414.705322 Iteration 1F: 3 clusters Score -100055.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -100246.742188 Penalty: 3414.705322 Iteration 2F: 3 clusters Score -100246.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -100385.921875 Penalty: 3414.705322 Iteration 3F: 3 clusters Score -100385.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -100495.828125 Penalty: 3414.705322 Iteration 4Q: 3 clusters Score -100495.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -100627.414062 Penalty: 3414.705322 Iteration 5Q: 3 clusters Score -100627.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -100737.687500 Penalty: 3414.705322 Iteration 6Q: 3 clusters Score -100737.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -100865.890625 Penalty: 3414.705322 Iteration 7Q: 3 clusters Score -100865.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -101002.429688 Penalty: 3414.705322 Iteration 8Q: 3 clusters Score -101002.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -101118.890625 Penalty: 3414.705322 Iteration 9Q: 3 clusters Score -101118.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -101272.367188 Penalty: 3414.705322 Iteration 10Q: 3 clusters Score -101272.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -101496.070312 Penalty: 3414.705322 Iteration 11Q: 3 clusters Score -101496.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -101777.117188 Penalty: 3414.705322 Iteration 12Q: 3 clusters Score -101777.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -101975.539062 Penalty: 3414.705322 Iteration 13Q: 3 clusters Score -101975.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -102776.109375 Penalty: 3414.705322 Iteration 14Q: 3 clusters Score -102776.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -102886.867188 Penalty: 3414.705322 Iteration 15Q: 3 clusters Score -102886.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -103006.453125 Penalty: 3414.705322 Iteration 16Q: 3 clusters Score -103006.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -103122.703125 Penalty: 3414.705322 Iteration 17Q: 3 clusters Score -103122.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -103158.843750 Penalty: 3414.705322 Iteration 18Q: 3 clusters Score -103158.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -103189.179688 Penalty: 3414.705322 Iteration 19Q: 3 clusters Score -103189.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -103219.835938 Penalty: 3414.705322 Iteration 20F: 3 clusters Score -103219.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -103248.757812 Penalty: 3414.705322 Iteration 21Q: 3 clusters Score -103248.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -103271.906250 Penalty: 3414.705322 Iteration 22Q: 3 clusters Score -103271.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -103297.546875 Penalty: 3414.705322 Iteration 23Q: 3 clusters Score -103297.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -103350.359375 Penalty: 3414.705322 Iteration 24Q: 3 clusters Score -103350.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -103427.929688 Penalty: 3414.705322 Iteration 25Q: 3 clusters Score -103427.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -103435.773438 Penalty: 3414.705322 Iteration 26Q: 3 clusters Score -103435.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -103455.515625 Penalty: 3414.705322 Iteration 27F: 3 clusters Score -103455.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -103549.226562 Penalty: 3414.705322 Iteration 28Q: 3 clusters Score -103549.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -103722.171875 Penalty: 3414.705322 Iteration 29Q: 3 clusters Score -103722.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -103722.171875 Penalty: 3414.705322 Iteration 30F: 3 clusters Score -103722.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 53314 members Mstep: Class 2 contains 2718 members Mstep: Class 3 contains 19591 members Mstep: Class 4 contains 2309 members Mstep: Class 5 contains 349 members Mstep: Class 6 contains 242309 members Mstep: Class 7 contains 64849 members Mstep: Class 8 contains 6666 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 24145 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5366 members Mstep: Class 13 contains 368 members Mstep: Class 14 contains 3419 members Mstep: Class 15 contains 10153 members Mstep: Class 16 contains 9693 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 651 members Mstep: Class 19 contains 571 members Mstep: Class 20 contains 628 members Entering Unmasked Estep Score: -55437280.000000 Penalty: 64550.628906 Splitting cluster 5 changes total score from -55436572.000000 to -55437280.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 6 (242309 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242309 members Entering Unmasked Estep Score: -30225780.000000 Penalty: 3074.696289 Iteration 0F: 2 clusters Score -3.022578e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121320 members Mstep: Class 2 contains 120989 members Entering Unmasked Estep Score: -30069772.000000 Penalty: 6149.392578 Iteration 0F: 3 clusters Score -3.006977e+07 nChanged 116853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124773 members Mstep: Class 2 contains 117536 members Entering Unmasked Estep Score: -30138082.000000 Penalty: 6149.392578 Iteration 1F: 3 clusters Score -3.013808e+07 nChanged 7625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127118 members Mstep: Class 2 contains 115191 members Entering Unmasked Estep Score: -30140246.000000 Penalty: 6149.392578 Iteration 2Q: 3 clusters Score -3.014025e+07 nChanged 8863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130915 members Mstep: Class 2 contains 111394 members Entering Unmasked Estep Score: -30143510.000000 Penalty: 6149.392578 Iteration 3Q: 3 clusters Score -3.014351e+07 nChanged 10452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136539 members Mstep: Class 2 contains 105770 members Entering Unmasked Estep Score: -30148246.000000 Penalty: 6149.392578 Iteration 4Q: 3 clusters Score -3.014825e+07 nChanged 12545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144520 members Mstep: Class 2 contains 97789 members Entering Unmasked Estep Score: -30154768.000000 Penalty: 6149.392578 Iteration 5F: 3 clusters Score -3.015477e+07 nChanged 14835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155155 members Mstep: Class 2 contains 87154 members Entering Unmasked Estep Score: -30164986.000000 Penalty: 6149.392578 Iteration 6F: 3 clusters Score -3.016499e+07 nChanged 16380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167629 members Mstep: Class 2 contains 74680 members Entering Unmasked Estep Score: -30178940.000000 Penalty: 6149.392578 Iteration 7F: 3 clusters Score -3.017894e+07 nChanged 15928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179495 members Mstep: Class 2 contains 62814 members Entering Unmasked Estep Score: -30192524.000000 Penalty: 6149.392578 Iteration 8F: 3 clusters Score -3.019252e+07 nChanged 13025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188718 members Mstep: Class 2 contains 53591 members Entering Unmasked Estep Score: -30202168.000000 Penalty: 6149.392578 Iteration 9F: 3 clusters Score -3.020217e+07 nChanged 9473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195857 members Mstep: Class 2 contains 46452 members Entering Unmasked Estep Score: -30207924.000000 Penalty: 6149.392578 Iteration 10Q: 3 clusters Score -3.020792e+07 nChanged 6814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201795 members Mstep: Class 2 contains 40514 members Entering Unmasked Estep Score: -30211468.000000 Penalty: 6149.392578 Iteration 11Q: 3 clusters Score -3.021147e+07 nChanged 5502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206995 members Mstep: Class 2 contains 35314 members Entering Unmasked Estep Score: -30214022.000000 Penalty: 6149.392578 Iteration 12Q: 3 clusters Score -3.021402e+07 nChanged 4785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211626 members Mstep: Class 2 contains 30683 members Entering Unmasked Estep Score: -30216414.000000 Penalty: 6149.392578 Iteration 13Q: 3 clusters Score -3.021641e+07 nChanged 4166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215696 members Mstep: Class 2 contains 26613 members Entering Unmasked Estep Score: -30218246.000000 Penalty: 6149.392578 Iteration 14Q: 3 clusters Score -3.021825e+07 nChanged 3652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219256 members Mstep: Class 2 contains 23053 members Entering Unmasked Estep Score: -30220000.000000 Penalty: 6149.392578 Iteration 15Q: 3 clusters Score -3.022e+07 nChanged 3175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222379 members Mstep: Class 2 contains 19930 members Entering Unmasked Estep Score: -30221298.000000 Penalty: 6149.392578 Iteration 16Q: 3 clusters Score -3.02213e+07 nChanged 2689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225010 members Mstep: Class 2 contains 17299 members Entering Unmasked Estep Score: -30222210.000000 Penalty: 6149.392578 Iteration 17Q: 3 clusters Score -3.022221e+07 nChanged 2200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227162 members Mstep: Class 2 contains 15147 members Entering Unmasked Estep Score: -30222850.000000 Penalty: 6149.392578 Iteration 18Q: 3 clusters Score -3.022285e+07 nChanged 1795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228915 members Mstep: Class 2 contains 13394 members Entering Unmasked Estep Score: -30223292.000000 Penalty: 6149.392578 Iteration 19Q: 3 clusters Score -3.022329e+07 nChanged 1443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230330 members Mstep: Class 2 contains 11979 members Entering Unmasked Estep Score: -30223682.000000 Penalty: 6149.392578 Iteration 20F: 3 clusters Score -3.022368e+07 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231546 members Mstep: Class 2 contains 10763 members Entering Unmasked Estep Score: -30223956.000000 Penalty: 6149.392578 Iteration 21Q: 3 clusters Score -3.022396e+07 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232572 members Mstep: Class 2 contains 9737 members Entering Unmasked Estep Score: -30224240.000000 Penalty: 6149.392578 Iteration 22Q: 3 clusters Score -3.022424e+07 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233415 members Mstep: Class 2 contains 8894 members Entering Unmasked Estep Score: -30224406.000000 Penalty: 6149.392578 Iteration 23Q: 3 clusters Score -3.022441e+07 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234112 members Mstep: Class 2 contains 8197 members Entering Unmasked Estep Score: -30224542.000000 Penalty: 6149.392578 Iteration 24Q: 3 clusters Score -3.022454e+07 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234666 members Mstep: Class 2 contains 7643 members Entering Unmasked Estep Score: -30224570.000000 Penalty: 6149.392578 Iteration 25Q: 3 clusters Score -3.022457e+07 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235127 members Mstep: Class 2 contains 7182 members Entering Unmasked Estep Score: -30224660.000000 Penalty: 6149.392578 Iteration 26Q: 3 clusters Score -3.022466e+07 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235482 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -30224698.000000 Penalty: 6149.392578 Iteration 27Q: 3 clusters Score -3.02247e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235788 members Mstep: Class 2 contains 6521 members Entering Unmasked Estep Score: -30224812.000000 Penalty: 6149.392578 Iteration 28Q: 3 clusters Score -3.022481e+07 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236052 members Mstep: Class 2 contains 6257 members Entering Unmasked Estep Score: -30224844.000000 Penalty: 6149.392578 Iteration 29Q: 3 clusters Score -3.022484e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236286 members Mstep: Class 2 contains 6023 members Entering Unmasked Estep Score: -30224874.000000 Penalty: 6149.392578 Iteration 30Q: 3 clusters Score -3.022487e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236471 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -30224894.000000 Penalty: 6149.392578 Iteration 31Q: 3 clusters Score -3.022489e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236627 members Mstep: Class 2 contains 5682 members Entering Unmasked Estep Score: -30224898.000000 Penalty: 6149.392578 Iteration 32Q: 3 clusters Score -3.02249e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236783 members Mstep: Class 2 contains 5526 members Entering Unmasked Estep Score: -30224952.000000 Penalty: 6149.392578 Iteration 33Q: 3 clusters Score -3.022495e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236912 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -30224856.000000 Penalty: 6149.392578 Iteration 34Q: 3 clusters Score -3.022486e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237026 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -30224852.000000 Penalty: 6149.392578 Iteration 35Q: 3 clusters Score -3.022485e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237117 members Mstep: Class 2 contains 5192 members Entering Unmasked Estep Score: -30224822.000000 Penalty: 6149.392578 Iteration 36Q: 3 clusters Score -3.022482e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237194 members Mstep: Class 2 contains 5115 members Entering Unmasked Estep Score: -30224842.000000 Penalty: 6149.392578 Iteration 37Q: 3 clusters Score -3.022484e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237267 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -30224882.000000 Penalty: 6149.392578 Iteration 38Q: 3 clusters Score -3.022488e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237343 members Mstep: Class 2 contains 4966 members Entering Unmasked Estep Score: -30224890.000000 Penalty: 6149.392578 Iteration 39Q: 3 clusters Score -3.022489e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237401 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -30224876.000000 Penalty: 6149.392578 Iteration 40F: 3 clusters Score -3.022488e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237455 members Mstep: Class 2 contains 4854 members Entering Unmasked Estep Score: -30224856.000000 Penalty: 6149.392578 Iteration 41Q: 3 clusters Score -3.022486e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237503 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -30224838.000000 Penalty: 6149.392578 Iteration 42Q: 3 clusters Score -3.022484e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237542 members Mstep: Class 2 contains 4767 members Entering Unmasked Estep Score: -30224818.000000 Penalty: 6149.392578 Iteration 43Q: 3 clusters Score -3.022482e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237585 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -30224834.000000 Penalty: 6149.392578 Iteration 44Q: 3 clusters Score -3.022483e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237616 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -30224796.000000 Penalty: 6149.392578 Iteration 45Q: 3 clusters Score -3.02248e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237646 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -30224796.000000 Penalty: 6149.392578 Iteration 46Q: 3 clusters Score -3.02248e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237661 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -30224812.000000 Penalty: 6149.392578 Iteration 47Q: 3 clusters Score -3.022481e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237672 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -30224802.000000 Penalty: 6149.392578 Iteration 48Q: 3 clusters Score -3.02248e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237686 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -30224804.000000 Penalty: 6149.392578 Iteration 49Q: 3 clusters Score -3.02248e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237697 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -30224818.000000 Penalty: 6149.392578 Iteration 50Q: 3 clusters Score -3.022482e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237707 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -30224796.000000 Penalty: 6149.392578 Iteration 51Q: 3 clusters Score -3.02248e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237718 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -30224818.000000 Penalty: 6149.392578 Iteration 52Q: 3 clusters Score -3.022482e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237732 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -30224820.000000 Penalty: 6149.392578 Iteration 53Q: 3 clusters Score -3.022482e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237740 members Mstep: Class 2 contains 4569 members Entering Unmasked Estep Score: -30224816.000000 Penalty: 6149.392578 Iteration 54Q: 3 clusters Score -3.022482e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237746 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -30224788.000000 Penalty: 6149.392578 Iteration 55Q: 3 clusters Score -3.022479e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237753 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -30224800.000000 Penalty: 6149.392578 Iteration 56Q: 3 clusters Score -3.02248e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237758 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -30224804.000000 Penalty: 6149.392578 Iteration 57Q: 3 clusters Score -3.02248e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237761 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -30224814.000000 Penalty: 6149.392578 Iteration 58Q: 3 clusters Score -3.022481e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237765 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -30224822.000000 Penalty: 6149.392578 Iteration 59Q: 3 clusters Score -3.022482e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237768 members Mstep: Class 2 contains 4541 members Entering Unmasked Estep Score: -30224836.000000 Penalty: 6149.392578 Iteration 60F: 3 clusters Score -3.022484e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237771 members Mstep: Class 2 contains 4538 members Entering Unmasked Estep Score: -30224844.000000 Penalty: 6149.392578 Iteration 61Q: 3 clusters Score -3.022484e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237777 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -30224852.000000 Penalty: 6149.392578 Iteration 62Q: 3 clusters Score -3.022485e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237780 members Mstep: Class 2 contains 4529 members Entering Unmasked Estep Score: -30224850.000000 Penalty: 6149.392578 Iteration 63Q: 3 clusters Score -3.022485e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237780 members Mstep: Class 2 contains 4529 members Entering Unmasked Estep Score: -30224840.000000 Penalty: 6149.392578 Iteration 64Q: 3 clusters Score -3.022484e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237784 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -30224844.000000 Penalty: 6149.392578 Iteration 65Q: 3 clusters Score -3.022484e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237791 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -30224848.000000 Penalty: 6149.392578 Iteration 66Q: 3 clusters Score -3.022485e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237804 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -30224832.000000 Penalty: 6149.392578 Iteration 67Q: 3 clusters Score -3.022483e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237817 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -30224838.000000 Penalty: 6149.392578 Iteration 68Q: 3 clusters Score -3.022484e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237833 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -30224836.000000 Penalty: 6149.392578 Iteration 69Q: 3 clusters Score -3.022484e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237845 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -30224822.000000 Penalty: 6149.392578 Iteration 70Q: 3 clusters Score -3.022482e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237846 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -30224846.000000 Penalty: 6149.392578 Iteration 71Q: 3 clusters Score -3.022485e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237852 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -30224822.000000 Penalty: 6149.392578 Iteration 72Q: 3 clusters Score -3.022482e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237861 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -30224796.000000 Penalty: 6149.392578 Iteration 73Q: 3 clusters Score -3.02248e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237868 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -30224800.000000 Penalty: 6149.392578 Iteration 74Q: 3 clusters Score -3.02248e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237876 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -30224804.000000 Penalty: 6149.392578 Iteration 75Q: 3 clusters Score -3.02248e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237886 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -30224812.000000 Penalty: 6149.392578 Iteration 76Q: 3 clusters Score -3.022481e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237894 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -30224784.000000 Penalty: 6149.392578 Iteration 77Q: 3 clusters Score -3.022478e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237901 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -30224804.000000 Penalty: 6149.392578 Iteration 78Q: 3 clusters Score -3.02248e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237906 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -30224810.000000 Penalty: 6149.392578 Iteration 79Q: 3 clusters Score -3.022481e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237910 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -30224804.000000 Penalty: 6149.392578 Iteration 80F: 3 clusters Score -3.02248e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237913 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -30224802.000000 Penalty: 6149.392578 Iteration 81Q: 3 clusters Score -3.02248e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237916 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -30224798.000000 Penalty: 6149.392578 Iteration 82Q: 3 clusters Score -3.02248e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237918 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -30224818.000000 Penalty: 6149.392578 Iteration 83Q: 3 clusters Score -3.022482e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237919 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -30224794.000000 Penalty: 6149.392578 Iteration 84Q: 3 clusters Score -3.022479e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237920 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -30224796.000000 Penalty: 6149.392578 Iteration 85Q: 3 clusters Score -3.02248e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237923 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -30224814.000000 Penalty: 6149.392578 Iteration 86Q: 3 clusters Score -3.022481e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237926 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -30224806.000000 Penalty: 6149.392578 Iteration 87Q: 3 clusters Score -3.022481e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237928 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -30224794.000000 Penalty: 6149.392578 Iteration 88Q: 3 clusters Score -3.022479e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237929 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -30224804.000000 Penalty: 6149.392578 Iteration 89Q: 3 clusters Score -3.02248e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237930 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -30224800.000000 Penalty: 6149.392578 Iteration 90Q: 3 clusters Score -3.02248e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237931 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -30224796.000000 Penalty: 6149.392578 Iteration 91Q: 3 clusters Score -3.02248e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237933 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -30224802.000000 Penalty: 6149.392578 Iteration 92Q: 3 clusters Score -3.02248e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237936 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -30224792.000000 Penalty: 6149.392578 Iteration 93Q: 3 clusters Score -3.022479e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237937 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -30224788.000000 Penalty: 6149.392578 Iteration 94Q: 3 clusters Score -3.022479e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237942 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -30224772.000000 Penalty: 6149.392578 Iteration 95Q: 3 clusters Score -3.022477e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237949 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -30224764.000000 Penalty: 6149.392578 Iteration 96Q: 3 clusters Score -3.022476e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237957 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -30224748.000000 Penalty: 6149.392578 Iteration 97Q: 3 clusters Score -3.022475e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237964 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -30224774.000000 Penalty: 6149.392578 Iteration 98Q: 3 clusters Score -3.022477e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237967 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -30224776.000000 Penalty: 6149.392578 Iteration 99Q: 3 clusters Score -3.022478e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237969 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -30224780.000000 Penalty: 6149.392578 Iteration 100F: 3 clusters Score -3.022478e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237972 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -30224760.000000 Penalty: 6149.392578 Iteration 101Q: 3 clusters Score -3.022476e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237975 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -30224764.000000 Penalty: 6149.392578 Iteration 102Q: 3 clusters Score -3.022476e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237979 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -30224778.000000 Penalty: 6149.392578 Iteration 103Q: 3 clusters Score -3.022478e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237981 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -30224780.000000 Penalty: 6149.392578 Iteration 104Q: 3 clusters Score -3.022478e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237983 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -30224786.000000 Penalty: 6149.392578 Iteration 105Q: 3 clusters Score -3.022479e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237985 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -30224782.000000 Penalty: 6149.392578 Iteration 106Q: 3 clusters Score -3.022478e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237985 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -30224782.000000 Penalty: 6149.392578 Iteration 107F: 3 clusters Score -3.022478e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (64849 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64849 members Entering Unmasked Estep Score: -8157831.500000 Penalty: 2747.794678 Iteration 0F: 2 clusters Score -8157832 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32289 members Mstep: Class 2 contains 32560 members Entering Unmasked Estep Score: -8114344.000000 Penalty: 5495.589355 Iteration 0F: 3 clusters Score -8114344 nChanged 30278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30939 members Mstep: Class 2 contains 33910 members Entering Unmasked Estep Score: -8131529.500000 Penalty: 5495.589355 Iteration 1F: 3 clusters Score -8131530 nChanged 2380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29919 members Mstep: Class 2 contains 34930 members Entering Unmasked Estep Score: -8132252.000000 Penalty: 5495.589355 Iteration 2Q: 3 clusters Score -8132252 nChanged 2446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28427 members Mstep: Class 2 contains 36422 members Entering Unmasked Estep Score: -8132961.000000 Penalty: 5495.589355 Iteration 3Q: 3 clusters Score -8132961 nChanged 2712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26345 members Mstep: Class 2 contains 38504 members Entering Unmasked Estep Score: -8134019.000000 Penalty: 5495.589355 Iteration 4Q: 3 clusters Score -8134019 nChanged 3194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23481 members Mstep: Class 2 contains 41368 members Entering Unmasked Estep Score: -8135554.000000 Penalty: 5495.589355 Iteration 5Q: 3 clusters Score -8135554 nChanged 4031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19610 members Mstep: Class 2 contains 45239 members Entering Unmasked Estep Score: -8138053.500000 Penalty: 5495.589355 Iteration 6F: 3 clusters Score -8138054 nChanged 4985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14683 members Mstep: Class 2 contains 50166 members Entering Unmasked Estep Score: -8142079.000000 Penalty: 5495.589355 Iteration 7F: 3 clusters Score -8142079 nChanged 5236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9487 members Mstep: Class 2 contains 55362 members Entering Unmasked Estep Score: -8146898.500000 Penalty: 5495.589355 Iteration 8F: 3 clusters Score -8146898 nChanged 4383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5152 members Mstep: Class 2 contains 59697 members Entering Unmasked Estep Score: -8151151.000000 Penalty: 5495.589355 Iteration 9F: 3 clusters Score -8151151 nChanged 2675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 62328 members Entering Unmasked Estep Score: -8153609.000000 Penalty: 5495.589355 Iteration 10Q: 3 clusters Score -8153609 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 63509 members Entering Unmasked Estep Score: -8154654.000000 Penalty: 5495.589355 Iteration 11Q: 3 clusters Score -8154654 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 64007 members Entering Unmasked Estep Score: -8155062.000000 Penalty: 5495.589355 Iteration 12Q: 3 clusters Score -8155062 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 64228 members Entering Unmasked Estep Score: -8155243.000000 Penalty: 5495.589355 Iteration 13Q: 3 clusters Score -8155243 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 64326 members Entering Unmasked Estep Score: -8155324.000000 Penalty: 5495.589355 Iteration 14Q: 3 clusters Score -8155324 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 64389 members Entering Unmasked Estep Score: -8155416.500000 Penalty: 5495.589355 Iteration 15Q: 3 clusters Score -8155416 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 64419 members Entering Unmasked Estep Score: -8155463.000000 Penalty: 5495.589355 Iteration 16Q: 3 clusters Score -8155463 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 64434 members Entering Unmasked Estep Score: -8155500.500000 Penalty: 5495.589355 Iteration 17Q: 3 clusters Score -8155500 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 64441 members Entering Unmasked Estep Score: -8155511.500000 Penalty: 5495.589355 Iteration 18Q: 3 clusters Score -8155512 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 64446 members Entering Unmasked Estep Score: -8155517.500000 Penalty: 5495.589355 Iteration 19Q: 3 clusters Score -8155518 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 64453 members Entering Unmasked Estep Score: -8155532.000000 Penalty: 5495.589355 Iteration 20F: 3 clusters Score -8155532 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 64455 members Entering Unmasked Estep Score: -8155540.000000 Penalty: 5495.589355 Iteration 21Q: 3 clusters Score -8155540 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 64457 members Entering Unmasked Estep Score: -8155552.000000 Penalty: 5495.589355 Iteration 22Q: 3 clusters Score -8155552 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 64460 members Entering Unmasked Estep Score: -8155555.000000 Penalty: 5495.589355 Iteration 23Q: 3 clusters Score -8155555 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 64461 members Entering Unmasked Estep Score: -8155561.000000 Penalty: 5495.589355 Iteration 24Q: 3 clusters Score -8155561 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 64464 members Entering Unmasked Estep Score: -8155559.500000 Penalty: 5495.589355 Iteration 25Q: 3 clusters Score -8155560 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 64465 members Entering Unmasked Estep Score: -8155561.500000 Penalty: 5495.589355 Iteration 26Q: 3 clusters Score -8155562 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 64466 members Entering Unmasked Estep Score: -8155559.500000 Penalty: 5495.589355 Iteration 27Q: 3 clusters Score -8155560 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 64466 members Entering Unmasked Estep Score: -8155559.500000 Penalty: 5495.589355 Iteration 28F: 3 clusters Score -8155560 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (6666 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6666 members Entering Unmasked Estep Score: -850384.562500 Penalty: 2183.584229 Iteration 0F: 2 clusters Score -850384.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -844760.375000 Penalty: 4367.168457 Iteration 0F: 3 clusters Score -844760.4 nChanged 2683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -846220.250000 Penalty: 4367.168457 Iteration 1F: 3 clusters Score -846220.2 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -846479.250000 Penalty: 4367.168457 Iteration 2F: 3 clusters Score -846479.2 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -846670.125000 Penalty: 4367.168457 Iteration 3F: 3 clusters Score -846670.1 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -846826.437500 Penalty: 4367.168457 Iteration 4Q: 3 clusters Score -846826.4 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -846961.000000 Penalty: 4367.168457 Iteration 5Q: 3 clusters Score -846961 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -847078.500000 Penalty: 4367.168457 Iteration 6Q: 3 clusters Score -847078.5 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -847185.625000 Penalty: 4367.168457 Iteration 7Q: 3 clusters Score -847185.6 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -847273.375000 Penalty: 4367.168457 Iteration 8Q: 3 clusters Score -847273.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -847343.437500 Penalty: 4367.168457 Iteration 9Q: 3 clusters Score -847343.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -847400.000000 Penalty: 4367.168457 Iteration 10Q: 3 clusters Score -847400 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -847438.875000 Penalty: 4367.168457 Iteration 11Q: 3 clusters Score -847438.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -847480.625000 Penalty: 4367.168457 Iteration 12Q: 3 clusters Score -847480.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -847509.625000 Penalty: 4367.168457 Iteration 13Q: 3 clusters Score -847509.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -847531.812500 Penalty: 4367.168457 Iteration 14Q: 3 clusters Score -847531.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -847551.750000 Penalty: 4367.168457 Iteration 15Q: 3 clusters Score -847551.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -847571.812500 Penalty: 4367.168457 Iteration 16Q: 3 clusters Score -847571.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -847587.687500 Penalty: 4367.168457 Iteration 17Q: 3 clusters Score -847587.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 4009 members Entering Unmasked Estep Score: -847606.937500 Penalty: 4367.168457 Iteration 18Q: 3 clusters Score -847606.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -847628.500000 Penalty: 4367.168457 Iteration 19Q: 3 clusters Score -847628.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -847644.562500 Penalty: 4367.168457 Iteration 20F: 3 clusters Score -847644.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -847658.187500 Penalty: 4367.168457 Iteration 21Q: 3 clusters Score -847658.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -847667.625000 Penalty: 4367.168457 Iteration 22Q: 3 clusters Score -847667.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -847679.687500 Penalty: 4367.168457 Iteration 23Q: 3 clusters Score -847679.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -847688.812500 Penalty: 4367.168457 Iteration 24Q: 3 clusters Score -847688.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -847701.562500 Penalty: 4367.168457 Iteration 25Q: 3 clusters Score -847701.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -847710.062500 Penalty: 4367.168457 Iteration 26Q: 3 clusters Score -847710.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -847721.000000 Penalty: 4367.168457 Iteration 27Q: 3 clusters Score -847721 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -847730.812500 Penalty: 4367.168457 Iteration 28Q: 3 clusters Score -847730.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -847746.375000 Penalty: 4367.168457 Iteration 29Q: 3 clusters Score -847746.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -847760.125000 Penalty: 4367.168457 Iteration 30Q: 3 clusters Score -847760.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -847772.125000 Penalty: 4367.168457 Iteration 31Q: 3 clusters Score -847772.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -847780.187500 Penalty: 4367.168457 Iteration 32Q: 3 clusters Score -847780.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -847790.562500 Penalty: 4367.168457 Iteration 33Q: 3 clusters Score -847790.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -847803.125000 Penalty: 4367.168457 Iteration 34Q: 3 clusters Score -847803.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -847818.125000 Penalty: 4367.168457 Iteration 35Q: 3 clusters Score -847818.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -847829.562500 Penalty: 4367.168457 Iteration 36Q: 3 clusters Score -847829.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 4572 members Entering Unmasked Estep Score: -847841.250000 Penalty: 4367.168457 Iteration 37Q: 3 clusters Score -847841.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -847857.250000 Penalty: 4367.168457 Iteration 38Q: 3 clusters Score -847857.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -847873.750000 Penalty: 4367.168457 Iteration 39Q: 3 clusters Score -847873.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -847886.250000 Penalty: 4367.168457 Iteration 40F: 3 clusters Score -847886.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -847901.375000 Penalty: 4367.168457 Iteration 41Q: 3 clusters Score -847901.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -847928.250000 Penalty: 4367.168457 Iteration 42Q: 3 clusters Score -847928.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -847952.250000 Penalty: 4367.168457 Iteration 43Q: 3 clusters Score -847952.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -847974.562500 Penalty: 4367.168457 Iteration 44Q: 3 clusters Score -847974.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -847995.937500 Penalty: 4367.168457 Iteration 45Q: 3 clusters Score -847995.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -848014.562500 Penalty: 4367.168457 Iteration 46Q: 3 clusters Score -848014.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 5033 members Entering Unmasked Estep Score: -848034.875000 Penalty: 4367.168457 Iteration 47Q: 3 clusters Score -848034.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 5082 members Entering Unmasked Estep Score: -848059.437500 Penalty: 4367.168457 Iteration 48Q: 3 clusters Score -848059.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -848080.875000 Penalty: 4367.168457 Iteration 49Q: 3 clusters Score -848080.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -848109.687500 Penalty: 4367.168457 Iteration 50Q: 3 clusters Score -848109.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 5235 members Entering Unmasked Estep Score: -848134.125000 Penalty: 4367.168457 Iteration 51Q: 3 clusters Score -848134.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -848158.875000 Penalty: 4367.168457 Iteration 52Q: 3 clusters Score -848158.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 5320 members Entering Unmasked Estep Score: -848176.312500 Penalty: 4367.168457 Iteration 53Q: 3 clusters Score -848176.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 5356 members Entering Unmasked Estep Score: -848193.312500 Penalty: 4367.168457 Iteration 54Q: 3 clusters Score -848193.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -848208.250000 Penalty: 4367.168457 Iteration 55Q: 3 clusters Score -848208.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 5420 members Entering Unmasked Estep Score: -848224.125000 Penalty: 4367.168457 Iteration 56Q: 3 clusters Score -848224.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -848243.687500 Penalty: 4367.168457 Iteration 57Q: 3 clusters Score -848243.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -848260.750000 Penalty: 4367.168457 Iteration 58Q: 3 clusters Score -848260.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -848282.250000 Penalty: 4367.168457 Iteration 59Q: 3 clusters Score -848282.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 5556 members Entering Unmasked Estep Score: -848296.812500 Penalty: 4367.168457 Iteration 60F: 3 clusters Score -848296.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 5588 members Entering Unmasked Estep Score: -848313.062500 Penalty: 4367.168457 Iteration 61Q: 3 clusters Score -848313.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 5613 members Entering Unmasked Estep Score: -848327.687500 Penalty: 4367.168457 Iteration 62Q: 3 clusters Score -848327.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -848346.812500 Penalty: 4367.168457 Iteration 63Q: 3 clusters Score -848346.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 5672 members Entering Unmasked Estep Score: -848362.125000 Penalty: 4367.168457 Iteration 64Q: 3 clusters Score -848362.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 5701 members Entering Unmasked Estep Score: -848377.500000 Penalty: 4367.168457 Iteration 65Q: 3 clusters Score -848377.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 5730 members Entering Unmasked Estep Score: -848396.750000 Penalty: 4367.168457 Iteration 66Q: 3 clusters Score -848396.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 5757 members Entering Unmasked Estep Score: -848416.375000 Penalty: 4367.168457 Iteration 67Q: 3 clusters Score -848416.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 5770 members Entering Unmasked Estep Score: -848423.437500 Penalty: 4367.168457 Iteration 68Q: 3 clusters Score -848423.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -848433.187500 Penalty: 4367.168457 Iteration 69Q: 3 clusters Score -848433.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 5794 members Entering Unmasked Estep Score: -848439.500000 Penalty: 4367.168457 Iteration 70Q: 3 clusters Score -848439.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 5810 members Entering Unmasked Estep Score: -848444.250000 Penalty: 4367.168457 Iteration 71Q: 3 clusters Score -848444.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 5817 members Entering Unmasked Estep Score: -848450.562500 Penalty: 4367.168457 Iteration 72Q: 3 clusters Score -848450.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -848451.375000 Penalty: 4367.168457 Iteration 73Q: 3 clusters Score -848451.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 5832 members Entering Unmasked Estep Score: -848456.937500 Penalty: 4367.168457 Iteration 74Q: 3 clusters Score -848456.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 5841 members Entering Unmasked Estep Score: -848462.250000 Penalty: 4367.168457 Iteration 75Q: 3 clusters Score -848462.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 5846 members Entering Unmasked Estep Score: -848464.500000 Penalty: 4367.168457 Iteration 76Q: 3 clusters Score -848464.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 5855 members Entering Unmasked Estep Score: -848468.437500 Penalty: 4367.168457 Iteration 77Q: 3 clusters Score -848468.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 5862 members Entering Unmasked Estep Score: -848472.562500 Penalty: 4367.168457 Iteration 78Q: 3 clusters Score -848472.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 5867 members Entering Unmasked Estep Score: -848474.500000 Penalty: 4367.168457 Iteration 79Q: 3 clusters Score -848474.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 5871 members Entering Unmasked Estep Score: -848479.250000 Penalty: 4367.168457 Iteration 80F: 3 clusters Score -848479.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 5878 members Entering Unmasked Estep Score: -848484.500000 Penalty: 4367.168457 Iteration 81Q: 3 clusters Score -848484.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -848485.687500 Penalty: 4367.168457 Iteration 82Q: 3 clusters Score -848485.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 5891 members Entering Unmasked Estep Score: -848492.750000 Penalty: 4367.168457 Iteration 83Q: 3 clusters Score -848492.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 5901 members Entering Unmasked Estep Score: -848497.312500 Penalty: 4367.168457 Iteration 84Q: 3 clusters Score -848497.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 5909 members Entering Unmasked Estep Score: -848504.375000 Penalty: 4367.168457 Iteration 85Q: 3 clusters Score -848504.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 5914 members Entering Unmasked Estep Score: -848506.937500 Penalty: 4367.168457 Iteration 86Q: 3 clusters Score -848506.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 5918 members Entering Unmasked Estep Score: -848507.750000 Penalty: 4367.168457 Iteration 87Q: 3 clusters Score -848507.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -848508.000000 Penalty: 4367.168457 Iteration 88Q: 3 clusters Score -848508 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 5921 members Entering Unmasked Estep Score: -848512.375000 Penalty: 4367.168457 Iteration 89Q: 3 clusters Score -848512.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 5923 members Entering Unmasked Estep Score: -848514.437500 Penalty: 4367.168457 Iteration 90Q: 3 clusters Score -848514.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 5924 members Entering Unmasked Estep Score: -848513.625000 Penalty: 4367.168457 Iteration 91Q: 3 clusters Score -848513.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -848515.812500 Penalty: 4367.168457 Iteration 92Q: 3 clusters Score -848515.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 5932 members Entering Unmasked Estep Score: -848519.500000 Penalty: 4367.168457 Iteration 93Q: 3 clusters Score -848519.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -848519.937500 Penalty: 4367.168457 Iteration 94Q: 3 clusters Score -848519.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 5936 members Entering Unmasked Estep Score: -848522.000000 Penalty: 4367.168457 Iteration 95Q: 3 clusters Score -848522 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 5938 members Entering Unmasked Estep Score: -848522.687500 Penalty: 4367.168457 Iteration 96Q: 3 clusters Score -848522.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -848523.437500 Penalty: 4367.168457 Iteration 97Q: 3 clusters Score -848523.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 5944 members Entering Unmasked Estep Score: -848524.937500 Penalty: 4367.168457 Iteration 98Q: 3 clusters Score -848524.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 5945 members Entering Unmasked Estep Score: -848525.312500 Penalty: 4367.168457 Iteration 99Q: 3 clusters Score -848525.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 5944 members Entering Unmasked Estep Score: -848526.687500 Penalty: 4367.168457 Iteration 100F: 3 clusters Score -848526.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Entering Unmasked Estep Score: -71860.828125 Penalty: 1583.946045 Iteration 0F: 2 clusters Score -71860.83 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 309 members Entering Unmasked Estep Score: -70255.070312 Penalty: 3167.892090 Iteration 0F: 3 clusters Score -70255.07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -70446.007812 Penalty: 3167.892090 Iteration 1F: 3 clusters Score -70446.01 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -70497.375000 Penalty: 3167.892090 Iteration 2Q: 3 clusters Score -70497.38 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -70525.890625 Penalty: 3167.892090 Iteration 3Q: 3 clusters Score -70525.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -70536.578125 Penalty: 3167.892090 Iteration 4Q: 3 clusters Score -70536.58 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -70548.687500 Penalty: 3167.892090 Iteration 5Q: 3 clusters Score -70548.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -70552.578125 Penalty: 3167.892090 Iteration 6Q: 3 clusters Score -70552.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -70554.976562 Penalty: 3167.892090 Iteration 7Q: 3 clusters Score -70554.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -70556.328125 Penalty: 3167.892090 Iteration 8Q: 3 clusters Score -70556.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -70557.515625 Penalty: 3167.892090 Iteration 9Q: 3 clusters Score -70557.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -70557.515625 Penalty: 3167.892090 Iteration 10F: 3 clusters Score -70557.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (24145 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24145 members Entering Unmasked Estep Score: -2964177.000000 Penalty: 2502.774414 Iteration 0F: 2 clusters Score -2964177 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11827 members Mstep: Class 2 contains 12318 members Entering Unmasked Estep Score: -2947475.250000 Penalty: 5005.548828 Iteration 0F: 3 clusters Score -2947475 nChanged 10755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10808 members Mstep: Class 2 contains 13337 members Entering Unmasked Estep Score: -2953258.750000 Penalty: 5005.548828 Iteration 1F: 3 clusters Score -2953259 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10150 members Mstep: Class 2 contains 13995 members Entering Unmasked Estep Score: -2953817.000000 Penalty: 5005.548828 Iteration 2F: 3 clusters Score -2953817 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9291 members Mstep: Class 2 contains 14854 members Entering Unmasked Estep Score: -2954411.250000 Penalty: 5005.548828 Iteration 3F: 3 clusters Score -2954411 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8170 members Mstep: Class 2 contains 15975 members Entering Unmasked Estep Score: -2955205.000000 Penalty: 5005.548828 Iteration 4F: 3 clusters Score -2955205 nChanged 1625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6669 members Mstep: Class 2 contains 17476 members Entering Unmasked Estep Score: -2956426.000000 Penalty: 5005.548828 Iteration 5F: 3 clusters Score -2956426 nChanged 1950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4851 members Mstep: Class 2 contains 19294 members Entering Unmasked Estep Score: -2958315.250000 Penalty: 5005.548828 Iteration 6F: 3 clusters Score -2958315 nChanged 1965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 21067 members Entering Unmasked Estep Score: -2960759.750000 Penalty: 5005.548828 Iteration 7F: 3 clusters Score -2960760 nChanged 1541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 22336 members Entering Unmasked Estep Score: -2962857.750000 Penalty: 5005.548828 Iteration 8F: 3 clusters Score -2962858 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 22903 members Entering Unmasked Estep Score: -2963903.000000 Penalty: 5005.548828 Iteration 9Q: 3 clusters Score -2963903 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 23059 members Entering Unmasked Estep Score: -2964304.750000 Penalty: 5005.548828 Iteration 10Q: 3 clusters Score -2964305 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 23089 members Entering Unmasked Estep Score: -2964412.750000 Penalty: 5005.548828 Iteration 11Q: 3 clusters Score -2964413 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 23095 members Entering Unmasked Estep Score: -2964438.000000 Penalty: 5005.548828 Iteration 12Q: 3 clusters Score -2964438 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 23100 members Entering Unmasked Estep Score: -2964454.500000 Penalty: 5005.548828 Iteration 13Q: 3 clusters Score -2964454 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 23098 members Entering Unmasked Estep Score: -2964458.500000 Penalty: 5005.548828 Iteration 14Q: 3 clusters Score -2964458 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 23099 members Entering Unmasked Estep Score: -2964466.250000 Penalty: 5005.548828 Iteration 15Q: 3 clusters Score -2964466 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 23100 members Entering Unmasked Estep Score: -2964467.750000 Penalty: 5005.548828 Iteration 16Q: 3 clusters Score -2964468 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 23100 members Entering Unmasked Estep Score: -2964467.000000 Penalty: 5005.548828 Iteration 17Q: 3 clusters Score -2964467 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 23101 members Entering Unmasked Estep Score: -2964468.750000 Penalty: 5005.548828 Iteration 18Q: 3 clusters Score -2964469 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 23100 members Entering Unmasked Estep Score: -2964466.500000 Penalty: 5005.548828 Iteration 19Q: 3 clusters Score -2964466 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 23100 members Entering Unmasked Estep Score: -2964465.750000 Penalty: 5005.548828 Iteration 20F: 3 clusters Score -2964466 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 23100 members Entering Unmasked Estep Score: -2964468.500000 Penalty: 5005.548828 Iteration 21Q: 3 clusters Score -2964468 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 23099 members Entering Unmasked Estep Score: -2964473.500000 Penalty: 5005.548828 Iteration 22Q: 3 clusters Score -2964474 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 23099 members Entering Unmasked Estep Score: -2964473.500000 Penalty: 5005.548828 Iteration 23F: 3 clusters Score -2964474 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 53314 members Mstep: Class 2 contains 2718 members Mstep: Class 3 contains 19591 members Mstep: Class 4 contains 2309 members Mstep: Class 5 contains 349 members Mstep: Class 6 contains 242309 members Mstep: Class 7 contains 64849 members Mstep: Class 8 contains 6666 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5366 members Mstep: Class 13 contains 368 members Mstep: Class 14 contains 3419 members Mstep: Class 15 contains 10153 members Mstep: Class 16 contains 9693 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 651 members Mstep: Class 19 contains 571 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 23099 members Entering Unmasked Estep Score: -55436896.000000 Penalty: 67778.156250 Splitting cluster 10 changes total score from -55436572.000000 to -55436896.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 11 (341 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Entering Unmasked Estep Score: -32136.921875 Penalty: 1446.306885 Iteration 0F: 2 clusters Score -32136.92 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -30960.250000 Penalty: 2892.613770 Iteration 0F: 3 clusters Score -30960.25 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -31265.515625 Penalty: 2892.613770 Iteration 1F: 3 clusters Score -31265.52 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -31445.941406 Penalty: 2892.613770 Iteration 2F: 3 clusters Score -31445.94 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -31543.652344 Penalty: 2892.613770 Iteration 3F: 3 clusters Score -31543.65 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -31652.212891 Penalty: 2892.613770 Iteration 4Q: 3 clusters Score -31652.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -31747.187500 Penalty: 2892.613770 Iteration 5Q: 3 clusters Score -31747.19 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -31852.089844 Penalty: 2892.613770 Iteration 6Q: 3 clusters Score -31852.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -31995.230469 Penalty: 2892.613770 Iteration 7Q: 3 clusters Score -31995.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -32014.261719 Penalty: 2892.613770 Iteration 8Q: 3 clusters Score -32014.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -32040.519531 Penalty: 2892.613770 Iteration 9Q: 3 clusters Score -32040.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -32049.029297 Penalty: 2892.613770 Iteration 10Q: 3 clusters Score -32049.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -32051.005859 Penalty: 2892.613770 Iteration 11Q: 3 clusters Score -32051.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -32054.279297 Penalty: 2892.613770 Iteration 12F: 3 clusters Score -32054.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -32163.617188 Penalty: 2892.613770 Iteration 13Q: 3 clusters Score -32163.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -32167.408203 Penalty: 2892.613770 Iteration 14Q: 3 clusters Score -32167.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -32167.408203 Penalty: 2892.613770 Iteration 15F: 3 clusters Score -32167.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 53314 members Mstep: Class 2 contains 2718 members Mstep: Class 3 contains 19591 members Mstep: Class 4 contains 2309 members Mstep: Class 5 contains 349 members Mstep: Class 6 contains 242309 members Mstep: Class 7 contains 64849 members Mstep: Class 8 contains 6666 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 122 members Mstep: Class 12 contains 5366 members Mstep: Class 13 contains 368 members Mstep: Class 14 contains 3419 members Mstep: Class 15 contains 10153 members Mstep: Class 16 contains 9693 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 651 members Mstep: Class 19 contains 571 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 23099 members Mstep: Class 22 contains 219 members Entering Unmasked Estep Score: -55435128.000000 Penalty: 71005.687500 Splitting cluster 11 changes total score from -55436572.000000 to -55435128.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (5366 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5366 members Entering Unmasked Estep Score: -685159.562500 Penalty: 2129.783936 Iteration 0F: 2 clusters Score -685159.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -680443.000000 Penalty: 4259.567871 Iteration 0F: 3 clusters Score -680443 nChanged 2054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -681649.750000 Penalty: 4259.567871 Iteration 1F: 3 clusters Score -681649.8 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -681861.687500 Penalty: 4259.567871 Iteration 2F: 3 clusters Score -681861.7 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -681988.312500 Penalty: 4259.567871 Iteration 3Q: 3 clusters Score -681988.3 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -682090.187500 Penalty: 4259.567871 Iteration 4Q: 3 clusters Score -682090.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -682169.562500 Penalty: 4259.567871 Iteration 5Q: 3 clusters Score -682169.6 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -682250.250000 Penalty: 4259.567871 Iteration 6Q: 3 clusters Score -682250.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -682339.125000 Penalty: 4259.567871 Iteration 7Q: 3 clusters Score -682339.1 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -682430.687500 Penalty: 4259.567871 Iteration 8Q: 3 clusters Score -682430.7 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -682526.000000 Penalty: 4259.567871 Iteration 9Q: 3 clusters Score -682526 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -682636.000000 Penalty: 4259.567871 Iteration 10Q: 3 clusters Score -682636 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 4219 members Entering Unmasked Estep Score: -682766.937500 Penalty: 4259.567871 Iteration 11Q: 3 clusters Score -682766.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -682894.187500 Penalty: 4259.567871 Iteration 12Q: 3 clusters Score -682894.2 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -683010.062500 Penalty: 4259.567871 Iteration 13Q: 3 clusters Score -683010.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 4587 members Entering Unmasked Estep Score: -683106.500000 Penalty: 4259.567871 Iteration 14Q: 3 clusters Score -683106.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -683188.000000 Penalty: 4259.567871 Iteration 15Q: 3 clusters Score -683188 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -683257.500000 Penalty: 4259.567871 Iteration 16Q: 3 clusters Score -683257.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -683300.937500 Penalty: 4259.567871 Iteration 17Q: 3 clusters Score -683300.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -683328.500000 Penalty: 4259.567871 Iteration 18Q: 3 clusters Score -683328.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -683348.562500 Penalty: 4259.567871 Iteration 19Q: 3 clusters Score -683348.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 4877 members Entering Unmasked Estep Score: -683368.937500 Penalty: 4259.567871 Iteration 20F: 3 clusters Score -683368.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -683384.000000 Penalty: 4259.567871 Iteration 21Q: 3 clusters Score -683384 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -683396.062500 Penalty: 4259.567871 Iteration 22Q: 3 clusters Score -683396.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -683406.875000 Penalty: 4259.567871 Iteration 23Q: 3 clusters Score -683406.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 4927 members Entering Unmasked Estep Score: -683413.375000 Penalty: 4259.567871 Iteration 24Q: 3 clusters Score -683413.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -683421.250000 Penalty: 4259.567871 Iteration 25Q: 3 clusters Score -683421.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -683428.000000 Penalty: 4259.567871 Iteration 26Q: 3 clusters Score -683428 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 4948 members Entering Unmasked Estep Score: -683430.250000 Penalty: 4259.567871 Iteration 27Q: 3 clusters Score -683430.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 4949 members Entering Unmasked Estep Score: -683430.500000 Penalty: 4259.567871 Iteration 28Q: 3 clusters Score -683430.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -683430.687500 Penalty: 4259.567871 Iteration 29Q: 3 clusters Score -683430.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -683431.000000 Penalty: 4259.567871 Iteration 30Q: 3 clusters Score -683431 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -683431.000000 Penalty: 4259.567871 Iteration 31F: 3 clusters Score -683431 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (368 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Entering Unmasked Estep Score: -40975.640625 Penalty: 1465.204590 Iteration 0F: 2 clusters Score -40975.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -39641.066406 Penalty: 2930.409180 Iteration 0F: 3 clusters Score -39641.07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -39804.359375 Penalty: 2930.409180 Iteration 1F: 3 clusters Score -39804.36 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -39852.214844 Penalty: 2930.409180 Iteration 2Q: 3 clusters Score -39852.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -39864.375000 Penalty: 2930.409180 Iteration 3Q: 3 clusters Score -39864.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -39869.332031 Penalty: 2930.409180 Iteration 4Q: 3 clusters Score -39869.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -39874.136719 Penalty: 2930.409180 Iteration 5Q: 3 clusters Score -39874.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -39879.789062 Penalty: 2930.409180 Iteration 6Q: 3 clusters Score -39879.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -39881.332031 Penalty: 2930.409180 Iteration 7Q: 3 clusters Score -39881.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -39887.343750 Penalty: 2930.409180 Iteration 8Q: 3 clusters Score -39887.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -39887.343750 Penalty: 2930.409180 Iteration 9F: 3 clusters Score -39887.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3419 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Entering Unmasked Estep Score: -425489.437500 Penalty: 2018.001587 Iteration 0F: 2 clusters Score -425489.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -422001.375000 Penalty: 4036.003174 Iteration 0F: 3 clusters Score -422001.4 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -422773.625000 Penalty: 4036.003174 Iteration 1F: 3 clusters Score -422773.6 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -422994.843750 Penalty: 4036.003174 Iteration 2F: 3 clusters Score -422994.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -423144.156250 Penalty: 4036.003174 Iteration 3Q: 3 clusters Score -423144.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -423264.437500 Penalty: 4036.003174 Iteration 4Q: 3 clusters Score -423264.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -423371.093750 Penalty: 4036.003174 Iteration 5Q: 3 clusters Score -423371.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -423470.468750 Penalty: 4036.003174 Iteration 6Q: 3 clusters Score -423470.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -423549.593750 Penalty: 4036.003174 Iteration 7Q: 3 clusters Score -423549.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -423627.406250 Penalty: 4036.003174 Iteration 8Q: 3 clusters Score -423627.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -423713.281250 Penalty: 4036.003174 Iteration 9Q: 3 clusters Score -423713.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -423811.406250 Penalty: 4036.003174 Iteration 10Q: 3 clusters Score -423811.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -423907.906250 Penalty: 4036.003174 Iteration 11Q: 3 clusters Score -423907.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -424031.437500 Penalty: 4036.003174 Iteration 12Q: 3 clusters Score -424031.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -424183.093750 Penalty: 4036.003174 Iteration 13Q: 3 clusters Score -424183.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -424323.062500 Penalty: 4036.003174 Iteration 14Q: 3 clusters Score -424323.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -424416.125000 Penalty: 4036.003174 Iteration 15Q: 3 clusters Score -424416.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -424477.593750 Penalty: 4036.003174 Iteration 16Q: 3 clusters Score -424477.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -424521.656250 Penalty: 4036.003174 Iteration 17Q: 3 clusters Score -424521.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -424556.093750 Penalty: 4036.003174 Iteration 18Q: 3 clusters Score -424556.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -424583.218750 Penalty: 4036.003174 Iteration 19Q: 3 clusters Score -424583.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -424598.687500 Penalty: 4036.003174 Iteration 20F: 3 clusters Score -424598.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -424613.250000 Penalty: 4036.003174 Iteration 21Q: 3 clusters Score -424613.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -424628.218750 Penalty: 4036.003174 Iteration 22Q: 3 clusters Score -424628.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -424649.187500 Penalty: 4036.003174 Iteration 23Q: 3 clusters Score -424649.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -424664.562500 Penalty: 4036.003174 Iteration 24Q: 3 clusters Score -424664.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -424677.312500 Penalty: 4036.003174 Iteration 25Q: 3 clusters Score -424677.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -424686.468750 Penalty: 4036.003174 Iteration 26Q: 3 clusters Score -424686.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -424691.187500 Penalty: 4036.003174 Iteration 27Q: 3 clusters Score -424691.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -424694.062500 Penalty: 4036.003174 Iteration 28Q: 3 clusters Score -424694.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -424696.375000 Penalty: 4036.003174 Iteration 29Q: 3 clusters Score -424696.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -424696.343750 Penalty: 4036.003174 Iteration 30Q: 3 clusters Score -424696.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -424696.218750 Penalty: 4036.003174 Iteration 31Q: 3 clusters Score -424696.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -424697.062500 Penalty: 4036.003174 Iteration 32Q: 3 clusters Score -424697.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -424697.687500 Penalty: 4036.003174 Iteration 33Q: 3 clusters Score -424697.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -424698.125000 Penalty: 4036.003174 Iteration 34Q: 3 clusters Score -424698.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -424698.500000 Penalty: 4036.003174 Iteration 35Q: 3 clusters Score -424698.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -424699.093750 Penalty: 4036.003174 Iteration 36Q: 3 clusters Score -424699.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -424699.031250 Penalty: 4036.003174 Iteration 37Q: 3 clusters Score -424699 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -424699.375000 Penalty: 4036.003174 Iteration 38Q: 3 clusters Score -424699.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -424701.593750 Penalty: 4036.003174 Iteration 39Q: 3 clusters Score -424701.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -424704.281250 Penalty: 4036.003174 Iteration 40F: 3 clusters Score -424704.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -424705.687500 Penalty: 4036.003174 Iteration 41Q: 3 clusters Score -424705.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -424708.812500 Penalty: 4036.003174 Iteration 42Q: 3 clusters Score -424708.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -424710.312500 Penalty: 4036.003174 Iteration 43Q: 3 clusters Score -424710.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -424710.156250 Penalty: 4036.003174 Iteration 44Q: 3 clusters Score -424710.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -424710.968750 Penalty: 4036.003174 Iteration 45Q: 3 clusters Score -424711 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -424710.843750 Penalty: 4036.003174 Iteration 46Q: 3 clusters Score -424710.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -424712.250000 Penalty: 4036.003174 Iteration 47Q: 3 clusters Score -424712.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -424712.875000 Penalty: 4036.003174 Iteration 48Q: 3 clusters Score -424712.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -424712.187500 Penalty: 4036.003174 Iteration 49Q: 3 clusters Score -424712.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -424712.468750 Penalty: 4036.003174 Iteration 50Q: 3 clusters Score -424712.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -424712.468750 Penalty: 4036.003174 Iteration 51F: 3 clusters Score -424712.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (10153 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10153 members Entering Unmasked Estep Score: -1294741.250000 Penalty: 2287.930176 Iteration 0F: 2 clusters Score -1294741 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5028 members Mstep: Class 2 contains 5125 members Entering Unmasked Estep Score: -1287016.625000 Penalty: 4575.860352 Iteration 0F: 3 clusters Score -1287017 nChanged 4171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 5414 members Entering Unmasked Estep Score: -1289287.875000 Penalty: 4575.860352 Iteration 1F: 3 clusters Score -1289288 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -1289659.750000 Penalty: 4575.860352 Iteration 2F: 3 clusters Score -1289660 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 5833 members Entering Unmasked Estep Score: -1289963.875000 Penalty: 4575.860352 Iteration 3F: 3 clusters Score -1289964 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -1290189.125000 Penalty: 4575.860352 Iteration 4Q: 3 clusters Score -1290189 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 6400 members Entering Unmasked Estep Score: -1290392.875000 Penalty: 4575.860352 Iteration 5Q: 3 clusters Score -1290393 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 6692 members Entering Unmasked Estep Score: -1290579.375000 Penalty: 4575.860352 Iteration 6Q: 3 clusters Score -1290579 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 7035 members Entering Unmasked Estep Score: -1290798.500000 Penalty: 4575.860352 Iteration 7Q: 3 clusters Score -1290798 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 7434 members Entering Unmasked Estep Score: -1291076.250000 Penalty: 4575.860352 Iteration 8Q: 3 clusters Score -1291076 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 7899 members Entering Unmasked Estep Score: -1291449.625000 Penalty: 4575.860352 Iteration 9Q: 3 clusters Score -1291450 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 8384 members Entering Unmasked Estep Score: -1291892.125000 Penalty: 4575.860352 Iteration 10F: 3 clusters Score -1291892 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 8784 members Entering Unmasked Estep Score: -1292319.500000 Penalty: 4575.860352 Iteration 11Q: 3 clusters Score -1292320 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 9087 members Entering Unmasked Estep Score: -1292704.750000 Penalty: 4575.860352 Iteration 12Q: 3 clusters Score -1292705 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 9294 members Entering Unmasked Estep Score: -1292980.750000 Penalty: 4575.860352 Iteration 13Q: 3 clusters Score -1292981 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 9408 members Entering Unmasked Estep Score: -1293170.750000 Penalty: 4575.860352 Iteration 14Q: 3 clusters Score -1293171 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 9485 members Entering Unmasked Estep Score: -1293294.750000 Penalty: 4575.860352 Iteration 15Q: 3 clusters Score -1293295 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 9529 members Entering Unmasked Estep Score: -1293376.500000 Penalty: 4575.860352 Iteration 16Q: 3 clusters Score -1293376 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 9564 members Entering Unmasked Estep Score: -1293424.375000 Penalty: 4575.860352 Iteration 17Q: 3 clusters Score -1293424 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 9580 members Entering Unmasked Estep Score: -1293466.750000 Penalty: 4575.860352 Iteration 18Q: 3 clusters Score -1293467 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 9582 members Entering Unmasked Estep Score: -1293475.500000 Penalty: 4575.860352 Iteration 19Q: 3 clusters Score -1293476 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 9581 members Entering Unmasked Estep Score: -1293619.625000 Penalty: 4575.860352 Iteration 20F: 3 clusters Score -1293620 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 9561 members Entering Unmasked Estep Score: -1293682.000000 Penalty: 4575.860352 Iteration 21Q: 3 clusters Score -1293682 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 9548 members Entering Unmasked Estep Score: -1293718.125000 Penalty: 4575.860352 Iteration 22Q: 3 clusters Score -1293718 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 9540 members Entering Unmasked Estep Score: -1293733.500000 Penalty: 4575.860352 Iteration 23Q: 3 clusters Score -1293734 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 9537 members Entering Unmasked Estep Score: -1293744.125000 Penalty: 4575.860352 Iteration 24Q: 3 clusters Score -1293744 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 9536 members Entering Unmasked Estep Score: -1293756.875000 Penalty: 4575.860352 Iteration 25Q: 3 clusters Score -1293757 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 9538 members Entering Unmasked Estep Score: -1293763.000000 Penalty: 4575.860352 Iteration 26Q: 3 clusters Score -1293763 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 9540 members Entering Unmasked Estep Score: -1293766.625000 Penalty: 4575.860352 Iteration 27Q: 3 clusters Score -1293767 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 9540 members Entering Unmasked Estep Score: -1293766.625000 Penalty: 4575.860352 Iteration 28F: 3 clusters Score -1293767 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (9693 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9693 members Entering Unmasked Estep Score: -1236441.250000 Penalty: 2276.431396 Iteration 0F: 2 clusters Score -1236441 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 4750 members Entering Unmasked Estep Score: -1228988.875000 Penalty: 4552.862793 Iteration 0F: 3 clusters Score -1228989 nChanged 4041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5308 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -1231154.375000 Penalty: 4552.862793 Iteration 1F: 3 clusters Score -1231154 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5531 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -1231520.250000 Penalty: 4552.862793 Iteration 2F: 3 clusters Score -1231520 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5802 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -1231870.250000 Penalty: 4552.862793 Iteration 3F: 3 clusters Score -1231870 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6103 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -1232223.250000 Penalty: 4552.862793 Iteration 4F: 3 clusters Score -1232223 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6502 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -1232622.500000 Penalty: 4552.862793 Iteration 5F: 3 clusters Score -1232622 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6945 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -1233044.750000 Penalty: 4552.862793 Iteration 6F: 3 clusters Score -1233045 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7376 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -1233460.000000 Penalty: 4552.862793 Iteration 7F: 3 clusters Score -1233460 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7799 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -1233893.125000 Penalty: 4552.862793 Iteration 8F: 3 clusters Score -1233893 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8205 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -1234286.000000 Penalty: 4552.862793 Iteration 9Q: 3 clusters Score -1234286 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8513 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -1234576.500000 Penalty: 4552.862793 Iteration 10Q: 3 clusters Score -1234576 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8715 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -1234772.000000 Penalty: 4552.862793 Iteration 11Q: 3 clusters Score -1234772 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8842 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -1234880.500000 Penalty: 4552.862793 Iteration 12Q: 3 clusters Score -1234880 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8916 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -1234942.500000 Penalty: 4552.862793 Iteration 13Q: 3 clusters Score -1234942 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8980 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -1234984.375000 Penalty: 4552.862793 Iteration 14Q: 3 clusters Score -1234984 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9026 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -1235027.500000 Penalty: 4552.862793 Iteration 15Q: 3 clusters Score -1235028 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9060 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -1235052.000000 Penalty: 4552.862793 Iteration 16Q: 3 clusters Score -1235052 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9078 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -1235070.250000 Penalty: 4552.862793 Iteration 17Q: 3 clusters Score -1235070 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9100 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -1235084.500000 Penalty: 4552.862793 Iteration 18Q: 3 clusters Score -1235084 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9122 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -1235102.125000 Penalty: 4552.862793 Iteration 19Q: 3 clusters Score -1235102 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9134 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -1235105.750000 Penalty: 4552.862793 Iteration 20F: 3 clusters Score -1235106 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9139 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -1235108.750000 Penalty: 4552.862793 Iteration 21Q: 3 clusters Score -1235109 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9147 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -1235115.125000 Penalty: 4552.862793 Iteration 22Q: 3 clusters Score -1235115 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9159 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -1235131.125000 Penalty: 4552.862793 Iteration 23Q: 3 clusters Score -1235131 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9168 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -1235137.000000 Penalty: 4552.862793 Iteration 24Q: 3 clusters Score -1235137 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9175 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -1235139.750000 Penalty: 4552.862793 Iteration 25Q: 3 clusters Score -1235140 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9177 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -1235138.625000 Penalty: 4552.862793 Iteration 26Q: 3 clusters Score -1235139 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9178 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -1235138.125000 Penalty: 4552.862793 Iteration 27Q: 3 clusters Score -1235138 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9178 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -1235138.125000 Penalty: 4552.862793 Iteration 28F: 3 clusters Score -1235138 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Entering Unmasked Estep Score: -71712.710938 Penalty: 1587.263916 Iteration 0F: 2 clusters Score -71712.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -70120.429688 Penalty: 3174.527832 Iteration 0F: 3 clusters Score -70120.43 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -70351.187500 Penalty: 3174.527832 Iteration 1F: 3 clusters Score -70351.19 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -70393.664062 Penalty: 3174.527832 Iteration 2Q: 3 clusters Score -70393.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -70411.273438 Penalty: 3174.527832 Iteration 3Q: 3 clusters Score -70411.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -70424.656250 Penalty: 3174.527832 Iteration 4Q: 3 clusters Score -70424.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -70424.656250 Penalty: 3174.527832 Iteration 5F: 3 clusters Score -70424.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (651 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Entering Unmasked Estep Score: -67736.984375 Penalty: 1606.670288 Iteration 0F: 2 clusters Score -67736.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -66146.812500 Penalty: 3213.340576 Iteration 0F: 3 clusters Score -66146.81 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -66544.617188 Penalty: 3213.340576 Iteration 1F: 3 clusters Score -66544.62 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -66900.992188 Penalty: 3213.340576 Iteration 2F: 3 clusters Score -66900.99 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -67109.125000 Penalty: 3213.340576 Iteration 3F: 3 clusters Score -67109.12 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -67226.789062 Penalty: 3213.340576 Iteration 4F: 3 clusters Score -67226.79 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -67281.671875 Penalty: 3213.340576 Iteration 5Q: 3 clusters Score -67281.67 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -67332.585938 Penalty: 3213.340576 Iteration 6Q: 3 clusters Score -67332.59 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -67377.007812 Penalty: 3213.340576 Iteration 7Q: 3 clusters Score -67377.01 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -67421.890625 Penalty: 3213.340576 Iteration 8Q: 3 clusters Score -67421.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -67454.406250 Penalty: 3213.340576 Iteration 9Q: 3 clusters Score -67454.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -67457.335938 Penalty: 3213.340576 Iteration 10Q: 3 clusters Score -67457.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -67464.335938 Penalty: 3213.340576 Iteration 11Q: 3 clusters Score -67464.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -67464.335938 Penalty: 3213.340576 Iteration 12F: 3 clusters Score -67464.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (571 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Entering Unmasked Estep Score: -58053.371094 Penalty: 1574.152588 Iteration 0F: 2 clusters Score -58053.37 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 280 members Entering Unmasked Estep Score: -56768.128906 Penalty: 3148.305176 Iteration 0F: 3 clusters Score -56768.13 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -57521.199219 Penalty: 3148.305176 Iteration 1F: 3 clusters Score -57521.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -58061.621094 Penalty: 3148.305176 Iteration 2F: 3 clusters Score -58061.62 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -58342.988281 Penalty: 3148.305176 Iteration 3Q: 3 clusters Score -58342.99 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -58733.316406 Penalty: 3148.305176 Iteration 4Q: 3 clusters Score -58733.32 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -59001.308594 Penalty: 3148.305176 Iteration 5Q: 3 clusters Score -59001.31 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -59091.003906 Penalty: 3148.305176 Iteration 6Q: 3 clusters Score -59091 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -59384.710938 Penalty: 3148.305176 Iteration 7Q: 3 clusters Score -59384.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -59775.929688 Penalty: 3148.305176 Iteration 8Q: 3 clusters Score -59775.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -59782.242188 Penalty: 3148.305176 Iteration 9Q: 3 clusters Score -59782.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -59782.242188 Penalty: 3148.305176 Iteration 10F: 3 clusters Score -59782.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 53314 members Mstep: Class 2 contains 2718 members Mstep: Class 3 contains 19591 members Mstep: Class 4 contains 2309 members Mstep: Class 5 contains 349 members Mstep: Class 6 contains 242309 members Mstep: Class 7 contains 64849 members Mstep: Class 8 contains 6666 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5366 members Mstep: Class 13 contains 368 members Mstep: Class 14 contains 3419 members Mstep: Class 15 contains 10153 members Mstep: Class 16 contains 9693 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 651 members Mstep: Class 19 contains 402 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 23099 members Mstep: Class 22 contains 169 members Entering Unmasked Estep Score: -55436984.000000 Penalty: 71005.687500 Splitting cluster 19 changes total score from -55436572.000000 to -55436984.000000 So it's getting split into cluster 22. Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 53314 members Mstep: Class 2 contains 2718 members Mstep: Class 3 contains 19591 members Mstep: Class 4 contains 2309 members Mstep: Class 5 contains 349 members Mstep: Class 6 contains 242309 members Mstep: Class 7 contains 64849 members Mstep: Class 8 contains 6666 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1046 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5366 members Mstep: Class 13 contains 368 members Mstep: Class 14 contains 3419 members Mstep: Class 15 contains 10153 members Mstep: Class 16 contains 9693 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 651 members Mstep: Class 19 contains 402 members Entering Unmasked Estep ConsiderDeletion Score: -55440060.000000 Penalty: 71005.687500 Iteration 119Q: 23 clusters Score -5.544006e+07 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 53273 members Mstep: Class 2 contains 2720 members Mstep: Class 3 contains 19202 members Mstep: Class 4 contains 2312 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 242953 members Mstep: Class 7 contains 64824 members Mstep: Class 8 contains 6654 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1047 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5357 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3419 members Mstep: Class 15 contains 10140 members Mstep: Class 16 contains 9683 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 654 members Mstep: Class 19 contains 400 members Mstep: Class 20 contains 628 members Mstep: Class 21 contains 22944 members Mstep: Class 22 contains 218 members Entering Unmasked Estep ConsiderDeletion Score: -55442916.000000 Penalty: 71005.687500 Iteration 120F: 23 clusters Score -5.544292e+07 nChanged 1784 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 53230 members Mstep: Class 2 contains 2720 members Mstep: Class 3 contains 18830 members Mstep: Class 4 contains 2310 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 242582 members Mstep: Class 7 contains 64797 members Mstep: Class 8 contains 6642 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1051 members Mstep: Class 11 contains 345 members Mstep: Class 12 contains 5355 members Mstep: Class 13 contains 370 members Mstep: Class 14 contains 3419 members Mstep: Class 15 contains 10137 members Mstep: Class 16 contains 9674 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 657 members Mstep: Class 19 contains 404 members Mstep: Class 20 contains 632 members Mstep: Class 21 contains 23782 members Mstep: Class 22 contains 215 members Entering Unmasked Estep ConsiderDeletion Score: -55443552.000000 Penalty: 71005.687500 Iteration 121Q: 23 clusters Score -5.544355e+07 nChanged 1404 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 53195 members Mstep: Class 2 contains 2720 members Mstep: Class 3 contains 18481 members Mstep: Class 4 contains 2309 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 242493 members Mstep: Class 7 contains 64757 members Mstep: Class 8 contains 6619 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1068 members Mstep: Class 11 contains 342 members Mstep: Class 12 contains 5349 members Mstep: Class 13 contains 370 members Mstep: Class 14 contains 3419 members Mstep: Class 15 contains 10131 members Mstep: Class 16 contains 9668 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 660 members Mstep: Class 19 contains 409 members Mstep: Class 20 contains 635 members Mstep: Class 21 contains 24320 members Mstep: Class 22 contains 207 members Entering Unmasked Estep ConsiderDeletion Score: -55443856.000000 Penalty: 71005.687500 Iteration 122Q: 23 clusters Score -5.544386e+07 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 53161 members Mstep: Class 2 contains 2723 members Mstep: Class 3 contains 18171 members Mstep: Class 4 contains 2311 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 242499 members Mstep: Class 7 contains 64724 members Mstep: Class 8 contains 6598 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1095 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5343 members Mstep: Class 13 contains 370 members Mstep: Class 14 contains 3419 members Mstep: Class 15 contains 10115 members Mstep: Class 16 contains 9657 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 413 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 24713 members Mstep: Class 22 contains 204 members Entering Unmasked Estep ConsiderDeletion Score: -55443960.000000 Penalty: 71005.687500 Iteration 123Q: 23 clusters Score -5.544396e+07 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 53117 members Mstep: Class 2 contains 2723 members Mstep: Class 3 contains 17912 members Mstep: Class 4 contains 2315 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 242580 members Mstep: Class 7 contains 64701 members Mstep: Class 8 contains 6566 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1119 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5338 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3419 members Mstep: Class 15 contains 10094 members Mstep: Class 16 contains 9638 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 658 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 25006 members Mstep: Class 22 contains 203 members Entering Unmasked Estep ConsiderDeletion Score: -55444004.000000 Penalty: 71005.687500 Iteration 124Q: 23 clusters Score -5.5444e+07 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 53087 members Mstep: Class 2 contains 2728 members Mstep: Class 3 contains 17650 members Mstep: Class 4 contains 2316 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 242691 members Mstep: Class 7 contains 64683 members Mstep: Class 8 contains 6549 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1135 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5335 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3419 members Mstep: Class 15 contains 10065 members Mstep: Class 16 contains 9615 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 25255 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444020.000000 Penalty: 71005.687500 Iteration 125Q: 23 clusters Score -5.544402e+07 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 53064 members Mstep: Class 2 contains 2735 members Mstep: Class 3 contains 17430 members Mstep: Class 4 contains 2319 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 242793 members Mstep: Class 7 contains 64666 members Mstep: Class 8 contains 6533 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1152 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5328 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3419 members Mstep: Class 15 contains 10043 members Mstep: Class 16 contains 9582 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 25464 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444132.000000 Penalty: 71005.687500 Iteration 126Q: 23 clusters Score -5.544413e+07 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 53045 members Mstep: Class 2 contains 2737 members Mstep: Class 3 contains 17240 members Mstep: Class 4 contains 2321 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 242880 members Mstep: Class 7 contains 64657 members Mstep: Class 8 contains 6517 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1172 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5326 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3417 members Mstep: Class 15 contains 10028 members Mstep: Class 16 contains 9561 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 25627 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444232.000000 Penalty: 71005.687500 Iteration 127Q: 23 clusters Score -5.544423e+07 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 53028 members Mstep: Class 2 contains 2739 members Mstep: Class 3 contains 17056 members Mstep: Class 4 contains 2319 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 242988 members Mstep: Class 7 contains 64648 members Mstep: Class 8 contains 6505 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1192 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5324 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3417 members Mstep: Class 15 contains 10009 members Mstep: Class 16 contains 9549 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 25754 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444152.000000 Penalty: 71005.687500 Iteration 128Q: 23 clusters Score -5.544415e+07 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 53019 members Mstep: Class 2 contains 2738 members Mstep: Class 3 contains 16883 members Mstep: Class 4 contains 2320 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243096 members Mstep: Class 7 contains 64638 members Mstep: Class 8 contains 6496 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1214 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5323 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3417 members Mstep: Class 15 contains 9982 members Mstep: Class 16 contains 9542 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 25860 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444328.000000 Penalty: 71005.687500 Iteration 129Q: 23 clusters Score -5.544433e+07 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 53003 members Mstep: Class 2 contains 2739 members Mstep: Class 3 contains 16739 members Mstep: Class 4 contains 2322 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243140 members Mstep: Class 7 contains 64636 members Mstep: Class 8 contains 6494 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1237 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5324 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3417 members Mstep: Class 15 contains 9966 members Mstep: Class 16 contains 9529 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 25982 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444416.000000 Penalty: 71005.687500 Iteration 130Q: 23 clusters Score -5.544442e+07 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52994 members Mstep: Class 2 contains 2739 members Mstep: Class 3 contains 16615 members Mstep: Class 4 contains 2323 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243176 members Mstep: Class 7 contains 64635 members Mstep: Class 8 contains 6491 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1260 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5322 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3417 members Mstep: Class 15 contains 9944 members Mstep: Class 16 contains 9516 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26096 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444432.000000 Penalty: 71005.687500 Iteration 131Q: 23 clusters Score -5.544443e+07 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52986 members Mstep: Class 2 contains 2738 members Mstep: Class 3 contains 16493 members Mstep: Class 4 contains 2323 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243224 members Mstep: Class 7 contains 64642 members Mstep: Class 8 contains 6487 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1287 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5320 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3417 members Mstep: Class 15 contains 9928 members Mstep: Class 16 contains 9502 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26181 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444428.000000 Penalty: 71005.687500 Iteration 132Q: 23 clusters Score -5.544443e+07 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52978 members Mstep: Class 2 contains 2739 members Mstep: Class 3 contains 16386 members Mstep: Class 4 contains 2323 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243290 members Mstep: Class 7 contains 64643 members Mstep: Class 8 contains 6480 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1316 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5319 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3417 members Mstep: Class 15 contains 9913 members Mstep: Class 16 contains 9486 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26238 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444492.000000 Penalty: 71005.687500 Iteration 133Q: 23 clusters Score -5.544449e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52971 members Mstep: Class 2 contains 2739 members Mstep: Class 3 contains 16305 members Mstep: Class 4 contains 2322 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243338 members Mstep: Class 7 contains 64643 members Mstep: Class 8 contains 6474 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1336 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5317 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3417 members Mstep: Class 15 contains 9899 members Mstep: Class 16 contains 9469 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26298 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444612.000000 Penalty: 71005.687500 Iteration 134Q: 23 clusters Score -5.544461e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52962 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 16240 members Mstep: Class 4 contains 2322 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243350 members Mstep: Class 7 contains 64649 members Mstep: Class 8 contains 6471 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1359 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5318 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3417 members Mstep: Class 15 contains 9891 members Mstep: Class 16 contains 9454 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26355 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444548.000000 Penalty: 71005.687500 Iteration 135Q: 23 clusters Score -5.544455e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52957 members Mstep: Class 2 contains 2739 members Mstep: Class 3 contains 16180 members Mstep: Class 4 contains 2323 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243375 members Mstep: Class 7 contains 64651 members Mstep: Class 8 contains 6471 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1381 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5313 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3417 members Mstep: Class 15 contains 9888 members Mstep: Class 16 contains 9441 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26392 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444556.000000 Penalty: 71005.687500 Iteration 136Q: 23 clusters Score -5.544456e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52953 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 16122 members Mstep: Class 4 contains 2323 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243399 members Mstep: Class 7 contains 64655 members Mstep: Class 8 contains 6472 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1395 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3417 members Mstep: Class 15 contains 9887 members Mstep: Class 16 contains 9431 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26425 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444532.000000 Penalty: 71005.687500 Iteration 137Q: 23 clusters Score -5.544453e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52950 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 16064 members Mstep: Class 4 contains 2323 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243428 members Mstep: Class 7 contains 64660 members Mstep: Class 8 contains 6471 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1410 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5305 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3417 members Mstep: Class 15 contains 9885 members Mstep: Class 16 contains 9419 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26456 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444560.000000 Penalty: 71005.687500 Iteration 138Q: 23 clusters Score -5.544456e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52947 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 16017 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243450 members Mstep: Class 7 contains 64668 members Mstep: Class 8 contains 6468 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1420 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5305 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3417 members Mstep: Class 15 contains 9879 members Mstep: Class 16 contains 9412 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26481 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444464.000000 Penalty: 71005.687500 Iteration 139Q: 23 clusters Score -5.544446e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52948 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15959 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243484 members Mstep: Class 7 contains 64674 members Mstep: Class 8 contains 6467 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1433 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5305 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3417 members Mstep: Class 15 contains 9876 members Mstep: Class 16 contains 9404 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26497 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444504.000000 Penalty: 71005.687500 Iteration 140F: 23 clusters Score -5.54445e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52946 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15924 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243503 members Mstep: Class 7 contains 64677 members Mstep: Class 8 contains 6466 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1446 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5306 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3417 members Mstep: Class 15 contains 9875 members Mstep: Class 16 contains 9398 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26506 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444568.000000 Penalty: 71005.687500 Iteration 141Q: 23 clusters Score -5.544457e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52941 members Mstep: Class 2 contains 2739 members Mstep: Class 3 contains 15894 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243528 members Mstep: Class 7 contains 64677 members Mstep: Class 8 contains 6463 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1457 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5307 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9874 members Mstep: Class 16 contains 9389 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26517 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444592.000000 Penalty: 71005.687500 Iteration 142Q: 23 clusters Score -5.544459e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52939 members Mstep: Class 2 contains 2739 members Mstep: Class 3 contains 15868 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243535 members Mstep: Class 7 contains 64679 members Mstep: Class 8 contains 6460 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1462 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9873 members Mstep: Class 16 contains 9385 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26537 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444584.000000 Penalty: 71005.687500 Iteration 143Q: 23 clusters Score -5.544458e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52934 members Mstep: Class 2 contains 2739 members Mstep: Class 3 contains 15841 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243546 members Mstep: Class 7 contains 64679 members Mstep: Class 8 contains 6459 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1468 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9872 members Mstep: Class 16 contains 9381 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26557 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444544.000000 Penalty: 71005.687500 Iteration 144Q: 23 clusters Score -5.544454e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52933 members Mstep: Class 2 contains 2739 members Mstep: Class 3 contains 15808 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243562 members Mstep: Class 7 contains 64680 members Mstep: Class 8 contains 6458 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1471 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5311 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9872 members Mstep: Class 16 contains 9378 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26574 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444628.000000 Penalty: 71005.687500 Iteration 145Q: 23 clusters Score -5.544463e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52932 members Mstep: Class 2 contains 2738 members Mstep: Class 3 contains 15782 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243585 members Mstep: Class 7 contains 64679 members Mstep: Class 8 contains 6454 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1472 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9872 members Mstep: Class 16 contains 9377 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26585 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444588.000000 Penalty: 71005.687500 Iteration 146Q: 23 clusters Score -5.544459e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52931 members Mstep: Class 2 contains 2738 members Mstep: Class 3 contains 15762 members Mstep: Class 4 contains 2324 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243606 members Mstep: Class 7 contains 64679 members Mstep: Class 8 contains 6452 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1474 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9872 members Mstep: Class 16 contains 9373 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26589 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444580.000000 Penalty: 71005.687500 Iteration 147Q: 23 clusters Score -5.544458e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52929 members Mstep: Class 2 contains 2738 members Mstep: Class 3 contains 15740 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243626 members Mstep: Class 7 contains 64677 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1476 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9872 members Mstep: Class 16 contains 9372 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26595 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444564.000000 Penalty: 71005.687500 Iteration 148Q: 23 clusters Score -5.544456e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52928 members Mstep: Class 2 contains 2738 members Mstep: Class 3 contains 15724 members Mstep: Class 4 contains 2326 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243640 members Mstep: Class 7 contains 64677 members Mstep: Class 8 contains 6448 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1478 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9872 members Mstep: Class 16 contains 9370 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26599 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444528.000000 Penalty: 71005.687500 Iteration 149Q: 23 clusters Score -5.544453e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52926 members Mstep: Class 2 contains 2738 members Mstep: Class 3 contains 15713 members Mstep: Class 4 contains 2327 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243647 members Mstep: Class 7 contains 64678 members Mstep: Class 8 contains 6448 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1480 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9872 members Mstep: Class 16 contains 9370 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26601 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444552.000000 Penalty: 71005.687500 Iteration 150Q: 23 clusters Score -5.544455e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52925 members Mstep: Class 2 contains 2738 members Mstep: Class 3 contains 15696 members Mstep: Class 4 contains 2326 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243669 members Mstep: Class 7 contains 64677 members Mstep: Class 8 contains 6448 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1484 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9868 members Mstep: Class 16 contains 9367 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26602 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444532.000000 Penalty: 71005.687500 Iteration 151Q: 23 clusters Score -5.544453e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52925 members Mstep: Class 2 contains 2738 members Mstep: Class 3 contains 15678 members Mstep: Class 4 contains 2326 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243679 members Mstep: Class 7 contains 64679 members Mstep: Class 8 contains 6448 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1487 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9865 members Mstep: Class 16 contains 9367 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26608 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444544.000000 Penalty: 71005.687500 Iteration 152Q: 23 clusters Score -5.544454e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52925 members Mstep: Class 2 contains 2739 members Mstep: Class 3 contains 15663 members Mstep: Class 4 contains 2326 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243683 members Mstep: Class 7 contains 64679 members Mstep: Class 8 contains 6448 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1489 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9863 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26617 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444620.000000 Penalty: 71005.687500 Iteration 153Q: 23 clusters Score -5.544462e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52925 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15646 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243696 members Mstep: Class 7 contains 64679 members Mstep: Class 8 contains 6448 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1493 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9861 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26619 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444600.000000 Penalty: 71005.687500 Iteration 154Q: 23 clusters Score -5.54446e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52924 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15625 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243716 members Mstep: Class 7 contains 64680 members Mstep: Class 8 contains 6448 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1495 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9857 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26622 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444564.000000 Penalty: 71005.687500 Iteration 155Q: 23 clusters Score -5.544456e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52922 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15613 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243725 members Mstep: Class 7 contains 64680 members Mstep: Class 8 contains 6449 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1497 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9852 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26629 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444640.000000 Penalty: 71005.687500 Iteration 156Q: 23 clusters Score -5.544464e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52916 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15599 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243735 members Mstep: Class 7 contains 64680 members Mstep: Class 8 contains 6449 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1497 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9850 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26641 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444668.000000 Penalty: 71005.687500 Iteration 157Q: 23 clusters Score -5.544467e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52910 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15589 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243743 members Mstep: Class 7 contains 64680 members Mstep: Class 8 contains 6449 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1497 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9849 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26650 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444656.000000 Penalty: 71005.687500 Iteration 158Q: 23 clusters Score -5.544466e+07 nChanged 36 Entering ConstructFrom: Score: -55444656.000000 Penalty: 71005.687500 Entering ConstructFrom: Trying to split cluster 1 (52905 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52905 members Entering Unmasked Estep Score: -6757182.000000 Penalty: 2697.310791 Iteration 0F: 2 clusters Score -6757182 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26478 members Mstep: Class 2 contains 26427 members Entering Unmasked Estep Score: -6721459.000000 Penalty: 5394.621582 Iteration 0F: 3 clusters Score -6721459 nChanged 24566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25770 members Mstep: Class 2 contains 27135 members Entering Unmasked Estep Score: -6735001.500000 Penalty: 5394.621582 Iteration 1F: 3 clusters Score -6735002 nChanged 1942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25350 members Mstep: Class 2 contains 27555 members Entering Unmasked Estep Score: -6735479.000000 Penalty: 5394.621582 Iteration 2Q: 3 clusters Score -6735479 nChanged 1856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24748 members Mstep: Class 2 contains 28157 members Entering Unmasked Estep Score: -6736087.000000 Penalty: 5394.621582 Iteration 3Q: 3 clusters Score -6736087 nChanged 1939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24007 members Mstep: Class 2 contains 28898 members Entering Unmasked Estep Score: -6736725.500000 Penalty: 5394.621582 Iteration 4Q: 3 clusters Score -6736726 nChanged 1949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23052 members Mstep: Class 2 contains 29853 members Entering Unmasked Estep Score: -6737432.500000 Penalty: 5394.621582 Iteration 5Q: 3 clusters Score -6737432 nChanged 2000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21852 members Mstep: Class 2 contains 31053 members Entering Unmasked Estep Score: -6738248.000000 Penalty: 5394.621582 Iteration 6Q: 3 clusters Score -6738248 nChanged 2100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20278 members Mstep: Class 2 contains 32627 members Entering Unmasked Estep Score: -6739113.500000 Penalty: 5394.621582 Iteration 7Q: 3 clusters Score -6739114 nChanged 2382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18192 members Mstep: Class 2 contains 34713 members Entering Unmasked Estep Score: -6740337.000000 Penalty: 5394.621582 Iteration 8Q: 3 clusters Score -6740337 nChanged 2981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15421 members Mstep: Class 2 contains 37484 members Entering Unmasked Estep Score: -6742114.000000 Penalty: 5394.621582 Iteration 9F: 3 clusters Score -6742114 nChanged 3504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12045 members Mstep: Class 2 contains 40860 members Entering Unmasked Estep Score: -6744664.000000 Penalty: 5394.621582 Iteration 10F: 3 clusters Score -6744664 nChanged 3824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8299 members Mstep: Class 2 contains 44606 members Entering Unmasked Estep Score: -6747905.500000 Penalty: 5394.621582 Iteration 11F: 3 clusters Score -6747906 nChanged 3395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4966 members Mstep: Class 2 contains 47939 members Entering Unmasked Estep Score: -6751066.500000 Penalty: 5394.621582 Iteration 12F: 3 clusters Score -6751066 nChanged 2320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 50233 members Entering Unmasked Estep Score: -6753216.500000 Penalty: 5394.621582 Iteration 13Q: 3 clusters Score -6753216 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 51410 members Entering Unmasked Estep Score: -6754245.500000 Penalty: 5394.621582 Iteration 14Q: 3 clusters Score -6754246 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 51937 members Entering Unmasked Estep Score: -6754611.000000 Penalty: 5394.621582 Iteration 15Q: 3 clusters Score -6754611 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 52166 members Entering Unmasked Estep Score: -6754808.500000 Penalty: 5394.621582 Iteration 16Q: 3 clusters Score -6754808 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 52277 members Entering Unmasked Estep Score: -6754908.500000 Penalty: 5394.621582 Iteration 17Q: 3 clusters Score -6754908 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 52341 members Entering Unmasked Estep Score: -6754960.000000 Penalty: 5394.621582 Iteration 18Q: 3 clusters Score -6754960 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 52363 members Entering Unmasked Estep Score: -6754990.000000 Penalty: 5394.621582 Iteration 19Q: 3 clusters Score -6754990 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 52383 members Entering Unmasked Estep Score: -6755010.000000 Penalty: 5394.621582 Iteration 20F: 3 clusters Score -6755010 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 52406 members Entering Unmasked Estep Score: -6755027.500000 Penalty: 5394.621582 Iteration 21Q: 3 clusters Score -6755028 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 52415 members Entering Unmasked Estep Score: -6755045.000000 Penalty: 5394.621582 Iteration 22Q: 3 clusters Score -6755045 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 52418 members Entering Unmasked Estep Score: -6755060.500000 Penalty: 5394.621582 Iteration 23Q: 3 clusters Score -6755060 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 52419 members Entering Unmasked Estep Score: -6755070.000000 Penalty: 5394.621582 Iteration 24Q: 3 clusters Score -6755070 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 52421 members Entering Unmasked Estep Score: -6755058.500000 Penalty: 5394.621582 Iteration 25Q: 3 clusters Score -6755058 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 52421 members Entering Unmasked Estep Score: -6755055.500000 Penalty: 5394.621582 Iteration 26Q: 3 clusters Score -6755056 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 52425 members Entering Unmasked Estep Score: -6755057.500000 Penalty: 5394.621582 Iteration 27Q: 3 clusters Score -6755058 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 52427 members Entering Unmasked Estep Score: -6755065.500000 Penalty: 5394.621582 Iteration 28Q: 3 clusters Score -6755066 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 52430 members Entering Unmasked Estep Score: -6755071.500000 Penalty: 5394.621582 Iteration 29Q: 3 clusters Score -6755072 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 52433 members Entering Unmasked Estep Score: -6755082.500000 Penalty: 5394.621582 Iteration 30Q: 3 clusters Score -6755082 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 52435 members Entering Unmasked Estep Score: -6755088.000000 Penalty: 5394.621582 Iteration 31Q: 3 clusters Score -6755088 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 52438 members Entering Unmasked Estep Score: -6755089.500000 Penalty: 5394.621582 Iteration 32Q: 3 clusters Score -6755090 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 52440 members Entering Unmasked Estep Score: -6755091.000000 Penalty: 5394.621582 Iteration 33Q: 3 clusters Score -6755091 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 52442 members Entering Unmasked Estep Score: -6755091.000000 Penalty: 5394.621582 Iteration 34Q: 3 clusters Score -6755091 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 52444 members Entering Unmasked Estep Score: -6755093.000000 Penalty: 5394.621582 Iteration 35Q: 3 clusters Score -6755093 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 52444 members Entering Unmasked Estep Score: -6755093.000000 Penalty: 5394.621582 Iteration 36F: 3 clusters Score -6755093 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2740 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Entering Unmasked Estep Score: -325775.250000 Penalty: 1963.096924 Iteration 0F: 2 clusters Score -325775.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -322706.281250 Penalty: 3926.193848 Iteration 0F: 3 clusters Score -322706.3 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -323503.468750 Penalty: 3926.193848 Iteration 1F: 3 clusters Score -323503.5 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -323792.125000 Penalty: 3926.193848 Iteration 2F: 3 clusters Score -323792.1 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -323963.468750 Penalty: 3926.193848 Iteration 3F: 3 clusters Score -323963.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -324077.781250 Penalty: 3926.193848 Iteration 4Q: 3 clusters Score -324077.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -324174.687500 Penalty: 3926.193848 Iteration 5Q: 3 clusters Score -324174.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -324263.656250 Penalty: 3926.193848 Iteration 6Q: 3 clusters Score -324263.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -324343.531250 Penalty: 3926.193848 Iteration 7Q: 3 clusters Score -324343.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -324412.093750 Penalty: 3926.193848 Iteration 8Q: 3 clusters Score -324412.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -324463.500000 Penalty: 3926.193848 Iteration 9Q: 3 clusters Score -324463.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -324503.062500 Penalty: 3926.193848 Iteration 10Q: 3 clusters Score -324503.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -324551.656250 Penalty: 3926.193848 Iteration 11Q: 3 clusters Score -324551.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -324586.000000 Penalty: 3926.193848 Iteration 12Q: 3 clusters Score -324586 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -324629.156250 Penalty: 3926.193848 Iteration 13Q: 3 clusters Score -324629.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -324662.781250 Penalty: 3926.193848 Iteration 14Q: 3 clusters Score -324662.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -324682.500000 Penalty: 3926.193848 Iteration 15Q: 3 clusters Score -324682.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -324699.906250 Penalty: 3926.193848 Iteration 16Q: 3 clusters Score -324699.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -324711.250000 Penalty: 3926.193848 Iteration 17Q: 3 clusters Score -324711.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -324718.937500 Penalty: 3926.193848 Iteration 18Q: 3 clusters Score -324718.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -324720.843750 Penalty: 3926.193848 Iteration 19Q: 3 clusters Score -324720.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -324723.812500 Penalty: 3926.193848 Iteration 20F: 3 clusters Score -324723.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -324725.687500 Penalty: 3926.193848 Iteration 21Q: 3 clusters Score -324725.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -324728.125000 Penalty: 3926.193848 Iteration 22Q: 3 clusters Score -324728.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -324732.062500 Penalty: 3926.193848 Iteration 23Q: 3 clusters Score -324732.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -324734.562500 Penalty: 3926.193848 Iteration 24Q: 3 clusters Score -324734.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -324736.718750 Penalty: 3926.193848 Iteration 25Q: 3 clusters Score -324736.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -324738.125000 Penalty: 3926.193848 Iteration 26Q: 3 clusters Score -324738.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -324739.812500 Penalty: 3926.193848 Iteration 27Q: 3 clusters Score -324739.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -324740.312500 Penalty: 3926.193848 Iteration 28Q: 3 clusters Score -324740.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -324740.312500 Penalty: 3926.193848 Iteration 29F: 3 clusters Score -324740.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (15575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15575 members Entering Unmasked Estep Score: -1987304.750000 Penalty: 2394.048828 Iteration 0F: 2 clusters Score -1987305 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7745 members Mstep: Class 2 contains 7830 members Entering Unmasked Estep Score: -1976008.125000 Penalty: 4788.097656 Iteration 0F: 3 clusters Score -1976008 nChanged 6747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7736 members Mstep: Class 2 contains 7839 members Entering Unmasked Estep Score: -1979553.375000 Penalty: 4788.097656 Iteration 1F: 3 clusters Score -1979553 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7770 members Mstep: Class 2 contains 7805 members Entering Unmasked Estep Score: -1979875.500000 Penalty: 4788.097656 Iteration 2F: 3 clusters Score -1979876 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7772 members Mstep: Class 2 contains 7803 members Entering Unmasked Estep Score: -1980120.875000 Penalty: 4788.097656 Iteration 3Q: 3 clusters Score -1980121 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7816 members Mstep: Class 2 contains 7759 members Entering Unmasked Estep Score: -1980305.625000 Penalty: 4788.097656 Iteration 4Q: 3 clusters Score -1980306 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7823 members Mstep: Class 2 contains 7752 members Entering Unmasked Estep Score: -1980447.500000 Penalty: 4788.097656 Iteration 5Q: 3 clusters Score -1980448 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7822 members Mstep: Class 2 contains 7753 members Entering Unmasked Estep Score: -1980582.000000 Penalty: 4788.097656 Iteration 6Q: 3 clusters Score -1980582 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7831 members Mstep: Class 2 contains 7744 members Entering Unmasked Estep Score: -1980687.500000 Penalty: 4788.097656 Iteration 7Q: 3 clusters Score -1980688 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7861 members Mstep: Class 2 contains 7714 members Entering Unmasked Estep Score: -1980801.875000 Penalty: 4788.097656 Iteration 8Q: 3 clusters Score -1980802 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7877 members Mstep: Class 2 contains 7698 members Entering Unmasked Estep Score: -1980915.125000 Penalty: 4788.097656 Iteration 9Q: 3 clusters Score -1980915 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7875 members Mstep: Class 2 contains 7700 members Entering Unmasked Estep Score: -1981041.500000 Penalty: 4788.097656 Iteration 10Q: 3 clusters Score -1981042 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7834 members Mstep: Class 2 contains 7741 members Entering Unmasked Estep Score: -1981193.750000 Penalty: 4788.097656 Iteration 11Q: 3 clusters Score -1981194 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7776 members Mstep: Class 2 contains 7799 members Entering Unmasked Estep Score: -1981375.000000 Penalty: 4788.097656 Iteration 12Q: 3 clusters Score -1981375 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7687 members Mstep: Class 2 contains 7888 members Entering Unmasked Estep Score: -1981641.375000 Penalty: 4788.097656 Iteration 13Q: 3 clusters Score -1981641 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7555 members Mstep: Class 2 contains 8020 members Entering Unmasked Estep Score: -1981982.625000 Penalty: 4788.097656 Iteration 14Q: 3 clusters Score -1981983 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7412 members Mstep: Class 2 contains 8163 members Entering Unmasked Estep Score: -1982372.500000 Penalty: 4788.097656 Iteration 15Q: 3 clusters Score -1982372 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7321 members Mstep: Class 2 contains 8254 members Entering Unmasked Estep Score: -1982777.750000 Penalty: 4788.097656 Iteration 16Q: 3 clusters Score -1982778 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7274 members Mstep: Class 2 contains 8301 members Entering Unmasked Estep Score: -1983214.875000 Penalty: 4788.097656 Iteration 17Q: 3 clusters Score -1983215 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7266 members Mstep: Class 2 contains 8309 members Entering Unmasked Estep Score: -1983578.250000 Penalty: 4788.097656 Iteration 18Q: 3 clusters Score -1983578 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7314 members Mstep: Class 2 contains 8261 members Entering Unmasked Estep Score: -1983850.875000 Penalty: 4788.097656 Iteration 19Q: 3 clusters Score -1983851 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7413 members Mstep: Class 2 contains 8162 members Entering Unmasked Estep Score: -1984041.375000 Penalty: 4788.097656 Iteration 20F: 3 clusters Score -1984041 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7513 members Mstep: Class 2 contains 8062 members Entering Unmasked Estep Score: -1984183.125000 Penalty: 4788.097656 Iteration 21Q: 3 clusters Score -1984183 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7616 members Mstep: Class 2 contains 7959 members Entering Unmasked Estep Score: -1984258.875000 Penalty: 4788.097656 Iteration 22Q: 3 clusters Score -1984259 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7719 members Mstep: Class 2 contains 7856 members Entering Unmasked Estep Score: -1984339.750000 Penalty: 4788.097656 Iteration 23Q: 3 clusters Score -1984340 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7848 members Mstep: Class 2 contains 7727 members Entering Unmasked Estep Score: -1984399.000000 Penalty: 4788.097656 Iteration 24Q: 3 clusters Score -1984399 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7965 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -1984451.375000 Penalty: 4788.097656 Iteration 25Q: 3 clusters Score -1984451 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8077 members Mstep: Class 2 contains 7498 members Entering Unmasked Estep Score: -1984496.000000 Penalty: 4788.097656 Iteration 26Q: 3 clusters Score -1984496 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8197 members Mstep: Class 2 contains 7378 members Entering Unmasked Estep Score: -1984540.375000 Penalty: 4788.097656 Iteration 27Q: 3 clusters Score -1984540 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8322 members Mstep: Class 2 contains 7253 members Entering Unmasked Estep Score: -1984598.375000 Penalty: 4788.097656 Iteration 28Q: 3 clusters Score -1984598 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8455 members Mstep: Class 2 contains 7120 members Entering Unmasked Estep Score: -1984651.250000 Penalty: 4788.097656 Iteration 29Q: 3 clusters Score -1984651 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8569 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -1984688.500000 Penalty: 4788.097656 Iteration 30Q: 3 clusters Score -1984688 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8666 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -1984708.750000 Penalty: 4788.097656 Iteration 31Q: 3 clusters Score -1984709 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8755 members Mstep: Class 2 contains 6820 members Entering Unmasked Estep Score: -1984739.375000 Penalty: 4788.097656 Iteration 32Q: 3 clusters Score -1984739 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8845 members Mstep: Class 2 contains 6730 members Entering Unmasked Estep Score: -1984775.500000 Penalty: 4788.097656 Iteration 33Q: 3 clusters Score -1984776 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8944 members Mstep: Class 2 contains 6631 members Entering Unmasked Estep Score: -1984810.750000 Penalty: 4788.097656 Iteration 34Q: 3 clusters Score -1984811 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9040 members Mstep: Class 2 contains 6535 members Entering Unmasked Estep Score: -1984850.625000 Penalty: 4788.097656 Iteration 35Q: 3 clusters Score -1984851 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9147 members Mstep: Class 2 contains 6428 members Entering Unmasked Estep Score: -1984886.125000 Penalty: 4788.097656 Iteration 36Q: 3 clusters Score -1984886 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9275 members Mstep: Class 2 contains 6300 members Entering Unmasked Estep Score: -1984944.625000 Penalty: 4788.097656 Iteration 37Q: 3 clusters Score -1984945 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9415 members Mstep: Class 2 contains 6160 members Entering Unmasked Estep Score: -1985000.250000 Penalty: 4788.097656 Iteration 38Q: 3 clusters Score -1985000 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9551 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: -1985051.750000 Penalty: 4788.097656 Iteration 39Q: 3 clusters Score -1985052 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9693 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -1985092.250000 Penalty: 4788.097656 Iteration 40F: 3 clusters Score -1985092 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9823 members Mstep: Class 2 contains 5752 members Entering Unmasked Estep Score: -1985139.500000 Penalty: 4788.097656 Iteration 41Q: 3 clusters Score -1985140 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9955 members Mstep: Class 2 contains 5620 members Entering Unmasked Estep Score: -1985201.125000 Penalty: 4788.097656 Iteration 42Q: 3 clusters Score -1985201 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10087 members Mstep: Class 2 contains 5488 members Entering Unmasked Estep Score: -1985256.125000 Penalty: 4788.097656 Iteration 43Q: 3 clusters Score -1985256 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10227 members Mstep: Class 2 contains 5348 members Entering Unmasked Estep Score: -1985312.250000 Penalty: 4788.097656 Iteration 44Q: 3 clusters Score -1985312 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10359 members Mstep: Class 2 contains 5216 members Entering Unmasked Estep Score: -1985378.875000 Penalty: 4788.097656 Iteration 45Q: 3 clusters Score -1985379 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10506 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -1985448.500000 Penalty: 4788.097656 Iteration 46Q: 3 clusters Score -1985448 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10656 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -1985543.875000 Penalty: 4788.097656 Iteration 47Q: 3 clusters Score -1985544 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10812 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -1985657.000000 Penalty: 4788.097656 Iteration 48Q: 3 clusters Score -1985657 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10981 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -1985769.000000 Penalty: 4788.097656 Iteration 49Q: 3 clusters Score -1985769 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11119 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -1985863.750000 Penalty: 4788.097656 Iteration 50Q: 3 clusters Score -1985864 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11249 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -1985929.750000 Penalty: 4788.097656 Iteration 51Q: 3 clusters Score -1985930 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11353 members Mstep: Class 2 contains 4222 members Entering Unmasked Estep Score: -1985970.875000 Penalty: 4788.097656 Iteration 52Q: 3 clusters Score -1985971 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11435 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -1986006.375000 Penalty: 4788.097656 Iteration 53Q: 3 clusters Score -1986006 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11517 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -1986021.250000 Penalty: 4788.097656 Iteration 54Q: 3 clusters Score -1986021 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11586 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -1986039.000000 Penalty: 4788.097656 Iteration 55Q: 3 clusters Score -1986039 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11640 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -1986056.250000 Penalty: 4788.097656 Iteration 56Q: 3 clusters Score -1986056 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11683 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -1986066.875000 Penalty: 4788.097656 Iteration 57Q: 3 clusters Score -1986067 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11730 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -1986075.375000 Penalty: 4788.097656 Iteration 58Q: 3 clusters Score -1986075 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11772 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -1986092.000000 Penalty: 4788.097656 Iteration 59Q: 3 clusters Score -1986092 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11813 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -1986098.125000 Penalty: 4788.097656 Iteration 60F: 3 clusters Score -1986098 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11842 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -1986107.125000 Penalty: 4788.097656 Iteration 61Q: 3 clusters Score -1986107 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11873 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -1986113.625000 Penalty: 4788.097656 Iteration 62Q: 3 clusters Score -1986114 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11897 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -1986121.375000 Penalty: 4788.097656 Iteration 63Q: 3 clusters Score -1986121 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11917 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -1986119.875000 Penalty: 4788.097656 Iteration 64Q: 3 clusters Score -1986120 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11931 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -1986124.125000 Penalty: 4788.097656 Iteration 65Q: 3 clusters Score -1986124 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11946 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -1986127.000000 Penalty: 4788.097656 Iteration 66Q: 3 clusters Score -1986127 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11960 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -1986128.875000 Penalty: 4788.097656 Iteration 67Q: 3 clusters Score -1986129 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11975 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -1986126.500000 Penalty: 4788.097656 Iteration 68Q: 3 clusters Score -1986126 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11987 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -1986127.375000 Penalty: 4788.097656 Iteration 69Q: 3 clusters Score -1986127 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11998 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -1986128.500000 Penalty: 4788.097656 Iteration 70Q: 3 clusters Score -1986128 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12009 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -1986136.625000 Penalty: 4788.097656 Iteration 71Q: 3 clusters Score -1986137 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12017 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -1986138.875000 Penalty: 4788.097656 Iteration 72Q: 3 clusters Score -1986139 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12031 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -1986134.125000 Penalty: 4788.097656 Iteration 73Q: 3 clusters Score -1986134 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12045 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -1986141.750000 Penalty: 4788.097656 Iteration 74Q: 3 clusters Score -1986142 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12056 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -1986145.625000 Penalty: 4788.097656 Iteration 75Q: 3 clusters Score -1986146 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12067 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -1986145.750000 Penalty: 4788.097656 Iteration 76Q: 3 clusters Score -1986146 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12078 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -1986149.000000 Penalty: 4788.097656 Iteration 77Q: 3 clusters Score -1986149 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12085 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -1986148.750000 Penalty: 4788.097656 Iteration 78Q: 3 clusters Score -1986149 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12089 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -1986149.750000 Penalty: 4788.097656 Iteration 79Q: 3 clusters Score -1986150 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12091 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -1986150.875000 Penalty: 4788.097656 Iteration 80F: 3 clusters Score -1986151 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12093 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -1986150.375000 Penalty: 4788.097656 Iteration 81Q: 3 clusters Score -1986150 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12095 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -1986150.375000 Penalty: 4788.097656 Iteration 82Q: 3 clusters Score -1986150 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12097 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -1986148.250000 Penalty: 4788.097656 Iteration 83Q: 3 clusters Score -1986148 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12099 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -1986149.250000 Penalty: 4788.097656 Iteration 84Q: 3 clusters Score -1986149 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12101 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -1986148.000000 Penalty: 4788.097656 Iteration 85Q: 3 clusters Score -1986148 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12104 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -1986148.500000 Penalty: 4788.097656 Iteration 86Q: 3 clusters Score -1986148 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12108 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -1986150.625000 Penalty: 4788.097656 Iteration 87Q: 3 clusters Score -1986151 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12110 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -1986148.625000 Penalty: 4788.097656 Iteration 88Q: 3 clusters Score -1986149 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12110 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -1986148.625000 Penalty: 4788.097656 Iteration 89F: 3 clusters Score -1986149 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2325 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Entering Unmasked Estep Score: -271528.750000 Penalty: 1922.365845 Iteration 0F: 2 clusters Score -271528.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -268699.937500 Penalty: 3844.731689 Iteration 0F: 3 clusters Score -268699.9 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -269248.281250 Penalty: 3844.731689 Iteration 1F: 3 clusters Score -269248.3 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -269413.906250 Penalty: 3844.731689 Iteration 2F: 3 clusters Score -269413.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -269539.750000 Penalty: 3844.731689 Iteration 3F: 3 clusters Score -269539.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -269601.781250 Penalty: 3844.731689 Iteration 4Q: 3 clusters Score -269601.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -269652.031250 Penalty: 3844.731689 Iteration 5Q: 3 clusters Score -269652 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -269688.906250 Penalty: 3844.731689 Iteration 6Q: 3 clusters Score -269688.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -269719.500000 Penalty: 3844.731689 Iteration 7Q: 3 clusters Score -269719.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -269753.031250 Penalty: 3844.731689 Iteration 8Q: 3 clusters Score -269753 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -269780.187500 Penalty: 3844.731689 Iteration 9Q: 3 clusters Score -269780.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -269792.562500 Penalty: 3844.731689 Iteration 10Q: 3 clusters Score -269792.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -269811.250000 Penalty: 3844.731689 Iteration 11Q: 3 clusters Score -269811.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -269827.562500 Penalty: 3844.731689 Iteration 12Q: 3 clusters Score -269827.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -269852.531250 Penalty: 3844.731689 Iteration 13Q: 3 clusters Score -269852.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -269882.687500 Penalty: 3844.731689 Iteration 14Q: 3 clusters Score -269882.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -269921.343750 Penalty: 3844.731689 Iteration 15Q: 3 clusters Score -269921.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -269961.937500 Penalty: 3844.731689 Iteration 16Q: 3 clusters Score -269961.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -270009.343750 Penalty: 3844.731689 Iteration 17Q: 3 clusters Score -270009.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -270067.156250 Penalty: 3844.731689 Iteration 18Q: 3 clusters Score -270067.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -270115.656250 Penalty: 3844.731689 Iteration 19Q: 3 clusters Score -270115.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -270163.031250 Penalty: 3844.731689 Iteration 20F: 3 clusters Score -270163 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -270205.312500 Penalty: 3844.731689 Iteration 21Q: 3 clusters Score -270205.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -270240.750000 Penalty: 3844.731689 Iteration 22Q: 3 clusters Score -270240.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -270268.750000 Penalty: 3844.731689 Iteration 23Q: 3 clusters Score -270268.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -270305.687500 Penalty: 3844.731689 Iteration 24Q: 3 clusters Score -270305.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -270350.312500 Penalty: 3844.731689 Iteration 25Q: 3 clusters Score -270350.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -270379.718750 Penalty: 3844.731689 Iteration 26Q: 3 clusters Score -270379.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -270396.687500 Penalty: 3844.731689 Iteration 27Q: 3 clusters Score -270396.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -270414.937500 Penalty: 3844.731689 Iteration 28Q: 3 clusters Score -270414.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -270430.250000 Penalty: 3844.731689 Iteration 29Q: 3 clusters Score -270430.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -270439.625000 Penalty: 3844.731689 Iteration 30Q: 3 clusters Score -270439.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -270445.468750 Penalty: 3844.731689 Iteration 31Q: 3 clusters Score -270445.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -270447.687500 Penalty: 3844.731689 Iteration 32Q: 3 clusters Score -270447.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -270449.718750 Penalty: 3844.731689 Iteration 33Q: 3 clusters Score -270449.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -270451.406250 Penalty: 3844.731689 Iteration 34Q: 3 clusters Score -270451.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -270457.093750 Penalty: 3844.731689 Iteration 35Q: 3 clusters Score -270457.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -270465.687500 Penalty: 3844.731689 Iteration 36Q: 3 clusters Score -270465.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -270467.218750 Penalty: 3844.731689 Iteration 37Q: 3 clusters Score -270467.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -270467.218750 Penalty: 3844.731689 Iteration 38F: 3 clusters Score -270467.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Entering Unmasked Estep Score: -38387.675781 Penalty: 1452.767334 Iteration 0F: 2 clusters Score -38387.68 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 182 members Entering Unmasked Estep Score: -37028.953125 Penalty: 2905.534668 Iteration 0F: 3 clusters Score -37028.95 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -37166.867188 Penalty: 2905.534668 Iteration 1F: 3 clusters Score -37166.87 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -37205.675781 Penalty: 2905.534668 Iteration 2Q: 3 clusters Score -37205.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -37243.468750 Penalty: 2905.534668 Iteration 3Q: 3 clusters Score -37243.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -37289.433594 Penalty: 2905.534668 Iteration 4Q: 3 clusters Score -37289.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -37295.300781 Penalty: 2905.534668 Iteration 5Q: 3 clusters Score -37295.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -37307.968750 Penalty: 2905.534668 Iteration 6Q: 3 clusters Score -37307.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -37307.968750 Penalty: 2905.534668 Iteration 7F: 3 clusters Score -37307.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (243754 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243754 members Entering Unmasked Estep Score: -30408560.000000 Penalty: 3076.170898 Iteration 0F: 2 clusters Score -3.040856e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122122 members Mstep: Class 2 contains 121632 members Entering Unmasked Estep Score: -30251066.000000 Penalty: 6152.341797 Iteration 0F: 3 clusters Score -3.025107e+07 nChanged 117553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125567 members Mstep: Class 2 contains 118187 members Entering Unmasked Estep Score: -30320448.000000 Penalty: 6152.341797 Iteration 1F: 3 clusters Score -3.032045e+07 nChanged 7015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127944 members Mstep: Class 2 contains 115810 members Entering Unmasked Estep Score: -30322116.000000 Penalty: 6152.341797 Iteration 2Q: 3 clusters Score -3.032212e+07 nChanged 8033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131535 members Mstep: Class 2 contains 112219 members Entering Unmasked Estep Score: -30324790.000000 Penalty: 6152.341797 Iteration 3Q: 3 clusters Score -3.032479e+07 nChanged 9441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137128 members Mstep: Class 2 contains 106626 members Entering Unmasked Estep Score: -30328476.000000 Penalty: 6152.341797 Iteration 4Q: 3 clusters Score -3.032848e+07 nChanged 11649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145461 members Mstep: Class 2 contains 98293 members Entering Unmasked Estep Score: -30334042.000000 Penalty: 6152.341797 Iteration 5Q: 3 clusters Score -3.033404e+07 nChanged 14274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157225 members Mstep: Class 2 contains 86529 members Entering Unmasked Estep Score: -30342604.000000 Penalty: 6152.341797 Iteration 6F: 3 clusters Score -3.03426e+07 nChanged 16725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172372 members Mstep: Class 2 contains 71382 members Entering Unmasked Estep Score: -30354188.000000 Penalty: 6152.341797 Iteration 7F: 3 clusters Score -3.035419e+07 nChanged 17780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189278 members Mstep: Class 2 contains 54476 members Entering Unmasked Estep Score: -30367982.000000 Penalty: 6152.341797 Iteration 8F: 3 clusters Score -3.036798e+07 nChanged 16050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204798 members Mstep: Class 2 contains 38956 members Entering Unmasked Estep Score: -30380558.000000 Penalty: 6152.341797 Iteration 9F: 3 clusters Score -3.038056e+07 nChanged 12041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216471 members Mstep: Class 2 contains 27283 members Entering Unmasked Estep Score: -30390012.000000 Penalty: 6152.341797 Iteration 10Q: 3 clusters Score -3.039001e+07 nChanged 8133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224358 members Mstep: Class 2 contains 19396 members Entering Unmasked Estep Score: -30396152.000000 Penalty: 6152.341797 Iteration 11Q: 3 clusters Score -3.039615e+07 nChanged 5435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229621 members Mstep: Class 2 contains 14133 members Entering Unmasked Estep Score: -30400258.000000 Penalty: 6152.341797 Iteration 12Q: 3 clusters Score -3.040026e+07 nChanged 3652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233159 members Mstep: Class 2 contains 10595 members Entering Unmasked Estep Score: -30402952.000000 Penalty: 6152.341797 Iteration 13Q: 3 clusters Score -3.040295e+07 nChanged 2514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235613 members Mstep: Class 2 contains 8141 members Entering Unmasked Estep Score: -30404476.000000 Penalty: 6152.341797 Iteration 14Q: 3 clusters Score -3.040448e+07 nChanged 1731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237248 members Mstep: Class 2 contains 6506 members Entering Unmasked Estep Score: -30405602.000000 Penalty: 6152.341797 Iteration 15Q: 3 clusters Score -3.04056e+07 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238384 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -30406238.000000 Penalty: 6152.341797 Iteration 16Q: 3 clusters Score -3.040624e+07 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239165 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -30406644.000000 Penalty: 6152.341797 Iteration 17Q: 3 clusters Score -3.040664e+07 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239746 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -30407084.000000 Penalty: 6152.341797 Iteration 18Q: 3 clusters Score -3.040708e+07 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240158 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -30407424.000000 Penalty: 6152.341797 Iteration 19Q: 3 clusters Score -3.040742e+07 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240450 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -30407652.000000 Penalty: 6152.341797 Iteration 20F: 3 clusters Score -3.040765e+07 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240641 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -30407816.000000 Penalty: 6152.341797 Iteration 21Q: 3 clusters Score -3.040782e+07 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240790 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -30407912.000000 Penalty: 6152.341797 Iteration 22Q: 3 clusters Score -3.040791e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240884 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -30407946.000000 Penalty: 6152.341797 Iteration 23Q: 3 clusters Score -3.040795e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240954 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -30407944.000000 Penalty: 6152.341797 Iteration 24Q: 3 clusters Score -3.040794e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240982 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -30407982.000000 Penalty: 6152.341797 Iteration 25Q: 3 clusters Score -3.040798e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241003 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -30408000.000000 Penalty: 6152.341797 Iteration 26Q: 3 clusters Score -3.0408e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241013 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -30408012.000000 Penalty: 6152.341797 Iteration 27Q: 3 clusters Score -3.040801e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241020 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -30407996.000000 Penalty: 6152.341797 Iteration 28Q: 3 clusters Score -3.0408e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241029 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -30408038.000000 Penalty: 6152.341797 Iteration 29Q: 3 clusters Score -3.040804e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241034 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -30408044.000000 Penalty: 6152.341797 Iteration 30Q: 3 clusters Score -3.040804e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241032 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -30408032.000000 Penalty: 6152.341797 Iteration 31Q: 3 clusters Score -3.040803e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241029 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -30408038.000000 Penalty: 6152.341797 Iteration 32Q: 3 clusters Score -3.040804e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241028 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -30408034.000000 Penalty: 6152.341797 Iteration 33Q: 3 clusters Score -3.040803e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241026 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -30408020.000000 Penalty: 6152.341797 Iteration 34Q: 3 clusters Score -3.040802e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241027 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -30408024.000000 Penalty: 6152.341797 Iteration 35Q: 3 clusters Score -3.040802e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241029 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -30408020.000000 Penalty: 6152.341797 Iteration 36Q: 3 clusters Score -3.040802e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241028 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -30408028.000000 Penalty: 6152.341797 Iteration 37Q: 3 clusters Score -3.040803e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241027 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -30408024.000000 Penalty: 6152.341797 Iteration 38Q: 3 clusters Score -3.040802e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241033 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -30408040.000000 Penalty: 6152.341797 Iteration 39Q: 3 clusters Score -3.040804e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241027 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -30408024.000000 Penalty: 6152.341797 Iteration 40F: 3 clusters Score -3.040802e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241028 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -30408020.000000 Penalty: 6152.341797 Iteration 41Q: 3 clusters Score -3.040802e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241032 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -30408044.000000 Penalty: 6152.341797 Iteration 42Q: 3 clusters Score -3.040804e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241034 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -30408026.000000 Penalty: 6152.341797 Iteration 43Q: 3 clusters Score -3.040803e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241035 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -30408024.000000 Penalty: 6152.341797 Iteration 44Q: 3 clusters Score -3.040802e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241035 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -30408024.000000 Penalty: 6152.341797 Iteration 45F: 3 clusters Score -3.040802e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (64681 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64681 members Entering Unmasked Estep Score: -8137079.000000 Penalty: 2747.151367 Iteration 0F: 2 clusters Score -8137079 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32546 members Mstep: Class 2 contains 32135 members Entering Unmasked Estep Score: -8093598.000000 Penalty: 5494.302734 Iteration 0F: 3 clusters Score -8093598 nChanged 30280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33528 members Mstep: Class 2 contains 31153 members Entering Unmasked Estep Score: -8110753.500000 Penalty: 5494.302734 Iteration 1F: 3 clusters Score -8110754 nChanged 2390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34110 members Mstep: Class 2 contains 30571 members Entering Unmasked Estep Score: -8111492.500000 Penalty: 5494.302734 Iteration 2Q: 3 clusters Score -8111492 nChanged 2496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34906 members Mstep: Class 2 contains 29775 members Entering Unmasked Estep Score: -8112466.000000 Penalty: 5494.302734 Iteration 3Q: 3 clusters Score -8112466 nChanged 2833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35959 members Mstep: Class 2 contains 28722 members Entering Unmasked Estep Score: -8113927.000000 Penalty: 5494.302734 Iteration 4Q: 3 clusters Score -8113927 nChanged 3234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37327 members Mstep: Class 2 contains 27354 members Entering Unmasked Estep Score: -8115851.500000 Penalty: 5494.302734 Iteration 5Q: 3 clusters Score -8115852 nChanged 3521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39068 members Mstep: Class 2 contains 25613 members Entering Unmasked Estep Score: -8118106.500000 Penalty: 5494.302734 Iteration 6F: 3 clusters Score -8118106 nChanged 3667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41055 members Mstep: Class 2 contains 23626 members Entering Unmasked Estep Score: -8120342.500000 Penalty: 5494.302734 Iteration 7F: 3 clusters Score -8120342 nChanged 3481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43334 members Mstep: Class 2 contains 21347 members Entering Unmasked Estep Score: -8122272.000000 Penalty: 5494.302734 Iteration 8F: 3 clusters Score -8122272 nChanged 3280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45840 members Mstep: Class 2 contains 18841 members Entering Unmasked Estep Score: -8123989.500000 Penalty: 5494.302734 Iteration 9F: 3 clusters Score -8123990 nChanged 2963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48465 members Mstep: Class 2 contains 16216 members Entering Unmasked Estep Score: -8125634.000000 Penalty: 5494.302734 Iteration 10Q: 3 clusters Score -8125634 nChanged 2824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51149 members Mstep: Class 2 contains 13532 members Entering Unmasked Estep Score: -8127156.500000 Penalty: 5494.302734 Iteration 11Q: 3 clusters Score -8127156 nChanged 2780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53875 members Mstep: Class 2 contains 10806 members Entering Unmasked Estep Score: -8128817.000000 Penalty: 5494.302734 Iteration 12Q: 3 clusters Score -8128817 nChanged 2552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56415 members Mstep: Class 2 contains 8266 members Entering Unmasked Estep Score: -8130525.500000 Penalty: 5494.302734 Iteration 13Q: 3 clusters Score -8130526 nChanged 2124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58525 members Mstep: Class 2 contains 6156 members Entering Unmasked Estep Score: -8132012.500000 Penalty: 5494.302734 Iteration 14Q: 3 clusters Score -8132012 nChanged 1620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60117 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -8133185.500000 Penalty: 5494.302734 Iteration 15Q: 3 clusters Score -8133186 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61159 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -8133990.500000 Penalty: 5494.302734 Iteration 16Q: 3 clusters Score -8133990 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61814 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -8134512.000000 Penalty: 5494.302734 Iteration 17Q: 3 clusters Score -8134512 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62177 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -8134834.000000 Penalty: 5494.302734 Iteration 18Q: 3 clusters Score -8134834 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62392 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -8134985.500000 Penalty: 5494.302734 Iteration 19Q: 3 clusters Score -8134986 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62556 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -8135083.500000 Penalty: 5494.302734 Iteration 20F: 3 clusters Score -8135084 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62666 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -8135156.500000 Penalty: 5494.302734 Iteration 21Q: 3 clusters Score -8135156 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62737 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -8135181.500000 Penalty: 5494.302734 Iteration 22Q: 3 clusters Score -8135182 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62792 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -8135203.000000 Penalty: 5494.302734 Iteration 23Q: 3 clusters Score -8135203 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62836 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -8135250.000000 Penalty: 5494.302734 Iteration 24Q: 3 clusters Score -8135250 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62879 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -8135267.000000 Penalty: 5494.302734 Iteration 25Q: 3 clusters Score -8135267 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62909 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -8135260.500000 Penalty: 5494.302734 Iteration 26Q: 3 clusters Score -8135260 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62929 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -8135268.000000 Penalty: 5494.302734 Iteration 27Q: 3 clusters Score -8135268 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62948 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -8135281.000000 Penalty: 5494.302734 Iteration 28Q: 3 clusters Score -8135281 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62971 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -8135283.000000 Penalty: 5494.302734 Iteration 29Q: 3 clusters Score -8135283 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62985 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -8135291.500000 Penalty: 5494.302734 Iteration 30Q: 3 clusters Score -8135292 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63000 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -8135301.000000 Penalty: 5494.302734 Iteration 31Q: 3 clusters Score -8135301 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63008 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -8135316.000000 Penalty: 5494.302734 Iteration 32Q: 3 clusters Score -8135316 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63018 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -8135325.000000 Penalty: 5494.302734 Iteration 33Q: 3 clusters Score -8135325 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63026 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -8135323.000000 Penalty: 5494.302734 Iteration 34Q: 3 clusters Score -8135323 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63036 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -8135328.500000 Penalty: 5494.302734 Iteration 35Q: 3 clusters Score -8135328 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63042 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -8135335.500000 Penalty: 5494.302734 Iteration 36Q: 3 clusters Score -8135336 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63051 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -8135333.500000 Penalty: 5494.302734 Iteration 37Q: 3 clusters Score -8135334 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63060 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -8135336.500000 Penalty: 5494.302734 Iteration 38Q: 3 clusters Score -8135336 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63065 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -8135341.500000 Penalty: 5494.302734 Iteration 39Q: 3 clusters Score -8135342 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63070 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -8135353.000000 Penalty: 5494.302734 Iteration 40F: 3 clusters Score -8135353 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63079 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -8135346.000000 Penalty: 5494.302734 Iteration 41Q: 3 clusters Score -8135346 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63085 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -8135345.500000 Penalty: 5494.302734 Iteration 42Q: 3 clusters Score -8135346 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63089 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -8135342.500000 Penalty: 5494.302734 Iteration 43Q: 3 clusters Score -8135342 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63092 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -8135341.000000 Penalty: 5494.302734 Iteration 44Q: 3 clusters Score -8135341 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63095 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -8135338.500000 Penalty: 5494.302734 Iteration 45Q: 3 clusters Score -8135338 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63097 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -8135341.000000 Penalty: 5494.302734 Iteration 46Q: 3 clusters Score -8135341 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63098 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -8135345.500000 Penalty: 5494.302734 Iteration 47Q: 3 clusters Score -8135346 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63101 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -8135349.000000 Penalty: 5494.302734 Iteration 48Q: 3 clusters Score -8135349 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63102 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -8135346.500000 Penalty: 5494.302734 Iteration 49Q: 3 clusters Score -8135346 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63103 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -8135351.500000 Penalty: 5494.302734 Iteration 50Q: 3 clusters Score -8135352 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63103 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -8135351.500000 Penalty: 5494.302734 Iteration 51F: 3 clusters Score -8135352 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (6449 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6449 members Entering Unmasked Estep Score: -822935.250000 Penalty: 2175.376953 Iteration 0F: 2 clusters Score -822935.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -817481.000000 Penalty: 4350.753906 Iteration 0F: 3 clusters Score -817481 nChanged 2543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -818874.562500 Penalty: 4350.753906 Iteration 1F: 3 clusters Score -818874.6 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -819086.687500 Penalty: 4350.753906 Iteration 2F: 3 clusters Score -819086.7 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -819218.625000 Penalty: 4350.753906 Iteration 3Q: 3 clusters Score -819218.6 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -819329.750000 Penalty: 4350.753906 Iteration 4Q: 3 clusters Score -819329.8 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -819445.312500 Penalty: 4350.753906 Iteration 5Q: 3 clusters Score -819445.3 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -819541.187500 Penalty: 4350.753906 Iteration 6Q: 3 clusters Score -819541.2 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -819634.375000 Penalty: 4350.753906 Iteration 7Q: 3 clusters Score -819634.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -819732.062500 Penalty: 4350.753906 Iteration 8Q: 3 clusters Score -819732.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -819828.250000 Penalty: 4350.753906 Iteration 9Q: 3 clusters Score -819828.2 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -819915.687500 Penalty: 4350.753906 Iteration 10Q: 3 clusters Score -819915.7 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -820005.187500 Penalty: 4350.753906 Iteration 11Q: 3 clusters Score -820005.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -820081.875000 Penalty: 4350.753906 Iteration 12Q: 3 clusters Score -820081.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -820150.812500 Penalty: 4350.753906 Iteration 13Q: 3 clusters Score -820150.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -820220.125000 Penalty: 4350.753906 Iteration 14Q: 3 clusters Score -820220.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -820275.187500 Penalty: 4350.753906 Iteration 15Q: 3 clusters Score -820275.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -820330.500000 Penalty: 4350.753906 Iteration 16Q: 3 clusters Score -820330.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -820394.937500 Penalty: 4350.753906 Iteration 17Q: 3 clusters Score -820394.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -820456.750000 Penalty: 4350.753906 Iteration 18Q: 3 clusters Score -820456.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -820510.250000 Penalty: 4350.753906 Iteration 19Q: 3 clusters Score -820510.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -820567.312500 Penalty: 4350.753906 Iteration 20F: 3 clusters Score -820567.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -820617.562500 Penalty: 4350.753906 Iteration 21Q: 3 clusters Score -820617.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -820656.750000 Penalty: 4350.753906 Iteration 22Q: 3 clusters Score -820656.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -820697.687500 Penalty: 4350.753906 Iteration 23Q: 3 clusters Score -820697.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5112 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -820744.375000 Penalty: 4350.753906 Iteration 24Q: 3 clusters Score -820744.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -820783.562500 Penalty: 4350.753906 Iteration 25Q: 3 clusters Score -820783.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -820814.437500 Penalty: 4350.753906 Iteration 26Q: 3 clusters Score -820814.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5298 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -820856.062500 Penalty: 4350.753906 Iteration 27Q: 3 clusters Score -820856.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5349 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -820886.875000 Penalty: 4350.753906 Iteration 28Q: 3 clusters Score -820886.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5392 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -820919.562500 Penalty: 4350.753906 Iteration 29Q: 3 clusters Score -820919.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5436 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -820952.875000 Penalty: 4350.753906 Iteration 30Q: 3 clusters Score -820952.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -820983.812500 Penalty: 4350.753906 Iteration 31Q: 3 clusters Score -820983.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -821006.562500 Penalty: 4350.753906 Iteration 32Q: 3 clusters Score -821006.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -821024.500000 Penalty: 4350.753906 Iteration 33Q: 3 clusters Score -821024.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5575 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -821037.937500 Penalty: 4350.753906 Iteration 34Q: 3 clusters Score -821037.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5599 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -821053.250000 Penalty: 4350.753906 Iteration 35Q: 3 clusters Score -821053.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -821064.312500 Penalty: 4350.753906 Iteration 36Q: 3 clusters Score -821064.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -821076.500000 Penalty: 4350.753906 Iteration 37Q: 3 clusters Score -821076.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -821085.437500 Penalty: 4350.753906 Iteration 38Q: 3 clusters Score -821085.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5660 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -821095.750000 Penalty: 4350.753906 Iteration 39Q: 3 clusters Score -821095.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5675 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -821106.375000 Penalty: 4350.753906 Iteration 40F: 3 clusters Score -821106.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5690 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -821118.062500 Penalty: 4350.753906 Iteration 41Q: 3 clusters Score -821118.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -821129.812500 Penalty: 4350.753906 Iteration 42Q: 3 clusters Score -821129.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5728 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -821138.562500 Penalty: 4350.753906 Iteration 43Q: 3 clusters Score -821138.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5740 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -821146.625000 Penalty: 4350.753906 Iteration 44Q: 3 clusters Score -821146.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -821151.562500 Penalty: 4350.753906 Iteration 45Q: 3 clusters Score -821151.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -821157.250000 Penalty: 4350.753906 Iteration 46Q: 3 clusters Score -821157.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5763 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -821162.000000 Penalty: 4350.753906 Iteration 47Q: 3 clusters Score -821162 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -821163.187500 Penalty: 4350.753906 Iteration 48Q: 3 clusters Score -821163.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5778 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -821167.562500 Penalty: 4350.753906 Iteration 49Q: 3 clusters Score -821167.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5783 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -821167.875000 Penalty: 4350.753906 Iteration 50Q: 3 clusters Score -821167.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -821168.750000 Penalty: 4350.753906 Iteration 51Q: 3 clusters Score -821168.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5785 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -821169.625000 Penalty: 4350.753906 Iteration 52Q: 3 clusters Score -821169.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5787 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -821170.000000 Penalty: 4350.753906 Iteration 53Q: 3 clusters Score -821170 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -821170.687500 Penalty: 4350.753906 Iteration 54Q: 3 clusters Score -821170.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5789 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -821171.312500 Penalty: 4350.753906 Iteration 55Q: 3 clusters Score -821171.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5789 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -821171.312500 Penalty: 4350.753906 Iteration 56F: 3 clusters Score -821171.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Entering Unmasked Estep Score: -71860.828125 Penalty: 1583.946045 Iteration 0F: 2 clusters Score -71860.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -70248.664062 Penalty: 3167.892090 Iteration 0F: 3 clusters Score -70248.66 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -70414.960938 Penalty: 3167.892090 Iteration 1F: 3 clusters Score -70414.96 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -70472.757812 Penalty: 3167.892090 Iteration 2Q: 3 clusters Score -70472.76 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -70496.437500 Penalty: 3167.892090 Iteration 3Q: 3 clusters Score -70496.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -70502.148438 Penalty: 3167.892090 Iteration 4Q: 3 clusters Score -70502.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -70504.695312 Penalty: 3167.892090 Iteration 5Q: 3 clusters Score -70504.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -70512.046875 Penalty: 3167.892090 Iteration 6Q: 3 clusters Score -70512.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -70519.554688 Penalty: 3167.892090 Iteration 7Q: 3 clusters Score -70519.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -70520.414062 Penalty: 3167.892090 Iteration 8Q: 3 clusters Score -70520.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -70521.867188 Penalty: 3167.892090 Iteration 9Q: 3 clusters Score -70521.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -70522.882812 Penalty: 3167.892090 Iteration 10Q: 3 clusters Score -70522.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -70524.765625 Penalty: 3167.892090 Iteration 11Q: 3 clusters Score -70524.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -70526.562500 Penalty: 3167.892090 Iteration 12Q: 3 clusters Score -70526.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -70528.773438 Penalty: 3167.892090 Iteration 13Q: 3 clusters Score -70528.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -70528.773438 Penalty: 3167.892090 Iteration 14F: 3 clusters Score -70528.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1497 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Entering Unmasked Estep Score: -179501.609375 Penalty: 1813.182129 Iteration 0F: 2 clusters Score -179501.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -177207.328125 Penalty: 3626.364258 Iteration 0F: 3 clusters Score -177207.3 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -177582.187500 Penalty: 3626.364258 Iteration 1F: 3 clusters Score -177582.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -177676.187500 Penalty: 3626.364258 Iteration 2F: 3 clusters Score -177676.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -177720.656250 Penalty: 3626.364258 Iteration 3Q: 3 clusters Score -177720.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -177745.140625 Penalty: 3626.364258 Iteration 4Q: 3 clusters Score -177745.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -177757.609375 Penalty: 3626.364258 Iteration 5Q: 3 clusters Score -177757.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -177768.578125 Penalty: 3626.364258 Iteration 6Q: 3 clusters Score -177768.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -177776.671875 Penalty: 3626.364258 Iteration 7Q: 3 clusters Score -177776.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -177781.531250 Penalty: 3626.364258 Iteration 8Q: 3 clusters Score -177781.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -177785.875000 Penalty: 3626.364258 Iteration 9Q: 3 clusters Score -177785.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -177795.093750 Penalty: 3626.364258 Iteration 10Q: 3 clusters Score -177795.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -177802.109375 Penalty: 3626.364258 Iteration 11Q: 3 clusters Score -177802.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -177805.218750 Penalty: 3626.364258 Iteration 12Q: 3 clusters Score -177805.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -177812.187500 Penalty: 3626.364258 Iteration 13Q: 3 clusters Score -177812.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -177818.687500 Penalty: 3626.364258 Iteration 14Q: 3 clusters Score -177818.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -177827.187500 Penalty: 3626.364258 Iteration 15Q: 3 clusters Score -177827.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -177830.625000 Penalty: 3626.364258 Iteration 16Q: 3 clusters Score -177830.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -177830.625000 Penalty: 3626.364258 Iteration 17F: 3 clusters Score -177830.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (341 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Entering Unmasked Estep Score: -31833.294922 Penalty: 1446.306885 Iteration 0F: 2 clusters Score -31833.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -30522.074219 Penalty: 2892.613770 Iteration 0F: 3 clusters Score -30522.07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -30738.578125 Penalty: 2892.613770 Iteration 1F: 3 clusters Score -30738.58 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -30903.451172 Penalty: 2892.613770 Iteration 2F: 3 clusters Score -30903.45 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -31135.130859 Penalty: 2892.613770 Iteration 3F: 3 clusters Score -31135.13 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -31324.660156 Penalty: 2892.613770 Iteration 4F: 3 clusters Score -31324.66 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -31557.666016 Penalty: 2892.613770 Iteration 5F: 3 clusters Score -31557.67 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -31720.716797 Penalty: 2892.613770 Iteration 6Q: 3 clusters Score -31720.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -31830.851562 Penalty: 2892.613770 Iteration 7Q: 3 clusters Score -31830.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -31891.011719 Penalty: 2892.613770 Iteration 8Q: 3 clusters Score -31891.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -31900.597656 Penalty: 2892.613770 Iteration 9Q: 3 clusters Score -31900.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -31900.597656 Penalty: 2892.613770 Iteration 10F: 3 clusters Score -31900.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52905 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15575 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243754 members Mstep: Class 7 contains 64681 members Mstep: Class 8 contains 6449 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1497 members Mstep: Class 11 contains 236 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9845 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26661 members Mstep: Class 22 contains 202 members Mstep: Class 23 contains 105 members Entering Unmasked Estep Score: -55442936.000000 Penalty: 74233.218750 Splitting cluster 11 changes total score from -55444656.000000 to -55442936.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (5310 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5310 members Entering Unmasked Estep Score: -678082.000000 Penalty: 2127.182129 Iteration 0F: 2 clusters Score -678082 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -673402.500000 Penalty: 4254.364258 Iteration 0F: 3 clusters Score -673402.5 nChanged 2014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -674459.125000 Penalty: 4254.364258 Iteration 1F: 3 clusters Score -674459.1 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -674641.250000 Penalty: 4254.364258 Iteration 2F: 3 clusters Score -674641.2 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -674763.312500 Penalty: 4254.364258 Iteration 3Q: 3 clusters Score -674763.3 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -674860.125000 Penalty: 4254.364258 Iteration 4Q: 3 clusters Score -674860.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -674929.125000 Penalty: 4254.364258 Iteration 5Q: 3 clusters Score -674929.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -674978.187500 Penalty: 4254.364258 Iteration 6Q: 3 clusters Score -674978.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -675011.500000 Penalty: 4254.364258 Iteration 7Q: 3 clusters Score -675011.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -675044.687500 Penalty: 4254.364258 Iteration 8Q: 3 clusters Score -675044.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -675065.312500 Penalty: 4254.364258 Iteration 9Q: 3 clusters Score -675065.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -675080.937500 Penalty: 4254.364258 Iteration 10Q: 3 clusters Score -675080.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -675092.687500 Penalty: 4254.364258 Iteration 11Q: 3 clusters Score -675092.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -675097.937500 Penalty: 4254.364258 Iteration 12Q: 3 clusters Score -675097.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -675106.437500 Penalty: 4254.364258 Iteration 13Q: 3 clusters Score -675106.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -675115.562500 Penalty: 4254.364258 Iteration 14Q: 3 clusters Score -675115.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -675126.062500 Penalty: 4254.364258 Iteration 15Q: 3 clusters Score -675126.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -675136.125000 Penalty: 4254.364258 Iteration 16Q: 3 clusters Score -675136.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -675144.375000 Penalty: 4254.364258 Iteration 17Q: 3 clusters Score -675144.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -675151.375000 Penalty: 4254.364258 Iteration 18Q: 3 clusters Score -675151.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -675159.187500 Penalty: 4254.364258 Iteration 19Q: 3 clusters Score -675159.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -675163.000000 Penalty: 4254.364258 Iteration 20F: 3 clusters Score -675163 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -675167.750000 Penalty: 4254.364258 Iteration 21Q: 3 clusters Score -675167.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -675170.375000 Penalty: 4254.364258 Iteration 22Q: 3 clusters Score -675170.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -675173.937500 Penalty: 4254.364258 Iteration 23Q: 3 clusters Score -675173.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -675176.437500 Penalty: 4254.364258 Iteration 24Q: 3 clusters Score -675176.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -675183.250000 Penalty: 4254.364258 Iteration 25Q: 3 clusters Score -675183.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -675187.000000 Penalty: 4254.364258 Iteration 26Q: 3 clusters Score -675187 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -675189.562500 Penalty: 4254.364258 Iteration 27Q: 3 clusters Score -675189.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -675192.687500 Penalty: 4254.364258 Iteration 28Q: 3 clusters Score -675192.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -675195.250000 Penalty: 4254.364258 Iteration 29Q: 3 clusters Score -675195.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -675198.937500 Penalty: 4254.364258 Iteration 30Q: 3 clusters Score -675198.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -675204.375000 Penalty: 4254.364258 Iteration 31Q: 3 clusters Score -675204.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -675212.937500 Penalty: 4254.364258 Iteration 32Q: 3 clusters Score -675212.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -675220.812500 Penalty: 4254.364258 Iteration 33Q: 3 clusters Score -675220.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -675228.125000 Penalty: 4254.364258 Iteration 34Q: 3 clusters Score -675228.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -675234.125000 Penalty: 4254.364258 Iteration 35Q: 3 clusters Score -675234.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -675237.937500 Penalty: 4254.364258 Iteration 36Q: 3 clusters Score -675237.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -675244.562500 Penalty: 4254.364258 Iteration 37Q: 3 clusters Score -675244.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -675254.000000 Penalty: 4254.364258 Iteration 38Q: 3 clusters Score -675254 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -675263.187500 Penalty: 4254.364258 Iteration 39Q: 3 clusters Score -675263.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -675273.437500 Penalty: 4254.364258 Iteration 40F: 3 clusters Score -675273.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -675284.312500 Penalty: 4254.364258 Iteration 41Q: 3 clusters Score -675284.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -675298.687500 Penalty: 4254.364258 Iteration 42Q: 3 clusters Score -675298.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -675314.000000 Penalty: 4254.364258 Iteration 43Q: 3 clusters Score -675314 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -675326.687500 Penalty: 4254.364258 Iteration 44Q: 3 clusters Score -675326.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -675343.000000 Penalty: 4254.364258 Iteration 45Q: 3 clusters Score -675343 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -675357.562500 Penalty: 4254.364258 Iteration 46Q: 3 clusters Score -675357.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -675370.937500 Penalty: 4254.364258 Iteration 47Q: 3 clusters Score -675370.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -675385.687500 Penalty: 4254.364258 Iteration 48Q: 3 clusters Score -675385.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -675403.500000 Penalty: 4254.364258 Iteration 49Q: 3 clusters Score -675403.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -675432.687500 Penalty: 4254.364258 Iteration 50Q: 3 clusters Score -675432.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -675465.875000 Penalty: 4254.364258 Iteration 51Q: 3 clusters Score -675465.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -675497.812500 Penalty: 4254.364258 Iteration 52Q: 3 clusters Score -675497.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -675531.750000 Penalty: 4254.364258 Iteration 53Q: 3 clusters Score -675531.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -675563.187500 Penalty: 4254.364258 Iteration 54Q: 3 clusters Score -675563.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -675595.687500 Penalty: 4254.364258 Iteration 55Q: 3 clusters Score -675595.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -675631.750000 Penalty: 4254.364258 Iteration 56Q: 3 clusters Score -675631.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -675681.500000 Penalty: 4254.364258 Iteration 57Q: 3 clusters Score -675681.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -675744.375000 Penalty: 4254.364258 Iteration 58Q: 3 clusters Score -675744.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -675808.312500 Penalty: 4254.364258 Iteration 59Q: 3 clusters Score -675808.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -675878.875000 Penalty: 4254.364258 Iteration 60F: 3 clusters Score -675878.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -675942.312500 Penalty: 4254.364258 Iteration 61Q: 3 clusters Score -675942.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -676006.125000 Penalty: 4254.364258 Iteration 62Q: 3 clusters Score -676006.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -676055.000000 Penalty: 4254.364258 Iteration 63Q: 3 clusters Score -676055 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -676111.312500 Penalty: 4254.364258 Iteration 64Q: 3 clusters Score -676111.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -676155.812500 Penalty: 4254.364258 Iteration 65Q: 3 clusters Score -676155.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -676206.562500 Penalty: 4254.364258 Iteration 66Q: 3 clusters Score -676206.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -676247.562500 Penalty: 4254.364258 Iteration 67Q: 3 clusters Score -676247.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -676278.875000 Penalty: 4254.364258 Iteration 68Q: 3 clusters Score -676278.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -676296.937500 Penalty: 4254.364258 Iteration 69Q: 3 clusters Score -676296.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -676304.062500 Penalty: 4254.364258 Iteration 70Q: 3 clusters Score -676304.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -676311.437500 Penalty: 4254.364258 Iteration 71Q: 3 clusters Score -676311.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 4903 members Entering Unmasked Estep Score: -676315.500000 Penalty: 4254.364258 Iteration 72Q: 3 clusters Score -676315.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -676318.062500 Penalty: 4254.364258 Iteration 73Q: 3 clusters Score -676318.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -676320.625000 Penalty: 4254.364258 Iteration 74Q: 3 clusters Score -676320.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 4914 members Entering Unmasked Estep Score: -676322.750000 Penalty: 4254.364258 Iteration 75Q: 3 clusters Score -676322.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -676325.062500 Penalty: 4254.364258 Iteration 76Q: 3 clusters Score -676325.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 4917 members Entering Unmasked Estep Score: -676326.375000 Penalty: 4254.364258 Iteration 77Q: 3 clusters Score -676326.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -676328.062500 Penalty: 4254.364258 Iteration 78Q: 3 clusters Score -676328.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -676328.312500 Penalty: 4254.364258 Iteration 79Q: 3 clusters Score -676328.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 4922 members Entering Unmasked Estep Score: -676330.750000 Penalty: 4254.364258 Iteration 80F: 3 clusters Score -676330.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -676332.937500 Penalty: 4254.364258 Iteration 81Q: 3 clusters Score -676332.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -676336.000000 Penalty: 4254.364258 Iteration 82Q: 3 clusters Score -676336 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -676341.375000 Penalty: 4254.364258 Iteration 83Q: 3 clusters Score -676341.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 4939 members Entering Unmasked Estep Score: -676349.375000 Penalty: 4254.364258 Iteration 84Q: 3 clusters Score -676349.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -676355.375000 Penalty: 4254.364258 Iteration 85Q: 3 clusters Score -676355.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 4948 members Entering Unmasked Estep Score: -676360.562500 Penalty: 4254.364258 Iteration 86Q: 3 clusters Score -676360.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -676366.250000 Penalty: 4254.364258 Iteration 87Q: 3 clusters Score -676366.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 4960 members Entering Unmasked Estep Score: -676372.187500 Penalty: 4254.364258 Iteration 88Q: 3 clusters Score -676372.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 4961 members Entering Unmasked Estep Score: -676379.687500 Penalty: 4254.364258 Iteration 89Q: 3 clusters Score -676379.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 4961 members Entering Unmasked Estep Score: -676379.625000 Penalty: 4254.364258 Iteration 90Q: 3 clusters Score -676379.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -676384.062500 Penalty: 4254.364258 Iteration 91Q: 3 clusters Score -676384.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 4968 members Entering Unmasked Estep Score: -676388.062500 Penalty: 4254.364258 Iteration 92Q: 3 clusters Score -676388.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 4971 members Entering Unmasked Estep Score: -676392.000000 Penalty: 4254.364258 Iteration 93Q: 3 clusters Score -676392 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 4973 members Entering Unmasked Estep Score: -676392.250000 Penalty: 4254.364258 Iteration 94Q: 3 clusters Score -676392.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 4973 members Entering Unmasked Estep Score: -676392.250000 Penalty: 4254.364258 Iteration 95F: 3 clusters Score -676392.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (371 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Entering Unmasked Estep Score: -41334.453125 Penalty: 1467.218140 Iteration 0F: 2 clusters Score -41334.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -40003.425781 Penalty: 2934.436279 Iteration 0F: 3 clusters Score -40003.43 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -40122.207031 Penalty: 2934.436279 Iteration 1F: 3 clusters Score -40122.21 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -40197.746094 Penalty: 2934.436279 Iteration 2Q: 3 clusters Score -40197.75 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -40222.894531 Penalty: 2934.436279 Iteration 3Q: 3 clusters Score -40222.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -40231.968750 Penalty: 2934.436279 Iteration 4Q: 3 clusters Score -40231.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -40233.269531 Penalty: 2934.436279 Iteration 5Q: 3 clusters Score -40233.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -40233.269531 Penalty: 2934.436279 Iteration 6F: 3 clusters Score -40233.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3418 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Entering Unmasked Estep Score: -425370.250000 Penalty: 2017.929199 Iteration 0F: 2 clusters Score -425370.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -421847.843750 Penalty: 4035.858398 Iteration 0F: 3 clusters Score -421847.8 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -422593.250000 Penalty: 4035.858398 Iteration 1F: 3 clusters Score -422593.2 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -422770.656250 Penalty: 4035.858398 Iteration 2F: 3 clusters Score -422770.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -422878.343750 Penalty: 4035.858398 Iteration 3Q: 3 clusters Score -422878.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -422953.968750 Penalty: 4035.858398 Iteration 4Q: 3 clusters Score -422954 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -423001.593750 Penalty: 4035.858398 Iteration 5Q: 3 clusters Score -423001.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -423033.031250 Penalty: 4035.858398 Iteration 6Q: 3 clusters Score -423033 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -423052.656250 Penalty: 4035.858398 Iteration 7Q: 3 clusters Score -423052.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -423065.000000 Penalty: 4035.858398 Iteration 8Q: 3 clusters Score -423065 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -423072.187500 Penalty: 4035.858398 Iteration 9Q: 3 clusters Score -423072.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -423080.312500 Penalty: 4035.858398 Iteration 10Q: 3 clusters Score -423080.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -423087.406250 Penalty: 4035.858398 Iteration 11Q: 3 clusters Score -423087.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -423093.468750 Penalty: 4035.858398 Iteration 12Q: 3 clusters Score -423093.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -423099.875000 Penalty: 4035.858398 Iteration 13Q: 3 clusters Score -423099.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -423104.906250 Penalty: 4035.858398 Iteration 14Q: 3 clusters Score -423104.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -423110.312500 Penalty: 4035.858398 Iteration 15Q: 3 clusters Score -423110.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -423113.562500 Penalty: 4035.858398 Iteration 16Q: 3 clusters Score -423113.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -423115.406250 Penalty: 4035.858398 Iteration 17Q: 3 clusters Score -423115.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -423117.437500 Penalty: 4035.858398 Iteration 18Q: 3 clusters Score -423117.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -423121.375000 Penalty: 4035.858398 Iteration 19Q: 3 clusters Score -423121.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -423125.468750 Penalty: 4035.858398 Iteration 20F: 3 clusters Score -423125.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -423129.250000 Penalty: 4035.858398 Iteration 21Q: 3 clusters Score -423129.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -423132.031250 Penalty: 4035.858398 Iteration 22Q: 3 clusters Score -423132 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -423133.718750 Penalty: 4035.858398 Iteration 23Q: 3 clusters Score -423133.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -423136.031250 Penalty: 4035.858398 Iteration 24Q: 3 clusters Score -423136 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -423138.781250 Penalty: 4035.858398 Iteration 25Q: 3 clusters Score -423138.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -423140.906250 Penalty: 4035.858398 Iteration 26Q: 3 clusters Score -423140.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -423140.875000 Penalty: 4035.858398 Iteration 27Q: 3 clusters Score -423140.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -423143.125000 Penalty: 4035.858398 Iteration 28Q: 3 clusters Score -423143.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -423144.656250 Penalty: 4035.858398 Iteration 29Q: 3 clusters Score -423144.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -423149.687500 Penalty: 4035.858398 Iteration 30Q: 3 clusters Score -423149.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -423154.156250 Penalty: 4035.858398 Iteration 31Q: 3 clusters Score -423154.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -423157.437500 Penalty: 4035.858398 Iteration 32Q: 3 clusters Score -423157.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -423160.593750 Penalty: 4035.858398 Iteration 33Q: 3 clusters Score -423160.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -423164.125000 Penalty: 4035.858398 Iteration 34Q: 3 clusters Score -423164.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -423166.718750 Penalty: 4035.858398 Iteration 35Q: 3 clusters Score -423166.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -423167.718750 Penalty: 4035.858398 Iteration 36Q: 3 clusters Score -423167.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -423167.406250 Penalty: 4035.858398 Iteration 37Q: 3 clusters Score -423167.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -423168.687500 Penalty: 4035.858398 Iteration 38Q: 3 clusters Score -423168.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -423168.687500 Penalty: 4035.858398 Iteration 39F: 3 clusters Score -423168.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (9845 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9845 members Entering Unmasked Estep Score: -1255597.000000 Penalty: 2280.290283 Iteration 0F: 2 clusters Score -1255597 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -1248041.625000 Penalty: 4560.580566 Iteration 0F: 3 clusters Score -1248042 nChanged 4005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -1250252.375000 Penalty: 4560.580566 Iteration 1F: 3 clusters Score -1250252 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5181 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -1250585.750000 Penalty: 4560.580566 Iteration 2F: 3 clusters Score -1250586 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -1250874.250000 Penalty: 4560.580566 Iteration 3F: 3 clusters Score -1250874 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5593 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -1251175.750000 Penalty: 4560.580566 Iteration 4F: 3 clusters Score -1251176 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5919 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -1251571.125000 Penalty: 4560.580566 Iteration 5F: 3 clusters Score -1251571 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6360 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -1252069.000000 Penalty: 4560.580566 Iteration 6F: 3 clusters Score -1252069 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6863 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -1252622.875000 Penalty: 4560.580566 Iteration 7F: 3 clusters Score -1252623 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7422 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -1253292.750000 Penalty: 4560.580566 Iteration 8F: 3 clusters Score -1253293 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7924 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -1253852.500000 Penalty: 4560.580566 Iteration 9F: 3 clusters Score -1253852 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8284 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -1254206.000000 Penalty: 4560.580566 Iteration 10Q: 3 clusters Score -1254206 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8488 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -1254376.750000 Penalty: 4560.580566 Iteration 11Q: 3 clusters Score -1254377 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8612 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -1254457.875000 Penalty: 4560.580566 Iteration 12Q: 3 clusters Score -1254458 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8688 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -1254505.000000 Penalty: 4560.580566 Iteration 13Q: 3 clusters Score -1254505 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8739 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -1254530.250000 Penalty: 4560.580566 Iteration 14Q: 3 clusters Score -1254530 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8776 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -1254551.625000 Penalty: 4560.580566 Iteration 15Q: 3 clusters Score -1254552 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8801 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -1254564.000000 Penalty: 4560.580566 Iteration 16Q: 3 clusters Score -1254564 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8817 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -1254572.500000 Penalty: 4560.580566 Iteration 17Q: 3 clusters Score -1254572 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8827 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -1254576.375000 Penalty: 4560.580566 Iteration 18Q: 3 clusters Score -1254576 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8838 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -1254577.250000 Penalty: 4560.580566 Iteration 19Q: 3 clusters Score -1254577 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8846 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -1254582.625000 Penalty: 4560.580566 Iteration 20F: 3 clusters Score -1254583 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8853 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -1254583.375000 Penalty: 4560.580566 Iteration 21Q: 3 clusters Score -1254583 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8858 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -1254586.750000 Penalty: 4560.580566 Iteration 22Q: 3 clusters Score -1254587 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8860 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -1254590.000000 Penalty: 4560.580566 Iteration 23Q: 3 clusters Score -1254590 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8864 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -1254593.250000 Penalty: 4560.580566 Iteration 24Q: 3 clusters Score -1254593 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8866 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -1254593.250000 Penalty: 4560.580566 Iteration 25Q: 3 clusters Score -1254593 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8867 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -1254594.125000 Penalty: 4560.580566 Iteration 26Q: 3 clusters Score -1254594 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8871 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -1254599.125000 Penalty: 4560.580566 Iteration 27Q: 3 clusters Score -1254599 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8878 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -1254595.750000 Penalty: 4560.580566 Iteration 28Q: 3 clusters Score -1254596 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8882 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -1254598.125000 Penalty: 4560.580566 Iteration 29Q: 3 clusters Score -1254598 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8888 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -1254601.375000 Penalty: 4560.580566 Iteration 30Q: 3 clusters Score -1254601 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8891 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -1254604.500000 Penalty: 4560.580566 Iteration 31Q: 3 clusters Score -1254604 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8894 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -1254603.125000 Penalty: 4560.580566 Iteration 32Q: 3 clusters Score -1254603 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8898 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -1254608.000000 Penalty: 4560.580566 Iteration 33Q: 3 clusters Score -1254608 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8900 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -1254608.250000 Penalty: 4560.580566 Iteration 34Q: 3 clusters Score -1254608 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8902 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -1254610.750000 Penalty: 4560.580566 Iteration 35Q: 3 clusters Score -1254611 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8903 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -1254610.000000 Penalty: 4560.580566 Iteration 36Q: 3 clusters Score -1254610 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8906 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -1254611.000000 Penalty: 4560.580566 Iteration 37Q: 3 clusters Score -1254611 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8906 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -1254611.000000 Penalty: 4560.580566 Iteration 38F: 3 clusters Score -1254611 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (9368 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9368 members Entering Unmasked Estep Score: -1195318.625000 Penalty: 2267.973633 Iteration 0F: 2 clusters Score -1195319 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 4698 members Entering Unmasked Estep Score: -1187913.375000 Penalty: 4535.947266 Iteration 0F: 3 clusters Score -1187913 nChanged 3971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -1190034.250000 Penalty: 4535.947266 Iteration 1F: 3 clusters Score -1190034 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 4579 members Entering Unmasked Estep Score: -1190319.250000 Penalty: 4535.947266 Iteration 2F: 3 clusters Score -1190319 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -1190526.125000 Penalty: 4535.947266 Iteration 3Q: 3 clusters Score -1190526 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -1190677.500000 Penalty: 4535.947266 Iteration 4Q: 3 clusters Score -1190678 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -1190875.125000 Penalty: 4535.947266 Iteration 5Q: 3 clusters Score -1190875 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4829 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -1191082.000000 Penalty: 4535.947266 Iteration 6Q: 3 clusters Score -1191082 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -1191265.125000 Penalty: 4535.947266 Iteration 7Q: 3 clusters Score -1191265 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -1191443.875000 Penalty: 4535.947266 Iteration 8Q: 3 clusters Score -1191444 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4605 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -1191610.750000 Penalty: 4535.947266 Iteration 9Q: 3 clusters Score -1191611 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -1191774.500000 Penalty: 4535.947266 Iteration 10Q: 3 clusters Score -1191774 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -1191943.875000 Penalty: 4535.947266 Iteration 11Q: 3 clusters Score -1191944 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -1192091.875000 Penalty: 4535.947266 Iteration 12Q: 3 clusters Score -1192092 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 5466 members Entering Unmasked Estep Score: -1192248.125000 Penalty: 4535.947266 Iteration 13Q: 3 clusters Score -1192248 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 5672 members Entering Unmasked Estep Score: -1192393.500000 Penalty: 4535.947266 Iteration 14Q: 3 clusters Score -1192394 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 5890 members Entering Unmasked Estep Score: -1192531.750000 Penalty: 4535.947266 Iteration 15Q: 3 clusters Score -1192532 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 6123 members Entering Unmasked Estep Score: -1192669.250000 Penalty: 4535.947266 Iteration 16Q: 3 clusters Score -1192669 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 6341 members Entering Unmasked Estep Score: -1192792.625000 Penalty: 4535.947266 Iteration 17Q: 3 clusters Score -1192793 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 6564 members Entering Unmasked Estep Score: -1192906.000000 Penalty: 4535.947266 Iteration 18Q: 3 clusters Score -1192906 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 6759 members Entering Unmasked Estep Score: -1193002.375000 Penalty: 4535.947266 Iteration 19Q: 3 clusters Score -1193002 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 6959 members Entering Unmasked Estep Score: -1193107.500000 Penalty: 4535.947266 Iteration 20F: 3 clusters Score -1193108 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 7140 members Entering Unmasked Estep Score: -1193199.375000 Penalty: 4535.947266 Iteration 21Q: 3 clusters Score -1193199 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 7305 members Entering Unmasked Estep Score: -1193277.000000 Penalty: 4535.947266 Iteration 22Q: 3 clusters Score -1193277 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 7465 members Entering Unmasked Estep Score: -1193347.625000 Penalty: 4535.947266 Iteration 23Q: 3 clusters Score -1193348 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 7600 members Entering Unmasked Estep Score: -1193407.125000 Penalty: 4535.947266 Iteration 24Q: 3 clusters Score -1193407 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 7731 members Entering Unmasked Estep Score: -1193463.625000 Penalty: 4535.947266 Iteration 25Q: 3 clusters Score -1193464 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 7869 members Entering Unmasked Estep Score: -1193530.500000 Penalty: 4535.947266 Iteration 26Q: 3 clusters Score -1193530 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 8003 members Entering Unmasked Estep Score: -1193601.000000 Penalty: 4535.947266 Iteration 27Q: 3 clusters Score -1193601 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 8131 members Entering Unmasked Estep Score: -1193673.375000 Penalty: 4535.947266 Iteration 28Q: 3 clusters Score -1193673 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 8242 members Entering Unmasked Estep Score: -1193735.500000 Penalty: 4535.947266 Iteration 29Q: 3 clusters Score -1193736 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 8335 members Entering Unmasked Estep Score: -1193789.875000 Penalty: 4535.947266 Iteration 30Q: 3 clusters Score -1193790 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 8409 members Entering Unmasked Estep Score: -1193829.000000 Penalty: 4535.947266 Iteration 31Q: 3 clusters Score -1193829 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 8468 members Entering Unmasked Estep Score: -1193856.875000 Penalty: 4535.947266 Iteration 32Q: 3 clusters Score -1193857 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 8515 members Entering Unmasked Estep Score: -1193886.500000 Penalty: 4535.947266 Iteration 33Q: 3 clusters Score -1193886 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 8557 members Entering Unmasked Estep Score: -1193910.625000 Penalty: 4535.947266 Iteration 34Q: 3 clusters Score -1193911 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 8590 members Entering Unmasked Estep Score: -1193930.000000 Penalty: 4535.947266 Iteration 35Q: 3 clusters Score -1193930 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 8624 members Entering Unmasked Estep Score: -1193952.125000 Penalty: 4535.947266 Iteration 36Q: 3 clusters Score -1193952 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 8653 members Entering Unmasked Estep Score: -1193969.375000 Penalty: 4535.947266 Iteration 37Q: 3 clusters Score -1193969 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 8679 members Entering Unmasked Estep Score: -1193984.500000 Penalty: 4535.947266 Iteration 38Q: 3 clusters Score -1193984 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 8699 members Entering Unmasked Estep Score: -1194000.000000 Penalty: 4535.947266 Iteration 39Q: 3 clusters Score -1194000 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 8714 members Entering Unmasked Estep Score: -1194009.375000 Penalty: 4535.947266 Iteration 40F: 3 clusters Score -1194009 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 8726 members Entering Unmasked Estep Score: -1194015.625000 Penalty: 4535.947266 Iteration 41Q: 3 clusters Score -1194016 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 8733 members Entering Unmasked Estep Score: -1194018.125000 Penalty: 4535.947266 Iteration 42Q: 3 clusters Score -1194018 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 8736 members Entering Unmasked Estep Score: -1194020.500000 Penalty: 4535.947266 Iteration 43Q: 3 clusters Score -1194020 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 8740 members Entering Unmasked Estep Score: -1194024.375000 Penalty: 4535.947266 Iteration 44Q: 3 clusters Score -1194024 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 8742 members Entering Unmasked Estep Score: -1194023.250000 Penalty: 4535.947266 Iteration 45Q: 3 clusters Score -1194023 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 8745 members Entering Unmasked Estep Score: -1194023.375000 Penalty: 4535.947266 Iteration 46Q: 3 clusters Score -1194023 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 8748 members Entering Unmasked Estep Score: -1194024.625000 Penalty: 4535.947266 Iteration 47Q: 3 clusters Score -1194025 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 8748 members Entering Unmasked Estep Score: -1194024.625000 Penalty: 4535.947266 Iteration 48F: 3 clusters Score -1194025 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Entering Unmasked Estep Score: -71712.710938 Penalty: 1587.263916 Iteration 0F: 2 clusters Score -71712.71 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 311 members Entering Unmasked Estep Score: -70073.601562 Penalty: 3174.527832 Iteration 0F: 3 clusters Score -70073.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -70277.835938 Penalty: 3174.527832 Iteration 1F: 3 clusters Score -70277.84 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -70338.539062 Penalty: 3174.527832 Iteration 2F: 3 clusters Score -70338.54 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -70375.117188 Penalty: 3174.527832 Iteration 3Q: 3 clusters Score -70375.12 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -70391.960938 Penalty: 3174.527832 Iteration 4Q: 3 clusters Score -70391.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -70401.531250 Penalty: 3174.527832 Iteration 5Q: 3 clusters Score -70401.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -70412.343750 Penalty: 3174.527832 Iteration 6Q: 3 clusters Score -70412.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -70420.468750 Penalty: 3174.527832 Iteration 7Q: 3 clusters Score -70420.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -70432.812500 Penalty: 3174.527832 Iteration 8Q: 3 clusters Score -70432.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -70455.578125 Penalty: 3174.527832 Iteration 9Q: 3 clusters Score -70455.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -70459.828125 Penalty: 3174.527832 Iteration 10Q: 3 clusters Score -70459.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -70461.179688 Penalty: 3174.527832 Iteration 11Q: 3 clusters Score -70461.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -70461.179688 Penalty: 3174.527832 Iteration 12F: 3 clusters Score -70461.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (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: -68569.328125 Penalty: 1609.699463 Iteration 0F: 2 clusters Score -68569.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -66946.062500 Penalty: 3219.398926 Iteration 0F: 3 clusters Score -66946.06 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -67389.062500 Penalty: 3219.398926 Iteration 1F: 3 clusters Score -67389.06 nChanged 43 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: -67622.414062 Penalty: 3219.398926 Iteration 2F: 3 clusters Score -67622.41 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -67782.726562 Penalty: 3219.398926 Iteration 3F: 3 clusters Score -67782.73 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -67955.554688 Penalty: 3219.398926 Iteration 4F: 3 clusters Score -67955.55 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -68057.476562 Penalty: 3219.398926 Iteration 5Q: 3 clusters Score -68057.48 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -68177.328125 Penalty: 3219.398926 Iteration 6Q: 3 clusters Score -68177.33 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -68348.890625 Penalty: 3219.398926 Iteration 7Q: 3 clusters Score -68348.89 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -68392.960938 Penalty: 3219.398926 Iteration 8Q: 3 clusters Score -68392.96 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -68446.820312 Penalty: 3219.398926 Iteration 9Q: 3 clusters Score -68446.82 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -68480.679688 Penalty: 3219.398926 Iteration 10Q: 3 clusters Score -68480.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -68494.531250 Penalty: 3219.398926 Iteration 11Q: 3 clusters Score -68494.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -68507.851562 Penalty: 3219.398926 Iteration 12Q: 3 clusters Score -68507.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -68522.265625 Penalty: 3219.398926 Iteration 13Q: 3 clusters Score -68522.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -68533.867188 Penalty: 3219.398926 Iteration 14Q: 3 clusters Score -68533.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -68533.867188 Penalty: 3219.398926 Iteration 15F: 3 clusters Score -68533.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Entering Unmasked Estep Score: -45563.796875 Penalty: 1495.013062 Iteration 0F: 2 clusters Score -45563.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -44135.765625 Penalty: 2990.026123 Iteration 0F: 3 clusters Score -44135.77 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -44270.164062 Penalty: 2990.026123 Iteration 1F: 3 clusters Score -44270.16 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -44312.347656 Penalty: 2990.026123 Iteration 2Q: 3 clusters Score -44312.35 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -44330.562500 Penalty: 2990.026123 Iteration 3Q: 3 clusters Score -44330.56 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -44349.187500 Penalty: 2990.026123 Iteration 4Q: 3 clusters Score -44349.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -44359.343750 Penalty: 2990.026123 Iteration 5Q: 3 clusters Score -44359.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -44359.343750 Penalty: 2990.026123 Iteration 6F: 3 clusters Score -44359.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (636 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Entering Unmasked Estep Score: -67230.078125 Penalty: 1600.889282 Iteration 0F: 2 clusters Score -67230.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -65595.875000 Penalty: 3201.778564 Iteration 0F: 3 clusters Score -65595.88 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -65839.742188 Penalty: 3201.778564 Iteration 1F: 3 clusters Score -65839.74 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -65919.539062 Penalty: 3201.778564 Iteration 2F: 3 clusters Score -65919.54 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -65958.882812 Penalty: 3201.778564 Iteration 3Q: 3 clusters Score -65958.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -65974.195312 Penalty: 3201.778564 Iteration 4Q: 3 clusters Score -65974.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -66000.539062 Penalty: 3201.778564 Iteration 5Q: 3 clusters Score -66000.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -66011.523438 Penalty: 3201.778564 Iteration 6Q: 3 clusters Score -66011.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -66030.078125 Penalty: 3201.778564 Iteration 7Q: 3 clusters Score -66030.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -66038.210938 Penalty: 3201.778564 Iteration 8Q: 3 clusters Score -66038.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -66048.750000 Penalty: 3201.778564 Iteration 9Q: 3 clusters Score -66048.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -66049.289062 Penalty: 3201.778564 Iteration 10Q: 3 clusters Score -66049.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -66049.289062 Penalty: 3201.778564 Iteration 11F: 3 clusters Score -66049.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (26661 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26661 members Entering Unmasked Estep Score: -3292553.000000 Penalty: 2527.357422 Iteration 0F: 2 clusters Score -3292553 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13268 members Mstep: Class 2 contains 13393 members Entering Unmasked Estep Score: -3274124.750000 Penalty: 5054.714844 Iteration 0F: 3 clusters Score -3274125 nChanged 11922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12994 members Mstep: Class 2 contains 13667 members Entering Unmasked Estep Score: -3280516.250000 Penalty: 5054.714844 Iteration 1F: 3 clusters Score -3280516 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12743 members Mstep: Class 2 contains 13918 members Entering Unmasked Estep Score: -3280975.000000 Penalty: 5054.714844 Iteration 2Q: 3 clusters Score -3280975 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12435 members Mstep: Class 2 contains 14226 members Entering Unmasked Estep Score: -3281327.500000 Penalty: 5054.714844 Iteration 3Q: 3 clusters Score -3281328 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12000 members Mstep: Class 2 contains 14661 members Entering Unmasked Estep Score: -3281710.250000 Penalty: 5054.714844 Iteration 4Q: 3 clusters Score -3281710 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11412 members Mstep: Class 2 contains 15249 members Entering Unmasked Estep Score: -3282105.500000 Penalty: 5054.714844 Iteration 5Q: 3 clusters Score -3282106 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10643 members Mstep: Class 2 contains 16018 members Entering Unmasked Estep Score: -3282631.250000 Penalty: 5054.714844 Iteration 6Q: 3 clusters Score -3282631 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9621 members Mstep: Class 2 contains 17040 members Entering Unmasked Estep Score: -3283376.000000 Penalty: 5054.714844 Iteration 7F: 3 clusters Score -3283376 nChanged 1494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8443 members Mstep: Class 2 contains 18218 members Entering Unmasked Estep Score: -3284229.750000 Penalty: 5054.714844 Iteration 8F: 3 clusters Score -3284230 nChanged 1507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7200 members Mstep: Class 2 contains 19461 members Entering Unmasked Estep Score: -3285205.500000 Penalty: 5054.714844 Iteration 9F: 3 clusters Score -3285206 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 20703 members Entering Unmasked Estep Score: -3286111.000000 Penalty: 5054.714844 Iteration 10F: 3 clusters Score -3286111 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4850 members Mstep: Class 2 contains 21811 members Entering Unmasked Estep Score: -3286892.750000 Penalty: 5054.714844 Iteration 11Q: 3 clusters Score -3286893 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 22790 members Entering Unmasked Estep Score: -3287593.000000 Penalty: 5054.714844 Iteration 12Q: 3 clusters Score -3287593 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 23639 members Entering Unmasked Estep Score: -3288242.500000 Penalty: 5054.714844 Iteration 13Q: 3 clusters Score -3288242 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 24305 members Entering Unmasked Estep Score: -3288813.500000 Penalty: 5054.714844 Iteration 14Q: 3 clusters Score -3288814 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 24778 members Entering Unmasked Estep Score: -3289359.750000 Penalty: 5054.714844 Iteration 15Q: 3 clusters Score -3289360 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 25049 members Entering Unmasked Estep Score: -3289792.250000 Penalty: 5054.714844 Iteration 16Q: 3 clusters Score -3289792 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 25204 members Entering Unmasked Estep Score: -3290024.750000 Penalty: 5054.714844 Iteration 17Q: 3 clusters Score -3290025 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 25292 members Entering Unmasked Estep Score: -3290143.750000 Penalty: 5054.714844 Iteration 18Q: 3 clusters Score -3290144 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 25339 members Entering Unmasked Estep Score: -3290206.000000 Penalty: 5054.714844 Iteration 19Q: 3 clusters Score -3290206 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 25375 members Entering Unmasked Estep Score: -3290255.500000 Penalty: 5054.714844 Iteration 20F: 3 clusters Score -3290256 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 25409 members Entering Unmasked Estep Score: -3290296.000000 Penalty: 5054.714844 Iteration 21Q: 3 clusters Score -3290296 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 25424 members Entering Unmasked Estep Score: -3290318.250000 Penalty: 5054.714844 Iteration 22Q: 3 clusters Score -3290318 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 25440 members Entering Unmasked Estep Score: -3290343.500000 Penalty: 5054.714844 Iteration 23Q: 3 clusters Score -3290344 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 25459 members Entering Unmasked Estep Score: -3290355.500000 Penalty: 5054.714844 Iteration 24Q: 3 clusters Score -3290356 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 25472 members Entering Unmasked Estep Score: -3290365.750000 Penalty: 5054.714844 Iteration 25Q: 3 clusters Score -3290366 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 25482 members Entering Unmasked Estep Score: -3290378.750000 Penalty: 5054.714844 Iteration 26Q: 3 clusters Score -3290379 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 25490 members Entering Unmasked Estep Score: -3290375.750000 Penalty: 5054.714844 Iteration 27Q: 3 clusters Score -3290376 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 25497 members Entering Unmasked Estep Score: -3290381.250000 Penalty: 5054.714844 Iteration 28Q: 3 clusters Score -3290381 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 25502 members Entering Unmasked Estep Score: -3290382.250000 Penalty: 5054.714844 Iteration 29Q: 3 clusters Score -3290382 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 25508 members Entering Unmasked Estep Score: -3290381.750000 Penalty: 5054.714844 Iteration 30Q: 3 clusters Score -3290382 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 25515 members Entering Unmasked Estep Score: -3290395.750000 Penalty: 5054.714844 Iteration 31Q: 3 clusters Score -3290396 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 25523 members Entering Unmasked Estep Score: -3290406.500000 Penalty: 5054.714844 Iteration 32Q: 3 clusters Score -3290406 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 25531 members Entering Unmasked Estep Score: -3290406.500000 Penalty: 5054.714844 Iteration 33Q: 3 clusters Score -3290406 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 25541 members Entering Unmasked Estep Score: -3290409.500000 Penalty: 5054.714844 Iteration 34Q: 3 clusters Score -3290410 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 25546 members Entering Unmasked Estep Score: -3290413.500000 Penalty: 5054.714844 Iteration 35Q: 3 clusters Score -3290414 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 25551 members Entering Unmasked Estep Score: -3290413.750000 Penalty: 5054.714844 Iteration 36Q: 3 clusters Score -3290414 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 25553 members Entering Unmasked Estep Score: -3290418.250000 Penalty: 5054.714844 Iteration 37Q: 3 clusters Score -3290418 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 25552 members Entering Unmasked Estep Score: -3290416.500000 Penalty: 5054.714844 Iteration 38Q: 3 clusters Score -3290416 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 25552 members Entering Unmasked Estep Score: -3290416.500000 Penalty: 5054.714844 Iteration 39F: 3 clusters Score -3290416 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (202 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Entering Unmasked Estep Score: -19164.964844 Penalty: 1316.450317 Iteration 0F: 2 clusters Score -19164.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -18067.960938 Penalty: 2632.900635 Iteration 0F: 3 clusters Score -18067.96 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -18124.367188 Penalty: 2632.900635 Iteration 1F: 3 clusters Score -18124.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -18133.232422 Penalty: 2632.900635 Iteration 2Q: 3 clusters Score -18133.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -18149.521484 Penalty: 2632.900635 Iteration 3Q: 3 clusters Score -18149.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -18163.064453 Penalty: 2632.900635 Iteration 4Q: 3 clusters Score -18163.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -18168.724609 Penalty: 2632.900635 Iteration 5Q: 3 clusters Score -18168.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -18171.966797 Penalty: 2632.900635 Iteration 6Q: 3 clusters Score -18171.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -18171.966797 Penalty: 2632.900635 Iteration 7F: 3 clusters Score -18171.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52905 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15575 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243754 members Mstep: Class 7 contains 64681 members Mstep: Class 8 contains 6449 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1497 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9845 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26661 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444656.000000 Penalty: 71005.687500 Iteration 159Q: 23 clusters Score -5.544466e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52901 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15553 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243774 members Mstep: Class 7 contains 64681 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1497 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9841 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26670 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444664.000000 Penalty: 71005.687500 Iteration 160F: 23 clusters Score -5.544466e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52895 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15540 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243789 members Mstep: Class 7 contains 64681 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1497 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9838 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26677 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444664.000000 Penalty: 71005.687500 Iteration 161Q: 23 clusters Score -5.544466e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52888 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15526 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243808 members Mstep: Class 7 contains 64682 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1497 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9835 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26681 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444660.000000 Penalty: 71005.687500 Iteration 162Q: 23 clusters Score -5.544466e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52884 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15519 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243811 members Mstep: Class 7 contains 64683 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1497 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9834 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26689 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444648.000000 Penalty: 71005.687500 Iteration 163Q: 23 clusters Score -5.544465e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52881 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15518 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243811 members Mstep: Class 7 contains 64682 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1497 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9833 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26695 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444648.000000 Penalty: 71005.687500 Iteration 164Q: 23 clusters Score -5.544465e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52878 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15515 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243812 members Mstep: Class 7 contains 64681 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1497 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9831 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26703 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444688.000000 Penalty: 71005.687500 Iteration 165Q: 23 clusters Score -5.544469e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52875 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15515 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243815 members Mstep: Class 7 contains 64681 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1497 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9827 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26707 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444720.000000 Penalty: 71005.687500 Iteration 166Q: 23 clusters Score -5.544472e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52873 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15516 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243817 members Mstep: Class 7 contains 64681 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1497 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9821 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26712 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444672.000000 Penalty: 71005.687500 Iteration 167Q: 23 clusters Score -5.544467e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52871 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15514 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243820 members Mstep: Class 7 contains 64681 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1497 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9816 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26718 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444680.000000 Penalty: 71005.687500 Iteration 168Q: 23 clusters Score -5.544468e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52868 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15512 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243821 members Mstep: Class 7 contains 64682 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1497 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9814 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26723 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444660.000000 Penalty: 71005.687500 Iteration 169Q: 23 clusters Score -5.544466e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52865 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15511 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243824 members Mstep: Class 7 contains 64682 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1497 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9813 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26725 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444700.000000 Penalty: 71005.687500 Iteration 170Q: 23 clusters Score -5.54447e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52865 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15509 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243821 members Mstep: Class 7 contains 64682 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1497 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9812 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26731 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444696.000000 Penalty: 71005.687500 Iteration 171Q: 23 clusters Score -5.54447e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52865 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15509 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243813 members Mstep: Class 7 contains 64682 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1498 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9812 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26738 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444716.000000 Penalty: 71005.687500 Iteration 172Q: 23 clusters Score -5.544472e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52864 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15508 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243809 members Mstep: Class 7 contains 64682 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1500 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9812 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26742 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444688.000000 Penalty: 71005.687500 Iteration 173Q: 23 clusters Score -5.544469e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52864 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15507 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243803 members Mstep: Class 7 contains 64682 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1504 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9812 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26745 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444664.000000 Penalty: 71005.687500 Iteration 174Q: 23 clusters Score -5.544466e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52863 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15507 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243799 members Mstep: Class 7 contains 64682 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1509 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9812 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26745 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444628.000000 Penalty: 71005.687500 Iteration 175Q: 23 clusters Score -5.544463e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52863 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15507 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243790 members Mstep: Class 7 contains 64682 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1515 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9812 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26748 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444636.000000 Penalty: 71005.687500 Iteration 176Q: 23 clusters Score -5.544464e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52862 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15507 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243782 members Mstep: Class 7 contains 64682 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1523 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9812 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26749 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444632.000000 Penalty: 71005.687500 Iteration 177Q: 23 clusters Score -5.544463e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52862 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15507 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243775 members Mstep: Class 7 contains 64682 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1528 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9812 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26751 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444612.000000 Penalty: 71005.687500 Iteration 178Q: 23 clusters Score -5.544461e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52862 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15507 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243767 members Mstep: Class 7 contains 64682 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1534 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9812 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26753 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444632.000000 Penalty: 71005.687500 Iteration 179Q: 23 clusters Score -5.544463e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52862 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15507 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243757 members Mstep: Class 7 contains 64682 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1539 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9812 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26758 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444640.000000 Penalty: 71005.687500 Iteration 180F: 23 clusters Score -5.544464e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52862 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15507 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243746 members Mstep: Class 7 contains 64682 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1545 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9812 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26763 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444640.000000 Penalty: 71005.687500 Iteration 181Q: 23 clusters Score -5.544464e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52862 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15507 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243738 members Mstep: Class 7 contains 64682 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1551 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9811 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26766 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444672.000000 Penalty: 71005.687500 Iteration 182Q: 23 clusters Score -5.544467e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52861 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15507 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243734 members Mstep: Class 7 contains 64682 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1553 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9809 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26771 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444624.000000 Penalty: 71005.687500 Iteration 183Q: 23 clusters Score -5.544462e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52861 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15507 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243730 members Mstep: Class 7 contains 64682 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1557 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9807 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26773 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444636.000000 Penalty: 71005.687500 Iteration 184Q: 23 clusters Score -5.544464e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52860 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15507 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243727 members Mstep: Class 7 contains 64681 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1561 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9806 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26774 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444636.000000 Penalty: 71005.687500 Iteration 185Q: 23 clusters Score -5.544464e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52857 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15507 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243726 members Mstep: Class 7 contains 64681 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1567 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9807 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26771 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444672.000000 Penalty: 71005.687500 Iteration 186Q: 23 clusters Score -5.544467e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52855 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15507 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243723 members Mstep: Class 7 contains 64681 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1570 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9807 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26773 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444648.000000 Penalty: 71005.687500 Iteration 187Q: 23 clusters Score -5.544465e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52854 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15507 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243720 members Mstep: Class 7 contains 64681 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1575 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9807 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26772 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444664.000000 Penalty: 71005.687500 Iteration 188Q: 23 clusters Score -5.544466e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52854 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15507 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243715 members Mstep: Class 7 contains 64681 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1579 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9807 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26773 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444664.000000 Penalty: 71005.687500 Iteration 189Q: 23 clusters Score -5.544466e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52854 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15507 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243710 members Mstep: Class 7 contains 64681 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1582 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9807 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26775 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444664.000000 Penalty: 71005.687500 Iteration 190Q: 23 clusters Score -5.544466e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52854 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15507 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243707 members Mstep: Class 7 contains 64681 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1586 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9807 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26774 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444640.000000 Penalty: 71005.687500 Iteration 191Q: 23 clusters Score -5.544464e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52854 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15507 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243700 members Mstep: Class 7 contains 64681 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1590 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9807 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26777 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444640.000000 Penalty: 71005.687500 Iteration 192Q: 23 clusters Score -5.544464e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52853 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15507 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243693 members Mstep: Class 7 contains 64681 members Mstep: Class 8 contains 6450 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1596 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9807 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26779 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444652.000000 Penalty: 71005.687500 Iteration 193Q: 23 clusters Score -5.544465e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52852 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15506 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243690 members Mstep: Class 7 contains 64680 members Mstep: Class 8 contains 6449 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1603 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9807 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26779 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444604.000000 Penalty: 71005.687500 Iteration 194Q: 23 clusters Score -5.54446e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52852 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15505 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243683 members Mstep: Class 7 contains 64680 members Mstep: Class 8 contains 6446 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1611 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9807 members Mstep: Class 16 contains 9368 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26782 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444584.000000 Penalty: 71005.687500 Iteration 195Q: 23 clusters Score -5.544458e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52852 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15504 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243679 members Mstep: Class 7 contains 64680 members Mstep: Class 8 contains 6444 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1616 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9807 members Mstep: Class 16 contains 9367 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26785 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444620.000000 Penalty: 71005.687500 Iteration 196Q: 23 clusters Score -5.544462e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52852 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15504 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243670 members Mstep: Class 7 contains 64680 members Mstep: Class 8 contains 6442 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1619 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9806 members Mstep: Class 16 contains 9365 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26796 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444592.000000 Penalty: 71005.687500 Iteration 197Q: 23 clusters Score -5.544459e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52852 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15504 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243669 members Mstep: Class 7 contains 64680 members Mstep: Class 8 contains 6439 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1623 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9804 members Mstep: Class 16 contains 9364 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26799 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444640.000000 Penalty: 71005.687500 Iteration 198Q: 23 clusters Score -5.544464e+07 nChanged 14 Entering ConstructFrom: Score: -55444640.000000 Penalty: 71005.687500 Entering ConstructFrom: Trying to split cluster 1 (52852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52852 members Entering Unmasked Estep Score: -6750533.500000 Penalty: 2697.062256 Iteration 0F: 2 clusters Score -6750534 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26287 members Mstep: Class 2 contains 26565 members Entering Unmasked Estep Score: -6714767.500000 Penalty: 5394.124512 Iteration 0F: 3 clusters Score -6714768 nChanged 24455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24668 members Mstep: Class 2 contains 28184 members Entering Unmasked Estep Score: -6728659.000000 Penalty: 5394.124512 Iteration 1F: 3 clusters Score -6728659 nChanged 2408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23576 members Mstep: Class 2 contains 29276 members Entering Unmasked Estep Score: -6729689.000000 Penalty: 5394.124512 Iteration 2Q: 3 clusters Score -6729689 nChanged 2909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21921 members Mstep: Class 2 contains 30931 members Entering Unmasked Estep Score: -6731186.000000 Penalty: 5394.124512 Iteration 3F: 3 clusters Score -6731186 nChanged 3613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19430 members Mstep: Class 2 contains 33422 members Entering Unmasked Estep Score: -6733432.500000 Penalty: 5394.124512 Iteration 4F: 3 clusters Score -6733432 nChanged 4115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16269 members Mstep: Class 2 contains 36583 members Entering Unmasked Estep Score: -6736286.000000 Penalty: 5394.124512 Iteration 5F: 3 clusters Score -6736286 nChanged 4100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12695 members Mstep: Class 2 contains 40157 members Entering Unmasked Estep Score: -6739592.000000 Penalty: 5394.124512 Iteration 6F: 3 clusters Score -6739592 nChanged 3712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9221 members Mstep: Class 2 contains 43631 members Entering Unmasked Estep Score: -6742955.500000 Penalty: 5394.124512 Iteration 7F: 3 clusters Score -6742956 nChanged 2825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6514 members Mstep: Class 2 contains 46338 members Entering Unmasked Estep Score: -6745501.500000 Penalty: 5394.124512 Iteration 8F: 3 clusters Score -6745502 nChanged 1767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 48045 members Entering Unmasked Estep Score: -6747019.000000 Penalty: 5394.124512 Iteration 9Q: 3 clusters Score -6747019 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 49051 members Entering Unmasked Estep Score: -6747951.000000 Penalty: 5394.124512 Iteration 10Q: 3 clusters Score -6747951 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 49578 members Entering Unmasked Estep Score: -6748484.000000 Penalty: 5394.124512 Iteration 11Q: 3 clusters Score -6748484 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 49945 members Entering Unmasked Estep Score: -6748868.500000 Penalty: 5394.124512 Iteration 12Q: 3 clusters Score -6748868 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 50184 members Entering Unmasked Estep Score: -6749115.500000 Penalty: 5394.124512 Iteration 13Q: 3 clusters Score -6749116 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 50369 members Entering Unmasked Estep Score: -6749256.500000 Penalty: 5394.124512 Iteration 14Q: 3 clusters Score -6749256 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 50499 members Entering Unmasked Estep Score: -6749358.000000 Penalty: 5394.124512 Iteration 15Q: 3 clusters Score -6749358 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 50600 members Entering Unmasked Estep Score: -6749424.000000 Penalty: 5394.124512 Iteration 16Q: 3 clusters Score -6749424 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 50681 members Entering Unmasked Estep Score: -6749496.500000 Penalty: 5394.124512 Iteration 17Q: 3 clusters Score -6749496 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 50747 members Entering Unmasked Estep Score: -6749543.500000 Penalty: 5394.124512 Iteration 18Q: 3 clusters Score -6749544 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 50794 members Entering Unmasked Estep Score: -6749576.000000 Penalty: 5394.124512 Iteration 19Q: 3 clusters Score -6749576 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 50824 members Entering Unmasked Estep Score: -6749575.500000 Penalty: 5394.124512 Iteration 20F: 3 clusters Score -6749576 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 50843 members Entering Unmasked Estep Score: -6749578.500000 Penalty: 5394.124512 Iteration 21Q: 3 clusters Score -6749578 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 50856 members Entering Unmasked Estep Score: -6749581.000000 Penalty: 5394.124512 Iteration 22Q: 3 clusters Score -6749581 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 50869 members Entering Unmasked Estep Score: -6749584.500000 Penalty: 5394.124512 Iteration 23Q: 3 clusters Score -6749584 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 50883 members Entering Unmasked Estep Score: -6749580.000000 Penalty: 5394.124512 Iteration 24Q: 3 clusters Score -6749580 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 50890 members Entering Unmasked Estep Score: -6749585.500000 Penalty: 5394.124512 Iteration 25Q: 3 clusters Score -6749586 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 50895 members Entering Unmasked Estep Score: -6749590.000000 Penalty: 5394.124512 Iteration 26Q: 3 clusters Score -6749590 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 50898 members Entering Unmasked Estep Score: -6749585.500000 Penalty: 5394.124512 Iteration 27Q: 3 clusters Score -6749586 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 50900 members Entering Unmasked Estep Score: -6749591.000000 Penalty: 5394.124512 Iteration 28Q: 3 clusters Score -6749591 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 50904 members Entering Unmasked Estep Score: -6749597.000000 Penalty: 5394.124512 Iteration 29Q: 3 clusters Score -6749597 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 50908 members Entering Unmasked Estep Score: -6749592.000000 Penalty: 5394.124512 Iteration 30Q: 3 clusters Score -6749592 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 50910 members Entering Unmasked Estep Score: -6749584.000000 Penalty: 5394.124512 Iteration 31Q: 3 clusters Score -6749584 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 50912 members Entering Unmasked Estep Score: -6749583.500000 Penalty: 5394.124512 Iteration 32Q: 3 clusters Score -6749584 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 50913 members Entering Unmasked Estep Score: -6749586.500000 Penalty: 5394.124512 Iteration 33Q: 3 clusters Score -6749586 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 50914 members Entering Unmasked Estep Score: -6749587.500000 Penalty: 5394.124512 Iteration 34Q: 3 clusters Score -6749588 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 50914 members Entering Unmasked Estep Score: -6749587.500000 Penalty: 5394.124512 Iteration 35F: 3 clusters Score -6749588 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2741 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Entering Unmasked Estep Score: -325897.531250 Penalty: 1963.187378 Iteration 0F: 2 clusters Score -325897.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -322767.125000 Penalty: 3926.374756 Iteration 0F: 3 clusters Score -322767.1 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -323400.093750 Penalty: 3926.374756 Iteration 1F: 3 clusters Score -323400.1 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -323567.437500 Penalty: 3926.374756 Iteration 2F: 3 clusters Score -323567.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -323673.187500 Penalty: 3926.374756 Iteration 3F: 3 clusters Score -323673.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -323727.875000 Penalty: 3926.374756 Iteration 4Q: 3 clusters Score -323727.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -323770.312500 Penalty: 3926.374756 Iteration 5Q: 3 clusters Score -323770.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -323801.187500 Penalty: 3926.374756 Iteration 6Q: 3 clusters Score -323801.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -323822.562500 Penalty: 3926.374756 Iteration 7Q: 3 clusters Score -323822.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -323840.718750 Penalty: 3926.374756 Iteration 8Q: 3 clusters Score -323840.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -323860.312500 Penalty: 3926.374756 Iteration 9Q: 3 clusters Score -323860.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -323878.500000 Penalty: 3926.374756 Iteration 10Q: 3 clusters Score -323878.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -323900.656250 Penalty: 3926.374756 Iteration 11Q: 3 clusters Score -323900.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -323921.156250 Penalty: 3926.374756 Iteration 12Q: 3 clusters Score -323921.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -323938.968750 Penalty: 3926.374756 Iteration 13Q: 3 clusters Score -323939 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -323957.031250 Penalty: 3926.374756 Iteration 14Q: 3 clusters Score -323957 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -323975.500000 Penalty: 3926.374756 Iteration 15Q: 3 clusters Score -323975.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -323997.468750 Penalty: 3926.374756 Iteration 16Q: 3 clusters Score -323997.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -324026.281250 Penalty: 3926.374756 Iteration 17Q: 3 clusters Score -324026.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -324076.812500 Penalty: 3926.374756 Iteration 18Q: 3 clusters Score -324076.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -324165.343750 Penalty: 3926.374756 Iteration 19Q: 3 clusters Score -324165.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -324256.843750 Penalty: 3926.374756 Iteration 20F: 3 clusters Score -324256.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -324353.500000 Penalty: 3926.374756 Iteration 21Q: 3 clusters Score -324353.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -324448.218750 Penalty: 3926.374756 Iteration 22Q: 3 clusters Score -324448.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -324548.968750 Penalty: 3926.374756 Iteration 23Q: 3 clusters Score -324549 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -324643.281250 Penalty: 3926.374756 Iteration 24Q: 3 clusters Score -324643.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -324712.406250 Penalty: 3926.374756 Iteration 25Q: 3 clusters Score -324712.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -324769.781250 Penalty: 3926.374756 Iteration 26Q: 3 clusters Score -324769.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -324817.500000 Penalty: 3926.374756 Iteration 27Q: 3 clusters Score -324817.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -324871.187500 Penalty: 3926.374756 Iteration 28Q: 3 clusters Score -324871.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -324929.343750 Penalty: 3926.374756 Iteration 29Q: 3 clusters Score -324929.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -324976.281250 Penalty: 3926.374756 Iteration 30Q: 3 clusters Score -324976.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -325011.375000 Penalty: 3926.374756 Iteration 31Q: 3 clusters Score -325011.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -325035.218750 Penalty: 3926.374756 Iteration 32Q: 3 clusters Score -325035.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -325052.656250 Penalty: 3926.374756 Iteration 33Q: 3 clusters Score -325052.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -325072.937500 Penalty: 3926.374756 Iteration 34Q: 3 clusters Score -325072.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -325087.781250 Penalty: 3926.374756 Iteration 35Q: 3 clusters Score -325087.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -325097.281250 Penalty: 3926.374756 Iteration 36Q: 3 clusters Score -325097.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -325104.750000 Penalty: 3926.374756 Iteration 37Q: 3 clusters Score -325104.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -325114.781250 Penalty: 3926.374756 Iteration 38Q: 3 clusters Score -325114.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -325121.375000 Penalty: 3926.374756 Iteration 39Q: 3 clusters Score -325121.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -325126.531250 Penalty: 3926.374756 Iteration 40F: 3 clusters Score -325126.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -325127.562500 Penalty: 3926.374756 Iteration 41Q: 3 clusters Score -325127.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -325127.562500 Penalty: 3926.374756 Iteration 42F: 3 clusters Score -325127.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (15504 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15504 members Entering Unmasked Estep Score: -1978247.500000 Penalty: 2392.915527 Iteration 0F: 2 clusters Score -1978248 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7717 members Mstep: Class 2 contains 7787 members Entering Unmasked Estep Score: -1967059.250000 Penalty: 4785.831055 Iteration 0F: 3 clusters Score -1967059 nChanged 6678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7609 members Mstep: Class 2 contains 7895 members Entering Unmasked Estep Score: -1970692.375000 Penalty: 4785.831055 Iteration 1F: 3 clusters Score -1970692 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7519 members Mstep: Class 2 contains 7985 members Entering Unmasked Estep Score: -1971047.125000 Penalty: 4785.831055 Iteration 2F: 3 clusters Score -1971047 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7425 members Mstep: Class 2 contains 8079 members Entering Unmasked Estep Score: -1971298.750000 Penalty: 4785.831055 Iteration 3Q: 3 clusters Score -1971299 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7319 members Mstep: Class 2 contains 8185 members Entering Unmasked Estep Score: -1971508.000000 Penalty: 4785.831055 Iteration 4Q: 3 clusters Score -1971508 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7183 members Mstep: Class 2 contains 8321 members Entering Unmasked Estep Score: -1971699.625000 Penalty: 4785.831055 Iteration 5Q: 3 clusters Score -1971700 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6997 members Mstep: Class 2 contains 8507 members Entering Unmasked Estep Score: -1971873.000000 Penalty: 4785.831055 Iteration 6Q: 3 clusters Score -1971873 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 8732 members Entering Unmasked Estep Score: -1972031.375000 Penalty: 4785.831055 Iteration 7Q: 3 clusters Score -1972031 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6505 members Mstep: Class 2 contains 8999 members Entering Unmasked Estep Score: -1972213.250000 Penalty: 4785.831055 Iteration 8Q: 3 clusters Score -1972213 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6205 members Mstep: Class 2 contains 9299 members Entering Unmasked Estep Score: -1972395.875000 Penalty: 4785.831055 Iteration 9Q: 3 clusters Score -1972396 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5851 members Mstep: Class 2 contains 9653 members Entering Unmasked Estep Score: -1972622.875000 Penalty: 4785.831055 Iteration 10Q: 3 clusters Score -1972623 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5468 members Mstep: Class 2 contains 10036 members Entering Unmasked Estep Score: -1972879.250000 Penalty: 4785.831055 Iteration 11Q: 3 clusters Score -1972879 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 10439 members Entering Unmasked Estep Score: -1973163.375000 Penalty: 4785.831055 Iteration 12Q: 3 clusters Score -1973163 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 10863 members Entering Unmasked Estep Score: -1973486.875000 Penalty: 4785.831055 Iteration 13Q: 3 clusters Score -1973487 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 11289 members Entering Unmasked Estep Score: -1973810.875000 Penalty: 4785.831055 Iteration 14Q: 3 clusters Score -1973811 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 11703 members Entering Unmasked Estep Score: -1974125.375000 Penalty: 4785.831055 Iteration 15Q: 3 clusters Score -1974125 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 12080 members Entering Unmasked Estep Score: -1974393.250000 Penalty: 4785.831055 Iteration 16Q: 3 clusters Score -1974393 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 12427 members Entering Unmasked Estep Score: -1974648.625000 Penalty: 4785.831055 Iteration 17Q: 3 clusters Score -1974649 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 12738 members Entering Unmasked Estep Score: -1974839.625000 Penalty: 4785.831055 Iteration 18Q: 3 clusters Score -1974840 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 13025 members Entering Unmasked Estep Score: -1975003.375000 Penalty: 4785.831055 Iteration 19Q: 3 clusters Score -1975003 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 13252 members Entering Unmasked Estep Score: -1975131.875000 Penalty: 4785.831055 Iteration 20F: 3 clusters Score -1975132 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 13476 members Entering Unmasked Estep Score: -1975249.875000 Penalty: 4785.831055 Iteration 21Q: 3 clusters Score -1975250 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 13679 members Entering Unmasked Estep Score: -1975363.500000 Penalty: 4785.831055 Iteration 22Q: 3 clusters Score -1975364 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 13863 members Entering Unmasked Estep Score: -1975465.625000 Penalty: 4785.831055 Iteration 23Q: 3 clusters Score -1975466 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 14014 members Entering Unmasked Estep Score: -1975564.375000 Penalty: 4785.831055 Iteration 24Q: 3 clusters Score -1975564 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 14160 members Entering Unmasked Estep Score: -1975649.500000 Penalty: 4785.831055 Iteration 25Q: 3 clusters Score -1975650 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 14302 members Entering Unmasked Estep Score: -1975727.375000 Penalty: 4785.831055 Iteration 26Q: 3 clusters Score -1975727 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 14416 members Entering Unmasked Estep Score: -1975796.750000 Penalty: 4785.831055 Iteration 27Q: 3 clusters Score -1975797 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 14517 members Entering Unmasked Estep Score: -1975863.375000 Penalty: 4785.831055 Iteration 28Q: 3 clusters Score -1975863 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 14598 members Entering Unmasked Estep Score: -1975906.625000 Penalty: 4785.831055 Iteration 29Q: 3 clusters Score -1975907 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 14653 members Entering Unmasked Estep Score: -1975943.625000 Penalty: 4785.831055 Iteration 30Q: 3 clusters Score -1975944 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 14709 members Entering Unmasked Estep Score: -1975988.250000 Penalty: 4785.831055 Iteration 31Q: 3 clusters Score -1975988 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 14761 members Entering Unmasked Estep Score: -1976021.000000 Penalty: 4785.831055 Iteration 32Q: 3 clusters Score -1976021 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 14801 members Entering Unmasked Estep Score: -1976049.375000 Penalty: 4785.831055 Iteration 33Q: 3 clusters Score -1976049 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 14836 members Entering Unmasked Estep Score: -1976067.500000 Penalty: 4785.831055 Iteration 34Q: 3 clusters Score -1976068 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 14867 members Entering Unmasked Estep Score: -1976084.000000 Penalty: 4785.831055 Iteration 35Q: 3 clusters Score -1976084 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 14894 members Entering Unmasked Estep Score: -1976109.625000 Penalty: 4785.831055 Iteration 36Q: 3 clusters Score -1976110 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 14914 members Entering Unmasked Estep Score: -1976118.875000 Penalty: 4785.831055 Iteration 37Q: 3 clusters Score -1976119 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 14932 members Entering Unmasked Estep Score: -1976129.500000 Penalty: 4785.831055 Iteration 38Q: 3 clusters Score -1976130 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 14944 members Entering Unmasked Estep Score: -1976140.375000 Penalty: 4785.831055 Iteration 39Q: 3 clusters Score -1976140 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 14954 members Entering Unmasked Estep Score: -1976152.375000 Penalty: 4785.831055 Iteration 40F: 3 clusters Score -1976152 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 14968 members Entering Unmasked Estep Score: -1976163.625000 Penalty: 4785.831055 Iteration 41Q: 3 clusters Score -1976164 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 14981 members Entering Unmasked Estep Score: -1976178.000000 Penalty: 4785.831055 Iteration 42Q: 3 clusters Score -1976178 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 14993 members Entering Unmasked Estep Score: -1976184.125000 Penalty: 4785.831055 Iteration 43Q: 3 clusters Score -1976184 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 14999 members Entering Unmasked Estep Score: -1976187.875000 Penalty: 4785.831055 Iteration 44Q: 3 clusters Score -1976188 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 15003 members Entering Unmasked Estep Score: -1976193.375000 Penalty: 4785.831055 Iteration 45Q: 3 clusters Score -1976193 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 15004 members Entering Unmasked Estep Score: -1976195.500000 Penalty: 4785.831055 Iteration 46Q: 3 clusters Score -1976196 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 15007 members Entering Unmasked Estep Score: -1976198.875000 Penalty: 4785.831055 Iteration 47Q: 3 clusters Score -1976199 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 15009 members Entering Unmasked Estep Score: -1976200.250000 Penalty: 4785.831055 Iteration 48Q: 3 clusters Score -1976200 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 15010 members Entering Unmasked Estep Score: -1976203.500000 Penalty: 4785.831055 Iteration 49Q: 3 clusters Score -1976204 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 15011 members Entering Unmasked Estep Score: -1976207.750000 Penalty: 4785.831055 Iteration 50Q: 3 clusters Score -1976208 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 15012 members Entering Unmasked Estep Score: -1976208.250000 Penalty: 4785.831055 Iteration 51Q: 3 clusters Score -1976208 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 15015 members Entering Unmasked Estep Score: -1976211.125000 Penalty: 4785.831055 Iteration 52Q: 3 clusters Score -1976211 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 15016 members Entering Unmasked Estep Score: -1976214.375000 Penalty: 4785.831055 Iteration 53Q: 3 clusters Score -1976214 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 15018 members Entering Unmasked Estep Score: -1976212.500000 Penalty: 4785.831055 Iteration 54Q: 3 clusters Score -1976212 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 15019 members Entering Unmasked Estep Score: -1976214.625000 Penalty: 4785.831055 Iteration 55Q: 3 clusters Score -1976215 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 15019 members Entering Unmasked Estep Score: -1976214.625000 Penalty: 4785.831055 Iteration 56F: 3 clusters Score -1976215 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2325 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Entering Unmasked Estep Score: -271528.750000 Penalty: 1922.365845 Iteration 0F: 2 clusters Score -271528.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -268697.437500 Penalty: 3844.731689 Iteration 0F: 3 clusters Score -268697.4 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -269267.187500 Penalty: 3844.731689 Iteration 1F: 3 clusters Score -269267.2 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -269404.625000 Penalty: 3844.731689 Iteration 2F: 3 clusters Score -269404.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -269470.718750 Penalty: 3844.731689 Iteration 3Q: 3 clusters Score -269470.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -269527.781250 Penalty: 3844.731689 Iteration 4Q: 3 clusters Score -269527.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -269575.468750 Penalty: 3844.731689 Iteration 5Q: 3 clusters Score -269575.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -269607.343750 Penalty: 3844.731689 Iteration 6Q: 3 clusters Score -269607.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -269640.000000 Penalty: 3844.731689 Iteration 7Q: 3 clusters Score -269640 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -269675.687500 Penalty: 3844.731689 Iteration 8Q: 3 clusters Score -269675.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -269715.656250 Penalty: 3844.731689 Iteration 9Q: 3 clusters Score -269715.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -269761.187500 Penalty: 3844.731689 Iteration 10Q: 3 clusters Score -269761.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -269815.156250 Penalty: 3844.731689 Iteration 11Q: 3 clusters Score -269815.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -269851.750000 Penalty: 3844.731689 Iteration 12Q: 3 clusters Score -269851.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -269888.531250 Penalty: 3844.731689 Iteration 13Q: 3 clusters Score -269888.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -269925.843750 Penalty: 3844.731689 Iteration 14Q: 3 clusters Score -269925.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -269969.031250 Penalty: 3844.731689 Iteration 15Q: 3 clusters Score -269969 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -270026.843750 Penalty: 3844.731689 Iteration 16Q: 3 clusters Score -270026.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -270062.468750 Penalty: 3844.731689 Iteration 17Q: 3 clusters Score -270062.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -270100.625000 Penalty: 3844.731689 Iteration 18Q: 3 clusters Score -270100.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -270126.968750 Penalty: 3844.731689 Iteration 19Q: 3 clusters Score -270127 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -270157.843750 Penalty: 3844.731689 Iteration 20F: 3 clusters Score -270157.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -270199.593750 Penalty: 3844.731689 Iteration 21Q: 3 clusters Score -270199.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -270242.968750 Penalty: 3844.731689 Iteration 22Q: 3 clusters Score -270243 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -270282.093750 Penalty: 3844.731689 Iteration 23Q: 3 clusters Score -270282.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -270303.093750 Penalty: 3844.731689 Iteration 24Q: 3 clusters Score -270303.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -270320.312500 Penalty: 3844.731689 Iteration 25Q: 3 clusters Score -270320.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -270332.406250 Penalty: 3844.731689 Iteration 26Q: 3 clusters Score -270332.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -270337.750000 Penalty: 3844.731689 Iteration 27Q: 3 clusters Score -270337.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -270348.500000 Penalty: 3844.731689 Iteration 28Q: 3 clusters Score -270348.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -270370.187500 Penalty: 3844.731689 Iteration 29Q: 3 clusters Score -270370.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -270390.875000 Penalty: 3844.731689 Iteration 30Q: 3 clusters Score -270390.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -270398.437500 Penalty: 3844.731689 Iteration 31Q: 3 clusters Score -270398.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -270411.625000 Penalty: 3844.731689 Iteration 32Q: 3 clusters Score -270411.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -270420.156250 Penalty: 3844.731689 Iteration 33Q: 3 clusters Score -270420.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -270429.281250 Penalty: 3844.731689 Iteration 34Q: 3 clusters Score -270429.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -270431.156250 Penalty: 3844.731689 Iteration 35Q: 3 clusters Score -270431.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -270436.656250 Penalty: 3844.731689 Iteration 36Q: 3 clusters Score -270436.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -270441.562500 Penalty: 3844.731689 Iteration 37Q: 3 clusters Score -270441.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -270445.437500 Penalty: 3844.731689 Iteration 38Q: 3 clusters Score -270445.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -270447.156250 Penalty: 3844.731689 Iteration 39Q: 3 clusters Score -270447.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -270453.906250 Penalty: 3844.731689 Iteration 40F: 3 clusters Score -270453.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -270469.281250 Penalty: 3844.731689 Iteration 41Q: 3 clusters Score -270469.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -270480.687500 Penalty: 3844.731689 Iteration 42Q: 3 clusters Score -270480.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -270486.468750 Penalty: 3844.731689 Iteration 43Q: 3 clusters Score -270486.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -270492.156250 Penalty: 3844.731689 Iteration 44Q: 3 clusters Score -270492.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -270495.593750 Penalty: 3844.731689 Iteration 45Q: 3 clusters Score -270495.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -270499.750000 Penalty: 3844.731689 Iteration 46Q: 3 clusters Score -270499.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -270500.625000 Penalty: 3844.731689 Iteration 47Q: 3 clusters Score -270500.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -270500.625000 Penalty: 3844.731689 Iteration 48F: 3 clusters Score -270500.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Entering Unmasked Estep Score: -38387.675781 Penalty: 1452.767334 Iteration 0F: 2 clusters Score -38387.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -37050.996094 Penalty: 2905.534668 Iteration 0F: 3 clusters Score -37051 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -37189.304688 Penalty: 2905.534668 Iteration 1F: 3 clusters Score -37189.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -37225.992188 Penalty: 2905.534668 Iteration 2Q: 3 clusters Score -37225.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -37244.546875 Penalty: 2905.534668 Iteration 3Q: 3 clusters Score -37244.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -37259.984375 Penalty: 2905.534668 Iteration 4Q: 3 clusters Score -37259.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -37261.695312 Penalty: 2905.534668 Iteration 5Q: 3 clusters Score -37261.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -37261.695312 Penalty: 2905.534668 Iteration 6F: 3 clusters Score -37261.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (243666 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243666 members Entering Unmasked Estep Score: -30398202.000000 Penalty: 3076.081299 Iteration 0F: 2 clusters Score -3.03982e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121565 members Mstep: Class 2 contains 122101 members Entering Unmasked Estep Score: -30241424.000000 Penalty: 6152.162598 Iteration 0F: 3 clusters Score -3.024142e+07 nChanged 117577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116066 members Mstep: Class 2 contains 127600 members Entering Unmasked Estep Score: -30312134.000000 Penalty: 6152.162598 Iteration 1F: 3 clusters Score -3.031213e+07 nChanged 8487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112507 members Mstep: Class 2 contains 131159 members Entering Unmasked Estep Score: -30314702.000000 Penalty: 6152.162598 Iteration 2Q: 3 clusters Score -3.03147e+07 nChanged 10040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107103 members Mstep: Class 2 contains 136563 members Entering Unmasked Estep Score: -30318718.000000 Penalty: 6152.162598 Iteration 3Q: 3 clusters Score -3.031872e+07 nChanged 12239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99304 members Mstep: Class 2 contains 144362 members Entering Unmasked Estep Score: -30324560.000000 Penalty: 6152.162598 Iteration 4F: 3 clusters Score -3.032456e+07 nChanged 14355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88763 members Mstep: Class 2 contains 154903 members Entering Unmasked Estep Score: -30332744.000000 Penalty: 6152.162598 Iteration 5F: 3 clusters Score -3.033274e+07 nChanged 16047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75684 members Mstep: Class 2 contains 167982 members Entering Unmasked Estep Score: -30342744.000000 Penalty: 6152.162598 Iteration 6F: 3 clusters Score -3.034274e+07 nChanged 16206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61470 members Mstep: Class 2 contains 182196 members Entering Unmasked Estep Score: -30354084.000000 Penalty: 6152.162598 Iteration 7F: 3 clusters Score -3.035408e+07 nChanged 14384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48358 members Mstep: Class 2 contains 195308 members Entering Unmasked Estep Score: -30365116.000000 Penalty: 6152.162598 Iteration 8F: 3 clusters Score -3.036512e+07 nChanged 11127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38507 members Mstep: Class 2 contains 205159 members Entering Unmasked Estep Score: -30374310.000000 Penalty: 6152.162598 Iteration 9Q: 3 clusters Score -3.037431e+07 nChanged 7938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32133 members Mstep: Class 2 contains 211533 members Entering Unmasked Estep Score: -30380534.000000 Penalty: 6152.162598 Iteration 10Q: 3 clusters Score -3.038053e+07 nChanged 5516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28135 members Mstep: Class 2 contains 215531 members Entering Unmasked Estep Score: -30384252.000000 Penalty: 6152.162598 Iteration 11Q: 3 clusters Score -3.038425e+07 nChanged 3883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25102 members Mstep: Class 2 contains 218564 members Entering Unmasked Estep Score: -30386296.000000 Penalty: 6152.162598 Iteration 12Q: 3 clusters Score -3.03863e+07 nChanged 3047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22459 members Mstep: Class 2 contains 221207 members Entering Unmasked Estep Score: -30387696.000000 Penalty: 6152.162598 Iteration 13Q: 3 clusters Score -3.03877e+07 nChanged 2431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20202 members Mstep: Class 2 contains 223464 members Entering Unmasked Estep Score: -30388958.000000 Penalty: 6152.162598 Iteration 14Q: 3 clusters Score -3.038896e+07 nChanged 2137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18185 members Mstep: Class 2 contains 225481 members Entering Unmasked Estep Score: -30390046.000000 Penalty: 6152.162598 Iteration 15Q: 3 clusters Score -3.039005e+07 nChanged 1842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16429 members Mstep: Class 2 contains 227237 members Entering Unmasked Estep Score: -30390774.000000 Penalty: 6152.162598 Iteration 16Q: 3 clusters Score -3.039077e+07 nChanged 1621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14896 members Mstep: Class 2 contains 228770 members Entering Unmasked Estep Score: -30391432.000000 Penalty: 6152.162598 Iteration 17Q: 3 clusters Score -3.039143e+07 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13581 members Mstep: Class 2 contains 230085 members Entering Unmasked Estep Score: -30391970.000000 Penalty: 6152.162598 Iteration 18Q: 3 clusters Score -3.039197e+07 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12395 members Mstep: Class 2 contains 231271 members Entering Unmasked Estep Score: -30392560.000000 Penalty: 6152.162598 Iteration 19Q: 3 clusters Score -3.039256e+07 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11397 members Mstep: Class 2 contains 232269 members Entering Unmasked Estep Score: -30393112.000000 Penalty: 6152.162598 Iteration 20F: 3 clusters Score -3.039311e+07 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10513 members Mstep: Class 2 contains 233153 members Entering Unmasked Estep Score: -30393502.000000 Penalty: 6152.162598 Iteration 21Q: 3 clusters Score -3.03935e+07 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9691 members Mstep: Class 2 contains 233975 members Entering Unmasked Estep Score: -30393874.000000 Penalty: 6152.162598 Iteration 22Q: 3 clusters Score -3.039387e+07 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8957 members Mstep: Class 2 contains 234709 members Entering Unmasked Estep Score: -30394150.000000 Penalty: 6152.162598 Iteration 23Q: 3 clusters Score -3.039415e+07 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8328 members Mstep: Class 2 contains 235338 members Entering Unmasked Estep Score: -30394490.000000 Penalty: 6152.162598 Iteration 24Q: 3 clusters Score -3.039449e+07 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7763 members Mstep: Class 2 contains 235903 members Entering Unmasked Estep Score: -30394732.000000 Penalty: 6152.162598 Iteration 25Q: 3 clusters Score -3.039473e+07 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7274 members Mstep: Class 2 contains 236392 members Entering Unmasked Estep Score: -30394910.000000 Penalty: 6152.162598 Iteration 26Q: 3 clusters Score -3.039491e+07 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 236851 members Entering Unmasked Estep Score: -30395034.000000 Penalty: 6152.162598 Iteration 27Q: 3 clusters Score -3.039503e+07 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6397 members Mstep: Class 2 contains 237269 members Entering Unmasked Estep Score: -30395152.000000 Penalty: 6152.162598 Iteration 28Q: 3 clusters Score -3.039515e+07 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 237629 members Entering Unmasked Estep Score: -30395228.000000 Penalty: 6152.162598 Iteration 29Q: 3 clusters Score -3.039523e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5740 members Mstep: Class 2 contains 237926 members Entering Unmasked Estep Score: -30395298.000000 Penalty: 6152.162598 Iteration 30Q: 3 clusters Score -3.03953e+07 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 238184 members Entering Unmasked Estep Score: -30395434.000000 Penalty: 6152.162598 Iteration 31Q: 3 clusters Score -3.039543e+07 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 238445 members Entering Unmasked Estep Score: -30395486.000000 Penalty: 6152.162598 Iteration 32Q: 3 clusters Score -3.039549e+07 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 238688 members Entering Unmasked Estep Score: -30395566.000000 Penalty: 6152.162598 Iteration 33Q: 3 clusters Score -3.039557e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4760 members Mstep: Class 2 contains 238906 members Entering Unmasked Estep Score: -30395572.000000 Penalty: 6152.162598 Iteration 34Q: 3 clusters Score -3.039557e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 239101 members Entering Unmasked Estep Score: -30395602.000000 Penalty: 6152.162598 Iteration 35Q: 3 clusters Score -3.03956e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 239249 members Entering Unmasked Estep Score: -30395628.000000 Penalty: 6152.162598 Iteration 36Q: 3 clusters Score -3.039563e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4271 members Mstep: Class 2 contains 239395 members Entering Unmasked Estep Score: -30395622.000000 Penalty: 6152.162598 Iteration 37Q: 3 clusters Score -3.039562e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 239536 members Entering Unmasked Estep Score: -30395644.000000 Penalty: 6152.162598 Iteration 38Q: 3 clusters Score -3.039564e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 239643 members Entering Unmasked Estep Score: -30395658.000000 Penalty: 6152.162598 Iteration 39Q: 3 clusters Score -3.039566e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 239728 members Entering Unmasked Estep Score: -30395716.000000 Penalty: 6152.162598 Iteration 40F: 3 clusters Score -3.039572e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 239807 members Entering Unmasked Estep Score: -30395674.000000 Penalty: 6152.162598 Iteration 41Q: 3 clusters Score -3.039567e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 239877 members Entering Unmasked Estep Score: -30395664.000000 Penalty: 6152.162598 Iteration 42Q: 3 clusters Score -3.039566e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 239934 members Entering Unmasked Estep Score: -30395686.000000 Penalty: 6152.162598 Iteration 43Q: 3 clusters Score -3.039569e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 239988 members Entering Unmasked Estep Score: -30395684.000000 Penalty: 6152.162598 Iteration 44Q: 3 clusters Score -3.039568e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 240040 members Entering Unmasked Estep Score: -30395672.000000 Penalty: 6152.162598 Iteration 45Q: 3 clusters Score -3.039567e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 240086 members Entering Unmasked Estep Score: -30395640.000000 Penalty: 6152.162598 Iteration 46Q: 3 clusters Score -3.039564e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 240141 members Entering Unmasked Estep Score: -30395648.000000 Penalty: 6152.162598 Iteration 47Q: 3 clusters Score -3.039565e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 240190 members Entering Unmasked Estep Score: -30395646.000000 Penalty: 6152.162598 Iteration 48Q: 3 clusters Score -3.039565e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 240227 members Entering Unmasked Estep Score: -30395630.000000 Penalty: 6152.162598 Iteration 49Q: 3 clusters Score -3.039563e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 240262 members Entering Unmasked Estep Score: -30395650.000000 Penalty: 6152.162598 Iteration 50Q: 3 clusters Score -3.039565e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 240293 members Entering Unmasked Estep Score: -30395650.000000 Penalty: 6152.162598 Iteration 51Q: 3 clusters Score -3.039565e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 240319 members Entering Unmasked Estep Score: -30395678.000000 Penalty: 6152.162598 Iteration 52Q: 3 clusters Score -3.039568e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 240345 members Entering Unmasked Estep Score: -30395670.000000 Penalty: 6152.162598 Iteration 53Q: 3 clusters Score -3.039567e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 240366 members Entering Unmasked Estep Score: -30395690.000000 Penalty: 6152.162598 Iteration 54Q: 3 clusters Score -3.039569e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 240388 members Entering Unmasked Estep Score: -30395692.000000 Penalty: 6152.162598 Iteration 55Q: 3 clusters Score -3.039569e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 240408 members Entering Unmasked Estep Score: -30395666.000000 Penalty: 6152.162598 Iteration 56Q: 3 clusters Score -3.039567e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 240429 members Entering Unmasked Estep Score: -30395664.000000 Penalty: 6152.162598 Iteration 57Q: 3 clusters Score -3.039566e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 240455 members Entering Unmasked Estep Score: -30395656.000000 Penalty: 6152.162598 Iteration 58Q: 3 clusters Score -3.039566e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 240479 members Entering Unmasked Estep Score: -30395678.000000 Penalty: 6152.162598 Iteration 59Q: 3 clusters Score -3.039568e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 240500 members Entering Unmasked Estep Score: -30395684.000000 Penalty: 6152.162598 Iteration 60F: 3 clusters Score -3.039568e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 240515 members Entering Unmasked Estep Score: -30395684.000000 Penalty: 6152.162598 Iteration 61Q: 3 clusters Score -3.039568e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 240530 members Entering Unmasked Estep Score: -30395676.000000 Penalty: 6152.162598 Iteration 62Q: 3 clusters Score -3.039568e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 240546 members Entering Unmasked Estep Score: -30395650.000000 Penalty: 6152.162598 Iteration 63Q: 3 clusters Score -3.039565e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 240563 members Entering Unmasked Estep Score: -30395650.000000 Penalty: 6152.162598 Iteration 64Q: 3 clusters Score -3.039565e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 240578 members Entering Unmasked Estep Score: -30395650.000000 Penalty: 6152.162598 Iteration 65Q: 3 clusters Score -3.039565e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 240589 members Entering Unmasked Estep Score: -30395676.000000 Penalty: 6152.162598 Iteration 66Q: 3 clusters Score -3.039568e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 240599 members Entering Unmasked Estep Score: -30395672.000000 Penalty: 6152.162598 Iteration 67Q: 3 clusters Score -3.039567e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 240609 members Entering Unmasked Estep Score: -30395676.000000 Penalty: 6152.162598 Iteration 68Q: 3 clusters Score -3.039568e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 240621 members Entering Unmasked Estep Score: -30395670.000000 Penalty: 6152.162598 Iteration 69Q: 3 clusters Score -3.039567e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 240631 members Entering Unmasked Estep Score: -30395684.000000 Penalty: 6152.162598 Iteration 70Q: 3 clusters Score -3.039568e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 240643 members Entering Unmasked Estep Score: -30395690.000000 Penalty: 6152.162598 Iteration 71Q: 3 clusters Score -3.039569e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 240658 members Entering Unmasked Estep Score: -30395678.000000 Penalty: 6152.162598 Iteration 72Q: 3 clusters Score -3.039568e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 240664 members Entering Unmasked Estep Score: -30395684.000000 Penalty: 6152.162598 Iteration 73Q: 3 clusters Score -3.039568e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 240670 members Entering Unmasked Estep Score: -30395676.000000 Penalty: 6152.162598 Iteration 74Q: 3 clusters Score -3.039568e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 240676 members Entering Unmasked Estep Score: -30395676.000000 Penalty: 6152.162598 Iteration 75Q: 3 clusters Score -3.039568e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 240678 members Entering Unmasked Estep Score: -30395680.000000 Penalty: 6152.162598 Iteration 76Q: 3 clusters Score -3.039568e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 240680 members Entering Unmasked Estep Score: -30395688.000000 Penalty: 6152.162598 Iteration 77Q: 3 clusters Score -3.039569e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 240683 members Entering Unmasked Estep Score: -30395688.000000 Penalty: 6152.162598 Iteration 78Q: 3 clusters Score -3.039569e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 240685 members Entering Unmasked Estep Score: -30395682.000000 Penalty: 6152.162598 Iteration 79Q: 3 clusters Score -3.039568e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 240688 members Entering Unmasked Estep Score: -30395670.000000 Penalty: 6152.162598 Iteration 80F: 3 clusters Score -3.039567e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 240693 members Entering Unmasked Estep Score: -30395680.000000 Penalty: 6152.162598 Iteration 81Q: 3 clusters Score -3.039568e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 240698 members Entering Unmasked Estep Score: -30395688.000000 Penalty: 6152.162598 Iteration 82Q: 3 clusters Score -3.039569e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 240709 members Entering Unmasked Estep Score: -30395682.000000 Penalty: 6152.162598 Iteration 83Q: 3 clusters Score -3.039568e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 240723 members Entering Unmasked Estep Score: -30395686.000000 Penalty: 6152.162598 Iteration 84Q: 3 clusters Score -3.039569e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 240734 members Entering Unmasked Estep Score: -30395688.000000 Penalty: 6152.162598 Iteration 85Q: 3 clusters Score -3.039569e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 240751 members Entering Unmasked Estep Score: -30395708.000000 Penalty: 6152.162598 Iteration 86Q: 3 clusters Score -3.039571e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 240767 members Entering Unmasked Estep Score: -30395728.000000 Penalty: 6152.162598 Iteration 87Q: 3 clusters Score -3.039573e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 240779 members Entering Unmasked Estep Score: -30395740.000000 Penalty: 6152.162598 Iteration 88Q: 3 clusters Score -3.039574e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 240789 members Entering Unmasked Estep Score: -30395750.000000 Penalty: 6152.162598 Iteration 89Q: 3 clusters Score -3.039575e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 240798 members Entering Unmasked Estep Score: -30395744.000000 Penalty: 6152.162598 Iteration 90Q: 3 clusters Score -3.039574e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 240804 members Entering Unmasked Estep Score: -30395738.000000 Penalty: 6152.162598 Iteration 91Q: 3 clusters Score -3.039574e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 240807 members Entering Unmasked Estep Score: -30395736.000000 Penalty: 6152.162598 Iteration 92Q: 3 clusters Score -3.039574e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 240811 members Entering Unmasked Estep Score: -30395742.000000 Penalty: 6152.162598 Iteration 93Q: 3 clusters Score -3.039574e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 240814 members Entering Unmasked Estep Score: -30395746.000000 Penalty: 6152.162598 Iteration 94Q: 3 clusters Score -3.039575e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 240823 members Entering Unmasked Estep Score: -30395744.000000 Penalty: 6152.162598 Iteration 95Q: 3 clusters Score -3.039574e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 240831 members Entering Unmasked Estep Score: -30395744.000000 Penalty: 6152.162598 Iteration 96Q: 3 clusters Score -3.039574e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 240842 members Entering Unmasked Estep Score: -30395734.000000 Penalty: 6152.162598 Iteration 97Q: 3 clusters Score -3.039573e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 240848 members Entering Unmasked Estep Score: -30395724.000000 Penalty: 6152.162598 Iteration 98Q: 3 clusters Score -3.039572e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 240855 members Entering Unmasked Estep Score: -30395726.000000 Penalty: 6152.162598 Iteration 99Q: 3 clusters Score -3.039573e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 240863 members Entering Unmasked Estep Score: -30395744.000000 Penalty: 6152.162598 Iteration 100F: 3 clusters Score -3.039574e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 240869 members Entering Unmasked Estep Score: -30395730.000000 Penalty: 6152.162598 Iteration 101Q: 3 clusters Score -3.039573e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 240879 members Entering Unmasked Estep Score: -30395734.000000 Penalty: 6152.162598 Iteration 102Q: 3 clusters Score -3.039573e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 240885 members Entering Unmasked Estep Score: -30395736.000000 Penalty: 6152.162598 Iteration 103Q: 3 clusters Score -3.039574e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 240890 members Entering Unmasked Estep Score: -30395740.000000 Penalty: 6152.162598 Iteration 104Q: 3 clusters Score -3.039574e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 240894 members Entering Unmasked Estep Score: -30395744.000000 Penalty: 6152.162598 Iteration 105Q: 3 clusters Score -3.039574e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 240900 members Entering Unmasked Estep Score: -30395740.000000 Penalty: 6152.162598 Iteration 106Q: 3 clusters Score -3.039574e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 240902 members Entering Unmasked Estep Score: -30395750.000000 Penalty: 6152.162598 Iteration 107Q: 3 clusters Score -3.039575e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 240908 members Entering Unmasked Estep Score: -30395742.000000 Penalty: 6152.162598 Iteration 108Q: 3 clusters Score -3.039574e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 240914 members Entering Unmasked Estep Score: -30395764.000000 Penalty: 6152.162598 Iteration 109Q: 3 clusters Score -3.039576e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 240917 members Entering Unmasked Estep Score: -30395766.000000 Penalty: 6152.162598 Iteration 110Q: 3 clusters Score -3.039577e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 240918 members Entering Unmasked Estep Score: -30395770.000000 Penalty: 6152.162598 Iteration 111Q: 3 clusters Score -3.039577e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 240918 members Entering Unmasked Estep Score: -30395770.000000 Penalty: 6152.162598 Iteration 112F: 3 clusters Score -3.039577e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (64680 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64680 members Entering Unmasked Estep Score: -8136969.000000 Penalty: 2747.147461 Iteration 0F: 2 clusters Score -8136969 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32184 members Mstep: Class 2 contains 32496 members Entering Unmasked Estep Score: -8093683.000000 Penalty: 5494.294922 Iteration 0F: 3 clusters Score -8093683 nChanged 30128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30376 members Mstep: Class 2 contains 34304 members Entering Unmasked Estep Score: -8111041.500000 Penalty: 5494.294922 Iteration 1F: 3 clusters Score -8111042 nChanged 2966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29068 members Mstep: Class 2 contains 35612 members Entering Unmasked Estep Score: -8112304.000000 Penalty: 5494.294922 Iteration 2Q: 3 clusters Score -8112304 nChanged 3366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27316 members Mstep: Class 2 contains 37364 members Entering Unmasked Estep Score: -8114239.000000 Penalty: 5494.294922 Iteration 3F: 3 clusters Score -8114239 nChanged 4168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24946 members Mstep: Class 2 contains 39734 members Entering Unmasked Estep Score: -8117109.500000 Penalty: 5494.294922 Iteration 4F: 3 clusters Score -8117110 nChanged 4834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21978 members Mstep: Class 2 contains 42702 members Entering Unmasked Estep Score: -8120611.000000 Penalty: 5494.294922 Iteration 5F: 3 clusters Score -8120611 nChanged 4868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18700 members Mstep: Class 2 contains 45980 members Entering Unmasked Estep Score: -8124467.500000 Penalty: 5494.294922 Iteration 6F: 3 clusters Score -8124468 nChanged 4310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15618 members Mstep: Class 2 contains 49062 members Entering Unmasked Estep Score: -8128203.500000 Penalty: 5494.294922 Iteration 7F: 3 clusters Score -8128204 nChanged 3244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13278 members Mstep: Class 2 contains 51402 members Entering Unmasked Estep Score: -8131298.000000 Penalty: 5494.294922 Iteration 8F: 3 clusters Score -8131298 nChanged 2211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11717 members Mstep: Class 2 contains 52963 members Entering Unmasked Estep Score: -8133378.500000 Penalty: 5494.294922 Iteration 9Q: 3 clusters Score -8133378 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10726 members Mstep: Class 2 contains 53954 members Entering Unmasked Estep Score: -8134313.500000 Penalty: 5494.294922 Iteration 10Q: 3 clusters Score -8134314 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9976 members Mstep: Class 2 contains 54704 members Entering Unmasked Estep Score: -8134875.000000 Penalty: 5494.294922 Iteration 11Q: 3 clusters Score -8134875 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9396 members Mstep: Class 2 contains 55284 members Entering Unmasked Estep Score: -8135163.500000 Penalty: 5494.294922 Iteration 12Q: 3 clusters Score -8135164 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8914 members Mstep: Class 2 contains 55766 members Entering Unmasked Estep Score: -8135309.000000 Penalty: 5494.294922 Iteration 13Q: 3 clusters Score -8135309 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8548 members Mstep: Class 2 contains 56132 members Entering Unmasked Estep Score: -8135411.000000 Penalty: 5494.294922 Iteration 14Q: 3 clusters Score -8135411 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8231 members Mstep: Class 2 contains 56449 members Entering Unmasked Estep Score: -8135514.500000 Penalty: 5494.294922 Iteration 15Q: 3 clusters Score -8135514 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7979 members Mstep: Class 2 contains 56701 members Entering Unmasked Estep Score: -8135549.000000 Penalty: 5494.294922 Iteration 16Q: 3 clusters Score -8135549 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7756 members Mstep: Class 2 contains 56924 members Entering Unmasked Estep Score: -8135593.000000 Penalty: 5494.294922 Iteration 17Q: 3 clusters Score -8135593 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7568 members Mstep: Class 2 contains 57112 members Entering Unmasked Estep Score: -8135641.000000 Penalty: 5494.294922 Iteration 18Q: 3 clusters Score -8135641 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7415 members Mstep: Class 2 contains 57265 members Entering Unmasked Estep Score: -8135659.000000 Penalty: 5494.294922 Iteration 19Q: 3 clusters Score -8135659 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7284 members Mstep: Class 2 contains 57396 members Entering Unmasked Estep Score: -8135670.500000 Penalty: 5494.294922 Iteration 20F: 3 clusters Score -8135670 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7170 members Mstep: Class 2 contains 57510 members Entering Unmasked Estep Score: -8135685.000000 Penalty: 5494.294922 Iteration 21Q: 3 clusters Score -8135685 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7080 members Mstep: Class 2 contains 57600 members Entering Unmasked Estep Score: -8135699.500000 Penalty: 5494.294922 Iteration 22Q: 3 clusters Score -8135700 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7001 members Mstep: Class 2 contains 57679 members Entering Unmasked Estep Score: -8135704.500000 Penalty: 5494.294922 Iteration 23Q: 3 clusters Score -8135704 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6925 members Mstep: Class 2 contains 57755 members Entering Unmasked Estep Score: -8135719.500000 Penalty: 5494.294922 Iteration 24Q: 3 clusters Score -8135720 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6857 members Mstep: Class 2 contains 57823 members Entering Unmasked Estep Score: -8135713.000000 Penalty: 5494.294922 Iteration 25Q: 3 clusters Score -8135713 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6797 members Mstep: Class 2 contains 57883 members Entering Unmasked Estep Score: -8135713.000000 Penalty: 5494.294922 Iteration 26Q: 3 clusters Score -8135713 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6741 members Mstep: Class 2 contains 57939 members Entering Unmasked Estep Score: -8135722.500000 Penalty: 5494.294922 Iteration 27Q: 3 clusters Score -8135722 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 57994 members Entering Unmasked Estep Score: -8135732.000000 Penalty: 5494.294922 Iteration 28Q: 3 clusters Score -8135732 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 58035 members Entering Unmasked Estep Score: -8135721.500000 Penalty: 5494.294922 Iteration 29Q: 3 clusters Score -8135722 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6617 members Mstep: Class 2 contains 58063 members Entering Unmasked Estep Score: -8135725.000000 Penalty: 5494.294922 Iteration 30Q: 3 clusters Score -8135725 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 58084 members Entering Unmasked Estep Score: -8135727.500000 Penalty: 5494.294922 Iteration 31Q: 3 clusters Score -8135728 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6579 members Mstep: Class 2 contains 58101 members Entering Unmasked Estep Score: -8135723.500000 Penalty: 5494.294922 Iteration 32Q: 3 clusters Score -8135724 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6557 members Mstep: Class 2 contains 58123 members Entering Unmasked Estep Score: -8135739.500000 Penalty: 5494.294922 Iteration 33Q: 3 clusters Score -8135740 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6539 members Mstep: Class 2 contains 58141 members Entering Unmasked Estep Score: -8135736.000000 Penalty: 5494.294922 Iteration 34Q: 3 clusters Score -8135736 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6519 members Mstep: Class 2 contains 58161 members Entering Unmasked Estep Score: -8135733.000000 Penalty: 5494.294922 Iteration 35Q: 3 clusters Score -8135733 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6502 members Mstep: Class 2 contains 58178 members Entering Unmasked Estep Score: -8135742.500000 Penalty: 5494.294922 Iteration 36Q: 3 clusters Score -8135742 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6476 members Mstep: Class 2 contains 58204 members Entering Unmasked Estep Score: -8135749.000000 Penalty: 5494.294922 Iteration 37Q: 3 clusters Score -8135749 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6453 members Mstep: Class 2 contains 58227 members Entering Unmasked Estep Score: -8135747.500000 Penalty: 5494.294922 Iteration 38Q: 3 clusters Score -8135748 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6436 members Mstep: Class 2 contains 58244 members Entering Unmasked Estep Score: -8135739.000000 Penalty: 5494.294922 Iteration 39Q: 3 clusters Score -8135739 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6420 members Mstep: Class 2 contains 58260 members Entering Unmasked Estep Score: -8135744.500000 Penalty: 5494.294922 Iteration 40F: 3 clusters Score -8135744 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 58275 members Entering Unmasked Estep Score: -8135746.000000 Penalty: 5494.294922 Iteration 41Q: 3 clusters Score -8135746 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 58286 members Entering Unmasked Estep Score: -8135747.500000 Penalty: 5494.294922 Iteration 42Q: 3 clusters Score -8135748 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6381 members Mstep: Class 2 contains 58299 members Entering Unmasked Estep Score: -8135749.500000 Penalty: 5494.294922 Iteration 43Q: 3 clusters Score -8135750 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6372 members Mstep: Class 2 contains 58308 members Entering Unmasked Estep Score: -8135754.500000 Penalty: 5494.294922 Iteration 44Q: 3 clusters Score -8135754 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6363 members Mstep: Class 2 contains 58317 members Entering Unmasked Estep Score: -8135759.500000 Penalty: 5494.294922 Iteration 45Q: 3 clusters Score -8135760 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6359 members Mstep: Class 2 contains 58321 members Entering Unmasked Estep Score: -8135754.000000 Penalty: 5494.294922 Iteration 46Q: 3 clusters Score -8135754 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6354 members Mstep: Class 2 contains 58326 members Entering Unmasked Estep Score: -8135753.000000 Penalty: 5494.294922 Iteration 47Q: 3 clusters Score -8135753 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6346 members Mstep: Class 2 contains 58334 members Entering Unmasked Estep Score: -8135749.000000 Penalty: 5494.294922 Iteration 48Q: 3 clusters Score -8135749 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6338 members Mstep: Class 2 contains 58342 members Entering Unmasked Estep Score: -8135747.000000 Penalty: 5494.294922 Iteration 49Q: 3 clusters Score -8135747 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6332 members Mstep: Class 2 contains 58348 members Entering Unmasked Estep Score: -8135754.500000 Penalty: 5494.294922 Iteration 50Q: 3 clusters Score -8135754 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6322 members Mstep: Class 2 contains 58358 members Entering Unmasked Estep Score: -8135754.000000 Penalty: 5494.294922 Iteration 51Q: 3 clusters Score -8135754 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6310 members Mstep: Class 2 contains 58370 members Entering Unmasked Estep Score: -8135762.500000 Penalty: 5494.294922 Iteration 52Q: 3 clusters Score -8135762 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6299 members Mstep: Class 2 contains 58381 members Entering Unmasked Estep Score: -8135764.500000 Penalty: 5494.294922 Iteration 53Q: 3 clusters Score -8135764 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6291 members Mstep: Class 2 contains 58389 members Entering Unmasked Estep Score: -8135767.500000 Penalty: 5494.294922 Iteration 54Q: 3 clusters Score -8135768 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6284 members Mstep: Class 2 contains 58396 members Entering Unmasked Estep Score: -8135770.500000 Penalty: 5494.294922 Iteration 55Q: 3 clusters Score -8135770 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6280 members Mstep: Class 2 contains 58400 members Entering Unmasked Estep Score: -8135769.500000 Penalty: 5494.294922 Iteration 56Q: 3 clusters Score -8135770 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6271 members Mstep: Class 2 contains 58409 members Entering Unmasked Estep Score: -8135775.000000 Penalty: 5494.294922 Iteration 57Q: 3 clusters Score -8135775 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6263 members Mstep: Class 2 contains 58417 members Entering Unmasked Estep Score: -8135777.000000 Penalty: 5494.294922 Iteration 58Q: 3 clusters Score -8135777 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6260 members Mstep: Class 2 contains 58420 members Entering Unmasked Estep Score: -8135773.500000 Penalty: 5494.294922 Iteration 59Q: 3 clusters Score -8135774 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6258 members Mstep: Class 2 contains 58422 members Entering Unmasked Estep Score: -8135774.500000 Penalty: 5494.294922 Iteration 60F: 3 clusters Score -8135774 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6257 members Mstep: Class 2 contains 58423 members Entering Unmasked Estep Score: -8135772.000000 Penalty: 5494.294922 Iteration 61Q: 3 clusters Score -8135772 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6253 members Mstep: Class 2 contains 58427 members Entering Unmasked Estep Score: -8135775.500000 Penalty: 5494.294922 Iteration 62Q: 3 clusters Score -8135776 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 58429 members Entering Unmasked Estep Score: -8135776.000000 Penalty: 5494.294922 Iteration 63Q: 3 clusters Score -8135776 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6250 members Mstep: Class 2 contains 58430 members Entering Unmasked Estep Score: -8135778.500000 Penalty: 5494.294922 Iteration 64Q: 3 clusters Score -8135778 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6250 members Mstep: Class 2 contains 58430 members Entering Unmasked Estep Score: -8135778.500000 Penalty: 5494.294922 Iteration 65F: 3 clusters Score -8135778 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (6438 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6438 members Entering Unmasked Estep Score: -821546.187500 Penalty: 2174.953369 Iteration 0F: 2 clusters Score -821546.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -816061.937500 Penalty: 4349.906738 Iteration 0F: 3 clusters Score -816061.9 nChanged 2593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -817432.625000 Penalty: 4349.906738 Iteration 1F: 3 clusters Score -817432.6 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -817670.062500 Penalty: 4349.906738 Iteration 2F: 3 clusters Score -817670.1 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -817826.062500 Penalty: 4349.906738 Iteration 3Q: 3 clusters Score -817826.1 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -817946.312500 Penalty: 4349.906738 Iteration 4Q: 3 clusters Score -817946.3 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -818057.312500 Penalty: 4349.906738 Iteration 5Q: 3 clusters Score -818057.3 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -818159.625000 Penalty: 4349.906738 Iteration 6Q: 3 clusters Score -818159.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -818233.000000 Penalty: 4349.906738 Iteration 7Q: 3 clusters Score -818233 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -818298.250000 Penalty: 4349.906738 Iteration 8Q: 3 clusters Score -818298.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -818357.062500 Penalty: 4349.906738 Iteration 9Q: 3 clusters Score -818357.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -818413.125000 Penalty: 4349.906738 Iteration 10Q: 3 clusters Score -818413.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -818455.750000 Penalty: 4349.906738 Iteration 11Q: 3 clusters Score -818455.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -818501.812500 Penalty: 4349.906738 Iteration 12Q: 3 clusters Score -818501.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -818552.250000 Penalty: 4349.906738 Iteration 13Q: 3 clusters Score -818552.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -818605.000000 Penalty: 4349.906738 Iteration 14Q: 3 clusters Score -818605 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -818639.625000 Penalty: 4349.906738 Iteration 15Q: 3 clusters Score -818639.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -818676.000000 Penalty: 4349.906738 Iteration 16Q: 3 clusters Score -818676 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -818716.437500 Penalty: 4349.906738 Iteration 17Q: 3 clusters Score -818716.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -818750.250000 Penalty: 4349.906738 Iteration 18Q: 3 clusters Score -818750.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -818787.562500 Penalty: 4349.906738 Iteration 19Q: 3 clusters Score -818787.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -818824.875000 Penalty: 4349.906738 Iteration 20F: 3 clusters Score -818824.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -818850.375000 Penalty: 4349.906738 Iteration 21Q: 3 clusters Score -818850.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -818876.062500 Penalty: 4349.906738 Iteration 22Q: 3 clusters Score -818876.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -818903.687500 Penalty: 4349.906738 Iteration 23Q: 3 clusters Score -818903.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -818931.062500 Penalty: 4349.906738 Iteration 24Q: 3 clusters Score -818931.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -818957.875000 Penalty: 4349.906738 Iteration 25Q: 3 clusters Score -818957.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -818981.062500 Penalty: 4349.906738 Iteration 26Q: 3 clusters Score -818981.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -819003.625000 Penalty: 4349.906738 Iteration 27Q: 3 clusters Score -819003.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -819026.812500 Penalty: 4349.906738 Iteration 28Q: 3 clusters Score -819026.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 4633 members Entering Unmasked Estep Score: -819043.875000 Penalty: 4349.906738 Iteration 29Q: 3 clusters Score -819043.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -819058.062500 Penalty: 4349.906738 Iteration 30Q: 3 clusters Score -819058.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 4700 members Entering Unmasked Estep Score: -819071.812500 Penalty: 4349.906738 Iteration 31Q: 3 clusters Score -819071.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -819079.812500 Penalty: 4349.906738 Iteration 32Q: 3 clusters Score -819079.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -819088.500000 Penalty: 4349.906738 Iteration 33Q: 3 clusters Score -819088.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 4774 members Entering Unmasked Estep Score: -819102.562500 Penalty: 4349.906738 Iteration 34Q: 3 clusters Score -819102.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 4804 members Entering Unmasked Estep Score: -819114.437500 Penalty: 4349.906738 Iteration 35Q: 3 clusters Score -819114.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -819128.812500 Penalty: 4349.906738 Iteration 36Q: 3 clusters Score -819128.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -819142.625000 Penalty: 4349.906738 Iteration 37Q: 3 clusters Score -819142.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -819155.937500 Penalty: 4349.906738 Iteration 38Q: 3 clusters Score -819155.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 4925 members Entering Unmasked Estep Score: -819162.937500 Penalty: 4349.906738 Iteration 39Q: 3 clusters Score -819162.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -819180.687500 Penalty: 4349.906738 Iteration 40F: 3 clusters Score -819180.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 4999 members Entering Unmasked Estep Score: -819205.750000 Penalty: 4349.906738 Iteration 41Q: 3 clusters Score -819205.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 5047 members Entering Unmasked Estep Score: -819232.437500 Penalty: 4349.906738 Iteration 42Q: 3 clusters Score -819232.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 5099 members Entering Unmasked Estep Score: -819257.500000 Penalty: 4349.906738 Iteration 43Q: 3 clusters Score -819257.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 5147 members Entering Unmasked Estep Score: -819284.750000 Penalty: 4349.906738 Iteration 44Q: 3 clusters Score -819284.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 5191 members Entering Unmasked Estep Score: -819308.375000 Penalty: 4349.906738 Iteration 45Q: 3 clusters Score -819308.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 5230 members Entering Unmasked Estep Score: -819330.250000 Penalty: 4349.906738 Iteration 46Q: 3 clusters Score -819330.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -819351.812500 Penalty: 4349.906738 Iteration 47Q: 3 clusters Score -819351.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 5303 members Entering Unmasked Estep Score: -819373.750000 Penalty: 4349.906738 Iteration 48Q: 3 clusters Score -819373.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 5333 members Entering Unmasked Estep Score: -819388.750000 Penalty: 4349.906738 Iteration 49Q: 3 clusters Score -819388.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 5368 members Entering Unmasked Estep Score: -819408.562500 Penalty: 4349.906738 Iteration 50Q: 3 clusters Score -819408.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -819425.062500 Penalty: 4349.906738 Iteration 51Q: 3 clusters Score -819425.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 5418 members Entering Unmasked Estep Score: -819439.000000 Penalty: 4349.906738 Iteration 52Q: 3 clusters Score -819439 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 5441 members Entering Unmasked Estep Score: -819451.937500 Penalty: 4349.906738 Iteration 53Q: 3 clusters Score -819451.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 5465 members Entering Unmasked Estep Score: -819468.250000 Penalty: 4349.906738 Iteration 54Q: 3 clusters Score -819468.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 5491 members Entering Unmasked Estep Score: -819483.687500 Penalty: 4349.906738 Iteration 55Q: 3 clusters Score -819483.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 5514 members Entering Unmasked Estep Score: -819493.250000 Penalty: 4349.906738 Iteration 56Q: 3 clusters Score -819493.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -819498.625000 Penalty: 4349.906738 Iteration 57Q: 3 clusters Score -819498.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -819501.437500 Penalty: 4349.906738 Iteration 58Q: 3 clusters Score -819501.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 5540 members Entering Unmasked Estep Score: -819507.687500 Penalty: 4349.906738 Iteration 59Q: 3 clusters Score -819507.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -819510.250000 Penalty: 4349.906738 Iteration 60F: 3 clusters Score -819510.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 5557 members Entering Unmasked Estep Score: -819515.500000 Penalty: 4349.906738 Iteration 61Q: 3 clusters Score -819515.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -819523.000000 Penalty: 4349.906738 Iteration 62Q: 3 clusters Score -819523 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 5581 members Entering Unmasked Estep Score: -819527.562500 Penalty: 4349.906738 Iteration 63Q: 3 clusters Score -819527.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 5590 members Entering Unmasked Estep Score: -819530.687500 Penalty: 4349.906738 Iteration 64Q: 3 clusters Score -819530.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 5596 members Entering Unmasked Estep Score: -819533.437500 Penalty: 4349.906738 Iteration 65Q: 3 clusters Score -819533.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 5603 members Entering Unmasked Estep Score: -819534.625000 Penalty: 4349.906738 Iteration 66Q: 3 clusters Score -819534.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 5609 members Entering Unmasked Estep Score: -819538.187500 Penalty: 4349.906738 Iteration 67Q: 3 clusters Score -819538.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 5613 members Entering Unmasked Estep Score: -819541.500000 Penalty: 4349.906738 Iteration 68Q: 3 clusters Score -819541.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 5617 members Entering Unmasked Estep Score: -819544.000000 Penalty: 4349.906738 Iteration 69Q: 3 clusters Score -819544 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -819544.375000 Penalty: 4349.906738 Iteration 70Q: 3 clusters Score -819544.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 5626 members Entering Unmasked Estep Score: -819546.062500 Penalty: 4349.906738 Iteration 71Q: 3 clusters Score -819546.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 5629 members Entering Unmasked Estep Score: -819546.312500 Penalty: 4349.906738 Iteration 72Q: 3 clusters Score -819546.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 5632 members Entering Unmasked Estep Score: -819548.187500 Penalty: 4349.906738 Iteration 73Q: 3 clusters Score -819548.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -819549.625000 Penalty: 4349.906738 Iteration 74Q: 3 clusters Score -819549.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 5639 members Entering Unmasked Estep Score: -819551.250000 Penalty: 4349.906738 Iteration 75Q: 3 clusters Score -819551.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -819553.187500 Penalty: 4349.906738 Iteration 76Q: 3 clusters Score -819553.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 5651 members Entering Unmasked Estep Score: -819558.250000 Penalty: 4349.906738 Iteration 77Q: 3 clusters Score -819558.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -819562.312500 Penalty: 4349.906738 Iteration 78Q: 3 clusters Score -819562.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 5665 members Entering Unmasked Estep Score: -819564.625000 Penalty: 4349.906738 Iteration 79Q: 3 clusters Score -819564.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -819566.000000 Penalty: 4349.906738 Iteration 80F: 3 clusters Score -819566 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -819568.000000 Penalty: 4349.906738 Iteration 81Q: 3 clusters Score -819568 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -819568.125000 Penalty: 4349.906738 Iteration 82Q: 3 clusters Score -819568.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 5674 members Entering Unmasked Estep Score: -819568.687500 Penalty: 4349.906738 Iteration 83Q: 3 clusters Score -819568.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 5678 members Entering Unmasked Estep Score: -819572.250000 Penalty: 4349.906738 Iteration 84Q: 3 clusters Score -819572.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 5682 members Entering Unmasked Estep Score: -819572.437500 Penalty: 4349.906738 Iteration 85Q: 3 clusters Score -819572.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -819577.687500 Penalty: 4349.906738 Iteration 86Q: 3 clusters Score -819577.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 5690 members Entering Unmasked Estep Score: -819580.500000 Penalty: 4349.906738 Iteration 87Q: 3 clusters Score -819580.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 5695 members Entering Unmasked Estep Score: -819580.812500 Penalty: 4349.906738 Iteration 88Q: 3 clusters Score -819580.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -819584.500000 Penalty: 4349.906738 Iteration 89Q: 3 clusters Score -819584.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 5702 members Entering Unmasked Estep Score: -819589.750000 Penalty: 4349.906738 Iteration 90Q: 3 clusters Score -819589.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -819596.812500 Penalty: 4349.906738 Iteration 91Q: 3 clusters Score -819596.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -819600.937500 Penalty: 4349.906738 Iteration 92Q: 3 clusters Score -819600.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -819604.437500 Penalty: 4349.906738 Iteration 93Q: 3 clusters Score -819604.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 5731 members Entering Unmasked Estep Score: -819606.750000 Penalty: 4349.906738 Iteration 94Q: 3 clusters Score -819606.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 5736 members Entering Unmasked Estep Score: -819609.375000 Penalty: 4349.906738 Iteration 95Q: 3 clusters Score -819609.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 5742 members Entering Unmasked Estep Score: -819610.500000 Penalty: 4349.906738 Iteration 96Q: 3 clusters Score -819610.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 5744 members Entering Unmasked Estep Score: -819611.750000 Penalty: 4349.906738 Iteration 97Q: 3 clusters Score -819611.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 5747 members Entering Unmasked Estep Score: -819613.625000 Penalty: 4349.906738 Iteration 98Q: 3 clusters Score -819613.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 5747 members Entering Unmasked Estep Score: -819613.625000 Penalty: 4349.906738 Iteration 99F: 3 clusters Score -819613.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Entering Unmasked Estep Score: -71860.828125 Penalty: 1583.946045 Iteration 0F: 2 clusters Score -71860.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -70269.984375 Penalty: 3167.892090 Iteration 0F: 3 clusters Score -70269.98 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -70484.335938 Penalty: 3167.892090 Iteration 1F: 3 clusters Score -70484.34 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -70529.578125 Penalty: 3167.892090 Iteration 2Q: 3 clusters Score -70529.58 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -70549.445312 Penalty: 3167.892090 Iteration 3Q: 3 clusters Score -70549.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -70571.320312 Penalty: 3167.892090 Iteration 4Q: 3 clusters Score -70571.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -70579.023438 Penalty: 3167.892090 Iteration 5Q: 3 clusters Score -70579.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -70582.804688 Penalty: 3167.892090 Iteration 6Q: 3 clusters Score -70582.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -70585.875000 Penalty: 3167.892090 Iteration 7Q: 3 clusters Score -70585.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -70585.875000 Penalty: 3167.892090 Iteration 8F: 3 clusters Score -70585.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1628 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Entering Unmasked Estep Score: -195375.468750 Penalty: 1833.986694 Iteration 0F: 2 clusters Score -195375.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -192992.031250 Penalty: 3667.973389 Iteration 0F: 3 clusters Score -192992 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -193386.484375 Penalty: 3667.973389 Iteration 1F: 3 clusters Score -193386.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -193524.484375 Penalty: 3667.973389 Iteration 2F: 3 clusters Score -193524.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -193601.078125 Penalty: 3667.973389 Iteration 3Q: 3 clusters Score -193601.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -193672.687500 Penalty: 3667.973389 Iteration 4Q: 3 clusters Score -193672.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -193717.406250 Penalty: 3667.973389 Iteration 5Q: 3 clusters Score -193717.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -193744.984375 Penalty: 3667.973389 Iteration 6Q: 3 clusters Score -193745 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -193764.328125 Penalty: 3667.973389 Iteration 7Q: 3 clusters Score -193764.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -193783.343750 Penalty: 3667.973389 Iteration 8Q: 3 clusters Score -193783.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -193799.453125 Penalty: 3667.973389 Iteration 9Q: 3 clusters Score -193799.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -193815.484375 Penalty: 3667.973389 Iteration 10Q: 3 clusters Score -193815.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -193824.031250 Penalty: 3667.973389 Iteration 11Q: 3 clusters Score -193824 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -193830.562500 Penalty: 3667.973389 Iteration 12Q: 3 clusters Score -193830.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -193833.484375 Penalty: 3667.973389 Iteration 13Q: 3 clusters Score -193833.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -193835.031250 Penalty: 3667.973389 Iteration 14Q: 3 clusters Score -193835 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -193835.031250 Penalty: 3667.973389 Iteration 15F: 3 clusters Score -193835 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (341 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Entering Unmasked Estep Score: -31833.294922 Penalty: 1446.306885 Iteration 0F: 2 clusters Score -31833.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -30760.332031 Penalty: 2892.613770 Iteration 0F: 3 clusters Score -30760.33 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -31230.558594 Penalty: 2892.613770 Iteration 1F: 3 clusters Score -31230.56 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -31653.757812 Penalty: 2892.613770 Iteration 2F: 3 clusters Score -31653.76 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -31796.324219 Penalty: 2892.613770 Iteration 3Q: 3 clusters Score -31796.32 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -31926.951172 Penalty: 2892.613770 Iteration 4Q: 3 clusters Score -31926.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -32023.783203 Penalty: 2892.613770 Iteration 5Q: 3 clusters Score -32023.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -32073.617188 Penalty: 2892.613770 Iteration 6Q: 3 clusters Score -32073.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -32083.740234 Penalty: 2892.613770 Iteration 7Q: 3 clusters Score -32083.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -32083.740234 Penalty: 2892.613770 Iteration 8F: 3 clusters Score -32083.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52852 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15504 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243666 members Mstep: Class 7 contains 64680 members Mstep: Class 8 contains 6438 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1628 members Mstep: Class 11 contains 111 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9802 members Mstep: Class 16 contains 9364 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26800 members Mstep: Class 22 contains 202 members Mstep: Class 23 contains 230 members Entering Unmasked Estep Score: -55443064.000000 Penalty: 74233.218750 Splitting cluster 11 changes total score from -55444640.000000 to -55443064.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (5310 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5310 members Entering Unmasked Estep Score: -678082.000000 Penalty: 2127.182129 Iteration 0F: 2 clusters Score -678082 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -673289.562500 Penalty: 4254.364258 Iteration 0F: 3 clusters Score -673289.6 nChanged 2039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -674330.625000 Penalty: 4254.364258 Iteration 1F: 3 clusters Score -674330.6 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -674534.687500 Penalty: 4254.364258 Iteration 2F: 3 clusters Score -674534.7 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -674668.750000 Penalty: 4254.364258 Iteration 3F: 3 clusters Score -674668.8 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -674763.000000 Penalty: 4254.364258 Iteration 4Q: 3 clusters Score -674763 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -674836.250000 Penalty: 4254.364258 Iteration 5Q: 3 clusters Score -674836.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -674895.375000 Penalty: 4254.364258 Iteration 6Q: 3 clusters Score -674895.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -674937.250000 Penalty: 4254.364258 Iteration 7Q: 3 clusters Score -674937.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -674977.437500 Penalty: 4254.364258 Iteration 8Q: 3 clusters Score -674977.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -675015.062500 Penalty: 4254.364258 Iteration 9Q: 3 clusters Score -675015.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -675049.062500 Penalty: 4254.364258 Iteration 10Q: 3 clusters Score -675049.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -675079.937500 Penalty: 4254.364258 Iteration 11Q: 3 clusters Score -675079.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -675102.375000 Penalty: 4254.364258 Iteration 12Q: 3 clusters Score -675102.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -675120.937500 Penalty: 4254.364258 Iteration 13Q: 3 clusters Score -675120.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -675140.750000 Penalty: 4254.364258 Iteration 14Q: 3 clusters Score -675140.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -675163.937500 Penalty: 4254.364258 Iteration 15Q: 3 clusters Score -675163.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -675182.625000 Penalty: 4254.364258 Iteration 16Q: 3 clusters Score -675182.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -675192.625000 Penalty: 4254.364258 Iteration 17Q: 3 clusters Score -675192.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -675201.562500 Penalty: 4254.364258 Iteration 18Q: 3 clusters Score -675201.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -675210.562500 Penalty: 4254.364258 Iteration 19Q: 3 clusters Score -675210.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -675220.062500 Penalty: 4254.364258 Iteration 20F: 3 clusters Score -675220.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -675234.000000 Penalty: 4254.364258 Iteration 21Q: 3 clusters Score -675234 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -675241.187500 Penalty: 4254.364258 Iteration 22Q: 3 clusters Score -675241.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -675249.000000 Penalty: 4254.364258 Iteration 23Q: 3 clusters Score -675249 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -675257.437500 Penalty: 4254.364258 Iteration 24Q: 3 clusters Score -675257.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -675262.250000 Penalty: 4254.364258 Iteration 25Q: 3 clusters Score -675262.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -675272.375000 Penalty: 4254.364258 Iteration 26Q: 3 clusters Score -675272.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -675277.875000 Penalty: 4254.364258 Iteration 27Q: 3 clusters Score -675277.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -675285.875000 Penalty: 4254.364258 Iteration 28Q: 3 clusters Score -675285.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -675294.687500 Penalty: 4254.364258 Iteration 29Q: 3 clusters Score -675294.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -675303.312500 Penalty: 4254.364258 Iteration 30Q: 3 clusters Score -675303.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -675313.437500 Penalty: 4254.364258 Iteration 31Q: 3 clusters Score -675313.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -675324.812500 Penalty: 4254.364258 Iteration 32Q: 3 clusters Score -675324.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -675334.500000 Penalty: 4254.364258 Iteration 33Q: 3 clusters Score -675334.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -675344.437500 Penalty: 4254.364258 Iteration 34Q: 3 clusters Score -675344.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -675355.250000 Penalty: 4254.364258 Iteration 35Q: 3 clusters Score -675355.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -675362.875000 Penalty: 4254.364258 Iteration 36Q: 3 clusters Score -675362.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -675370.312500 Penalty: 4254.364258 Iteration 37Q: 3 clusters Score -675370.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -675381.062500 Penalty: 4254.364258 Iteration 38Q: 3 clusters Score -675381.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -675392.812500 Penalty: 4254.364258 Iteration 39Q: 3 clusters Score -675392.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -675405.000000 Penalty: 4254.364258 Iteration 40F: 3 clusters Score -675405 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -675415.500000 Penalty: 4254.364258 Iteration 41Q: 3 clusters Score -675415.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -675428.062500 Penalty: 4254.364258 Iteration 42Q: 3 clusters Score -675428.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -675442.687500 Penalty: 4254.364258 Iteration 43Q: 3 clusters Score -675442.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -675458.687500 Penalty: 4254.364258 Iteration 44Q: 3 clusters Score -675458.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -675475.375000 Penalty: 4254.364258 Iteration 45Q: 3 clusters Score -675475.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -675499.750000 Penalty: 4254.364258 Iteration 46Q: 3 clusters Score -675499.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -675527.687500 Penalty: 4254.364258 Iteration 47Q: 3 clusters Score -675527.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -675567.562500 Penalty: 4254.364258 Iteration 48Q: 3 clusters Score -675567.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -675601.562500 Penalty: 4254.364258 Iteration 49Q: 3 clusters Score -675601.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -675634.375000 Penalty: 4254.364258 Iteration 50Q: 3 clusters Score -675634.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -675667.312500 Penalty: 4254.364258 Iteration 51Q: 3 clusters Score -675667.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -675702.375000 Penalty: 4254.364258 Iteration 52Q: 3 clusters Score -675702.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -675726.125000 Penalty: 4254.364258 Iteration 53Q: 3 clusters Score -675726.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -675754.125000 Penalty: 4254.364258 Iteration 54Q: 3 clusters Score -675754.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -675783.125000 Penalty: 4254.364258 Iteration 55Q: 3 clusters Score -675783.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -675822.500000 Penalty: 4254.364258 Iteration 56Q: 3 clusters Score -675822.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -675860.437500 Penalty: 4254.364258 Iteration 57Q: 3 clusters Score -675860.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -675911.937500 Penalty: 4254.364258 Iteration 58Q: 3 clusters Score -675911.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -675955.125000 Penalty: 4254.364258 Iteration 59Q: 3 clusters Score -675955.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -676003.187500 Penalty: 4254.364258 Iteration 60F: 3 clusters Score -676003.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -676038.750000 Penalty: 4254.364258 Iteration 61Q: 3 clusters Score -676038.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -676067.687500 Penalty: 4254.364258 Iteration 62Q: 3 clusters Score -676067.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -676096.687500 Penalty: 4254.364258 Iteration 63Q: 3 clusters Score -676096.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 4335 members Entering Unmasked Estep Score: -676119.000000 Penalty: 4254.364258 Iteration 64Q: 3 clusters Score -676119 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -676140.750000 Penalty: 4254.364258 Iteration 65Q: 3 clusters Score -676140.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 4400 members Entering Unmasked Estep Score: -676165.250000 Penalty: 4254.364258 Iteration 66Q: 3 clusters Score -676165.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -676180.687500 Penalty: 4254.364258 Iteration 67Q: 3 clusters Score -676180.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -676200.812500 Penalty: 4254.364258 Iteration 68Q: 3 clusters Score -676200.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -676219.812500 Penalty: 4254.364258 Iteration 69Q: 3 clusters Score -676219.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 4508 members Entering Unmasked Estep Score: -676234.187500 Penalty: 4254.364258 Iteration 70Q: 3 clusters Score -676234.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 4529 members Entering Unmasked Estep Score: -676250.125000 Penalty: 4254.364258 Iteration 71Q: 3 clusters Score -676250.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -676264.500000 Penalty: 4254.364258 Iteration 72Q: 3 clusters Score -676264.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -676274.750000 Penalty: 4254.364258 Iteration 73Q: 3 clusters Score -676274.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -676285.375000 Penalty: 4254.364258 Iteration 74Q: 3 clusters Score -676285.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -676301.000000 Penalty: 4254.364258 Iteration 75Q: 3 clusters Score -676301 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -676311.250000 Penalty: 4254.364258 Iteration 76Q: 3 clusters Score -676311.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -676318.812500 Penalty: 4254.364258 Iteration 77Q: 3 clusters Score -676318.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -676324.437500 Penalty: 4254.364258 Iteration 78Q: 3 clusters Score -676324.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -676331.437500 Penalty: 4254.364258 Iteration 79Q: 3 clusters Score -676331.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -676335.312500 Penalty: 4254.364258 Iteration 80F: 3 clusters Score -676335.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -676336.187500 Penalty: 4254.364258 Iteration 81Q: 3 clusters Score -676336.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -676336.312500 Penalty: 4254.364258 Iteration 82Q: 3 clusters Score -676336.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -676336.687500 Penalty: 4254.364258 Iteration 83Q: 3 clusters Score -676336.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -676338.375000 Penalty: 4254.364258 Iteration 84Q: 3 clusters Score -676338.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -676338.375000 Penalty: 4254.364258 Iteration 85F: 3 clusters Score -676338.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (371 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Entering Unmasked Estep Score: -41334.453125 Penalty: 1467.218140 Iteration 0F: 2 clusters Score -41334.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -39985.652344 Penalty: 2934.436279 Iteration 0F: 3 clusters Score -39985.65 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -40170.917969 Penalty: 2934.436279 Iteration 1F: 3 clusters Score -40170.92 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -40222.496094 Penalty: 2934.436279 Iteration 2Q: 3 clusters Score -40222.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -40242.949219 Penalty: 2934.436279 Iteration 3Q: 3 clusters Score -40242.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -40252.277344 Penalty: 2934.436279 Iteration 4Q: 3 clusters Score -40252.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -40252.277344 Penalty: 2934.436279 Iteration 5F: 3 clusters Score -40252.28 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3418 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Entering Unmasked Estep Score: -425370.250000 Penalty: 2017.929199 Iteration 0F: 2 clusters Score -425370.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -421842.593750 Penalty: 4035.858398 Iteration 0F: 3 clusters Score -421842.6 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -422579.312500 Penalty: 4035.858398 Iteration 1F: 3 clusters Score -422579.3 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -422756.125000 Penalty: 4035.858398 Iteration 2F: 3 clusters Score -422756.1 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -422897.093750 Penalty: 4035.858398 Iteration 3F: 3 clusters Score -422897.1 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -423010.781250 Penalty: 4035.858398 Iteration 4Q: 3 clusters Score -423010.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -423126.187500 Penalty: 4035.858398 Iteration 5Q: 3 clusters Score -423126.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -423245.625000 Penalty: 4035.858398 Iteration 6Q: 3 clusters Score -423245.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -423367.375000 Penalty: 4035.858398 Iteration 7Q: 3 clusters Score -423367.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -423481.906250 Penalty: 4035.858398 Iteration 8Q: 3 clusters Score -423481.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -423574.875000 Penalty: 4035.858398 Iteration 9Q: 3 clusters Score -423574.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -423674.750000 Penalty: 4035.858398 Iteration 10Q: 3 clusters Score -423674.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -423740.093750 Penalty: 4035.858398 Iteration 11Q: 3 clusters Score -423740.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -423799.937500 Penalty: 4035.858398 Iteration 12Q: 3 clusters Score -423799.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -423869.562500 Penalty: 4035.858398 Iteration 13Q: 3 clusters Score -423869.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -423954.781250 Penalty: 4035.858398 Iteration 14Q: 3 clusters Score -423954.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -424053.437500 Penalty: 4035.858398 Iteration 15Q: 3 clusters Score -424053.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -424144.062500 Penalty: 4035.858398 Iteration 16Q: 3 clusters Score -424144.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -424213.531250 Penalty: 4035.858398 Iteration 17Q: 3 clusters Score -424213.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -424267.843750 Penalty: 4035.858398 Iteration 18Q: 3 clusters Score -424267.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -424302.156250 Penalty: 4035.858398 Iteration 19Q: 3 clusters Score -424302.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -424336.437500 Penalty: 4035.858398 Iteration 20F: 3 clusters Score -424336.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -424363.968750 Penalty: 4035.858398 Iteration 21Q: 3 clusters Score -424364 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -424386.562500 Penalty: 4035.858398 Iteration 22Q: 3 clusters Score -424386.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -424406.906250 Penalty: 4035.858398 Iteration 23Q: 3 clusters Score -424406.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -424430.843750 Penalty: 4035.858398 Iteration 24Q: 3 clusters Score -424430.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -424453.156250 Penalty: 4035.858398 Iteration 25Q: 3 clusters Score -424453.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -424474.812500 Penalty: 4035.858398 Iteration 26Q: 3 clusters Score -424474.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -424500.500000 Penalty: 4035.858398 Iteration 27Q: 3 clusters Score -424500.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -424532.031250 Penalty: 4035.858398 Iteration 28Q: 3 clusters Score -424532 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -424552.593750 Penalty: 4035.858398 Iteration 29Q: 3 clusters Score -424552.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -424567.750000 Penalty: 4035.858398 Iteration 30Q: 3 clusters Score -424567.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -424573.156250 Penalty: 4035.858398 Iteration 31Q: 3 clusters Score -424573.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -424577.062500 Penalty: 4035.858398 Iteration 32Q: 3 clusters Score -424577.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -424578.843750 Penalty: 4035.858398 Iteration 33Q: 3 clusters Score -424578.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -424579.906250 Penalty: 4035.858398 Iteration 34Q: 3 clusters Score -424579.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -424581.718750 Penalty: 4035.858398 Iteration 35Q: 3 clusters Score -424581.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -424582.937500 Penalty: 4035.858398 Iteration 36Q: 3 clusters Score -424582.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -424584.031250 Penalty: 4035.858398 Iteration 37Q: 3 clusters Score -424584 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -424584.781250 Penalty: 4035.858398 Iteration 38Q: 3 clusters Score -424584.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -424584.062500 Penalty: 4035.858398 Iteration 39Q: 3 clusters Score -424584.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -424584.062500 Penalty: 4035.858398 Iteration 40F: 3 clusters Score -424584.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (9802 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9802 members Entering Unmasked Estep Score: -1250112.875000 Penalty: 2279.204834 Iteration 0F: 2 clusters Score -1250113 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 4906 members Entering Unmasked Estep Score: -1242531.125000 Penalty: 4558.409668 Iteration 0F: 3 clusters Score -1242531 nChanged 4133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 5047 members Entering Unmasked Estep Score: -1244826.625000 Penalty: 4558.409668 Iteration 1F: 3 clusters Score -1244827 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 5237 members Entering Unmasked Estep Score: -1245412.375000 Penalty: 4558.409668 Iteration 2F: 3 clusters Score -1245412 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 5512 members Entering Unmasked Estep Score: -1246038.750000 Penalty: 4558.409668 Iteration 3F: 3 clusters Score -1246039 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 5905 members Entering Unmasked Estep Score: -1246754.625000 Penalty: 4558.409668 Iteration 4F: 3 clusters Score -1246755 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 6328 members Entering Unmasked Estep Score: -1247412.375000 Penalty: 4558.409668 Iteration 5F: 3 clusters Score -1247412 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 6745 members Entering Unmasked Estep Score: -1247886.750000 Penalty: 4558.409668 Iteration 6F: 3 clusters Score -1247887 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -1248212.875000 Penalty: 4558.409668 Iteration 7F: 3 clusters Score -1248213 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 7378 members Entering Unmasked Estep Score: -1248420.375000 Penalty: 4558.409668 Iteration 8Q: 3 clusters Score -1248420 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 7607 members Entering Unmasked Estep Score: -1248564.500000 Penalty: 4558.409668 Iteration 9Q: 3 clusters Score -1248564 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 7792 members Entering Unmasked Estep Score: -1248684.375000 Penalty: 4558.409668 Iteration 10Q: 3 clusters Score -1248684 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 7950 members Entering Unmasked Estep Score: -1248763.750000 Penalty: 4558.409668 Iteration 11Q: 3 clusters Score -1248764 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 8091 members Entering Unmasked Estep Score: -1248834.750000 Penalty: 4558.409668 Iteration 12Q: 3 clusters Score -1248835 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 8204 members Entering Unmasked Estep Score: -1248889.250000 Penalty: 4558.409668 Iteration 13Q: 3 clusters Score -1248889 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 8291 members Entering Unmasked Estep Score: -1248922.375000 Penalty: 4558.409668 Iteration 14Q: 3 clusters Score -1248922 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 8363 members Entering Unmasked Estep Score: -1248955.375000 Penalty: 4558.409668 Iteration 15Q: 3 clusters Score -1248955 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 8424 members Entering Unmasked Estep Score: -1248975.750000 Penalty: 4558.409668 Iteration 16Q: 3 clusters Score -1248976 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 8480 members Entering Unmasked Estep Score: -1249003.625000 Penalty: 4558.409668 Iteration 17Q: 3 clusters Score -1249004 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 8535 members Entering Unmasked Estep Score: -1249030.750000 Penalty: 4558.409668 Iteration 18Q: 3 clusters Score -1249031 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 8588 members Entering Unmasked Estep Score: -1249051.250000 Penalty: 4558.409668 Iteration 19Q: 3 clusters Score -1249051 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 8622 members Entering Unmasked Estep Score: -1249066.500000 Penalty: 4558.409668 Iteration 20F: 3 clusters Score -1249066 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 8649 members Entering Unmasked Estep Score: -1249077.250000 Penalty: 4558.409668 Iteration 21Q: 3 clusters Score -1249077 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 8666 members Entering Unmasked Estep Score: -1249079.125000 Penalty: 4558.409668 Iteration 22Q: 3 clusters Score -1249079 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 8683 members Entering Unmasked Estep Score: -1249085.750000 Penalty: 4558.409668 Iteration 23Q: 3 clusters Score -1249086 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 8699 members Entering Unmasked Estep Score: -1249091.250000 Penalty: 4558.409668 Iteration 24Q: 3 clusters Score -1249091 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 8710 members Entering Unmasked Estep Score: -1249095.875000 Penalty: 4558.409668 Iteration 25Q: 3 clusters Score -1249096 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 8720 members Entering Unmasked Estep Score: -1249099.500000 Penalty: 4558.409668 Iteration 26Q: 3 clusters Score -1249100 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 8727 members Entering Unmasked Estep Score: -1249100.875000 Penalty: 4558.409668 Iteration 27Q: 3 clusters Score -1249101 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 8737 members Entering Unmasked Estep Score: -1249106.500000 Penalty: 4558.409668 Iteration 28Q: 3 clusters Score -1249106 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 8743 members Entering Unmasked Estep Score: -1249107.250000 Penalty: 4558.409668 Iteration 29Q: 3 clusters Score -1249107 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 8746 members Entering Unmasked Estep Score: -1249105.500000 Penalty: 4558.409668 Iteration 30Q: 3 clusters Score -1249106 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 8747 members Entering Unmasked Estep Score: -1249108.500000 Penalty: 4558.409668 Iteration 31Q: 3 clusters Score -1249108 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 8749 members Entering Unmasked Estep Score: -1249107.000000 Penalty: 4558.409668 Iteration 32Q: 3 clusters Score -1249107 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 8750 members Entering Unmasked Estep Score: -1249109.000000 Penalty: 4558.409668 Iteration 33Q: 3 clusters Score -1249109 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 8750 members Entering Unmasked Estep Score: -1249109.000000 Penalty: 4558.409668 Iteration 34F: 3 clusters Score -1249109 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (9364 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9364 members Entering Unmasked Estep Score: -1194795.125000 Penalty: 2267.867676 Iteration 0F: 2 clusters Score -1194795 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -1187514.250000 Penalty: 4535.735352 Iteration 0F: 3 clusters Score -1187514 nChanged 3884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -1189716.625000 Penalty: 4535.735352 Iteration 1F: 3 clusters Score -1189717 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 5208 members Entering Unmasked Estep Score: -1190177.625000 Penalty: 4535.735352 Iteration 2F: 3 clusters Score -1190178 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 5526 members Entering Unmasked Estep Score: -1190646.875000 Penalty: 4535.735352 Iteration 3F: 3 clusters Score -1190647 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 5929 members Entering Unmasked Estep Score: -1191149.000000 Penalty: 4535.735352 Iteration 4F: 3 clusters Score -1191149 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 6368 members Entering Unmasked Estep Score: -1191640.625000 Penalty: 4535.735352 Iteration 5F: 3 clusters Score -1191641 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 6799 members Entering Unmasked Estep Score: -1192049.625000 Penalty: 4535.735352 Iteration 6F: 3 clusters Score -1192050 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 7176 members Entering Unmasked Estep Score: -1192405.000000 Penalty: 4535.735352 Iteration 7F: 3 clusters Score -1192405 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 7491 members Entering Unmasked Estep Score: -1192658.500000 Penalty: 4535.735352 Iteration 8Q: 3 clusters Score -1192658 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 7750 members Entering Unmasked Estep Score: -1192846.750000 Penalty: 4535.735352 Iteration 9Q: 3 clusters Score -1192847 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 7950 members Entering Unmasked Estep Score: -1192975.000000 Penalty: 4535.735352 Iteration 10Q: 3 clusters Score -1192975 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 8111 members Entering Unmasked Estep Score: -1193084.125000 Penalty: 4535.735352 Iteration 11Q: 3 clusters Score -1193084 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 8255 members Entering Unmasked Estep Score: -1193174.875000 Penalty: 4535.735352 Iteration 12Q: 3 clusters Score -1193175 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 8368 members Entering Unmasked Estep Score: -1193240.875000 Penalty: 4535.735352 Iteration 13Q: 3 clusters Score -1193241 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 8463 members Entering Unmasked Estep Score: -1193306.875000 Penalty: 4535.735352 Iteration 14Q: 3 clusters Score -1193307 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 8542 members Entering Unmasked Estep Score: -1193358.250000 Penalty: 4535.735352 Iteration 15Q: 3 clusters Score -1193358 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 8610 members Entering Unmasked Estep Score: -1193399.875000 Penalty: 4535.735352 Iteration 16Q: 3 clusters Score -1193400 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 8650 members Entering Unmasked Estep Score: -1193425.625000 Penalty: 4535.735352 Iteration 17Q: 3 clusters Score -1193426 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 8682 members Entering Unmasked Estep Score: -1193445.625000 Penalty: 4535.735352 Iteration 18Q: 3 clusters Score -1193446 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 8697 members Entering Unmasked Estep Score: -1193457.875000 Penalty: 4535.735352 Iteration 19Q: 3 clusters Score -1193458 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 8708 members Entering Unmasked Estep Score: -1193461.875000 Penalty: 4535.735352 Iteration 20F: 3 clusters Score -1193462 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 8718 members Entering Unmasked Estep Score: -1193472.125000 Penalty: 4535.735352 Iteration 21Q: 3 clusters Score -1193472 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 8730 members Entering Unmasked Estep Score: -1193478.625000 Penalty: 4535.735352 Iteration 22Q: 3 clusters Score -1193479 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 8738 members Entering Unmasked Estep Score: -1193481.125000 Penalty: 4535.735352 Iteration 23Q: 3 clusters Score -1193481 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 8746 members Entering Unmasked Estep Score: -1193485.500000 Penalty: 4535.735352 Iteration 24Q: 3 clusters Score -1193486 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 8752 members Entering Unmasked Estep Score: -1193489.000000 Penalty: 4535.735352 Iteration 25Q: 3 clusters Score -1193489 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 8754 members Entering Unmasked Estep Score: -1193489.750000 Penalty: 4535.735352 Iteration 26Q: 3 clusters Score -1193490 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 8756 members Entering Unmasked Estep Score: -1193490.250000 Penalty: 4535.735352 Iteration 27Q: 3 clusters Score -1193490 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 8757 members Entering Unmasked Estep Score: -1193491.875000 Penalty: 4535.735352 Iteration 28Q: 3 clusters Score -1193492 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 8758 members Entering Unmasked Estep Score: -1193491.500000 Penalty: 4535.735352 Iteration 29Q: 3 clusters Score -1193492 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 8758 members Entering Unmasked Estep Score: -1193491.500000 Penalty: 4535.735352 Iteration 30F: 3 clusters Score -1193492 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Entering Unmasked Estep Score: -71712.710938 Penalty: 1587.263916 Iteration 0F: 2 clusters Score -71712.71 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 308 members Entering Unmasked Estep Score: -70081.882812 Penalty: 3174.527832 Iteration 0F: 3 clusters Score -70081.88 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -70259.335938 Penalty: 3174.527832 Iteration 1F: 3 clusters Score -70259.34 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -70320.710938 Penalty: 3174.527832 Iteration 2Q: 3 clusters Score -70320.71 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -70357.890625 Penalty: 3174.527832 Iteration 3Q: 3 clusters Score -70357.89 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -70388.281250 Penalty: 3174.527832 Iteration 4Q: 3 clusters Score -70388.28 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -70411.132812 Penalty: 3174.527832 Iteration 5Q: 3 clusters Score -70411.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -70438.273438 Penalty: 3174.527832 Iteration 6Q: 3 clusters Score -70438.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -70450.250000 Penalty: 3174.527832 Iteration 7Q: 3 clusters Score -70450.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -70458.304688 Penalty: 3174.527832 Iteration 8Q: 3 clusters Score -70458.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -70469.757812 Penalty: 3174.527832 Iteration 9Q: 3 clusters Score -70469.76 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -70479.960938 Penalty: 3174.527832 Iteration 10Q: 3 clusters Score -70479.96 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -70493.609375 Penalty: 3174.527832 Iteration 11Q: 3 clusters Score -70493.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -70499.625000 Penalty: 3174.527832 Iteration 12Q: 3 clusters Score -70499.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -70499.625000 Penalty: 3174.527832 Iteration 13F: 3 clusters Score -70499.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (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: -68569.328125 Penalty: 1609.699463 Iteration 0F: 2 clusters Score -68569.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -66963.242188 Penalty: 3219.398926 Iteration 0F: 3 clusters Score -66963.24 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -67535.046875 Penalty: 3219.398926 Iteration 1F: 3 clusters Score -67535.05 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -67806.914062 Penalty: 3219.398926 Iteration 2F: 3 clusters Score -67806.91 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -67929.093750 Penalty: 3219.398926 Iteration 3F: 3 clusters Score -67929.09 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -67988.718750 Penalty: 3219.398926 Iteration 4Q: 3 clusters Score -67988.72 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -68023.625000 Penalty: 3219.398926 Iteration 5Q: 3 clusters Score -68023.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -68049.171875 Penalty: 3219.398926 Iteration 6Q: 3 clusters Score -68049.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -68058.867188 Penalty: 3219.398926 Iteration 7Q: 3 clusters Score -68058.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -68073.265625 Penalty: 3219.398926 Iteration 8Q: 3 clusters Score -68073.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -68097.039062 Penalty: 3219.398926 Iteration 9Q: 3 clusters Score -68097.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -68131.265625 Penalty: 3219.398926 Iteration 10Q: 3 clusters Score -68131.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -68166.585938 Penalty: 3219.398926 Iteration 11Q: 3 clusters Score -68166.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -68191.445312 Penalty: 3219.398926 Iteration 12Q: 3 clusters Score -68191.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -68199.921875 Penalty: 3219.398926 Iteration 13Q: 3 clusters Score -68199.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -68200.679688 Penalty: 3219.398926 Iteration 14Q: 3 clusters Score -68200.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -68202.390625 Penalty: 3219.398926 Iteration 15Q: 3 clusters Score -68202.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -68204.523438 Penalty: 3219.398926 Iteration 16Q: 3 clusters Score -68204.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -68205.648438 Penalty: 3219.398926 Iteration 17Q: 3 clusters Score -68205.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -68205.648438 Penalty: 3219.398926 Iteration 18F: 3 clusters Score -68205.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Entering Unmasked Estep Score: -45563.796875 Penalty: 1495.013062 Iteration 0F: 2 clusters Score -45563.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -44112.558594 Penalty: 2990.026123 Iteration 0F: 3 clusters Score -44112.56 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -44253.855469 Penalty: 2990.026123 Iteration 1F: 3 clusters Score -44253.86 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -44296.046875 Penalty: 2990.026123 Iteration 2Q: 3 clusters Score -44296.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -44322.226562 Penalty: 2990.026123 Iteration 3Q: 3 clusters Score -44322.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -44326.441406 Penalty: 2990.026123 Iteration 4Q: 3 clusters Score -44326.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -44336.843750 Penalty: 2990.026123 Iteration 5Q: 3 clusters Score -44336.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -44340.082031 Penalty: 2990.026123 Iteration 6Q: 3 clusters Score -44340.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -44340.082031 Penalty: 2990.026123 Iteration 7F: 3 clusters Score -44340.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (636 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Entering Unmasked Estep Score: -67230.078125 Penalty: 1600.889282 Iteration 0F: 2 clusters Score -67230.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -65604.656250 Penalty: 3201.778564 Iteration 0F: 3 clusters Score -65604.66 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -65839.609375 Penalty: 3201.778564 Iteration 1F: 3 clusters Score -65839.61 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -65943.140625 Penalty: 3201.778564 Iteration 2F: 3 clusters Score -65943.14 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -66001.351562 Penalty: 3201.778564 Iteration 3Q: 3 clusters Score -66001.35 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -66042.656250 Penalty: 3201.778564 Iteration 4Q: 3 clusters Score -66042.66 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -66082.070312 Penalty: 3201.778564 Iteration 5Q: 3 clusters Score -66082.07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -66117.078125 Penalty: 3201.778564 Iteration 6Q: 3 clusters Score -66117.08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -66140.015625 Penalty: 3201.778564 Iteration 7Q: 3 clusters Score -66140.02 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -66172.539062 Penalty: 3201.778564 Iteration 8Q: 3 clusters Score -66172.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -66196.718750 Penalty: 3201.778564 Iteration 9Q: 3 clusters Score -66196.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -66202.976562 Penalty: 3201.778564 Iteration 10Q: 3 clusters Score -66202.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -66215.015625 Penalty: 3201.778564 Iteration 11Q: 3 clusters Score -66215.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -66248.984375 Penalty: 3201.778564 Iteration 12Q: 3 clusters Score -66248.98 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -66298.312500 Penalty: 3201.778564 Iteration 13Q: 3 clusters Score -66298.31 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -66333.820312 Penalty: 3201.778564 Iteration 14Q: 3 clusters Score -66333.82 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -66398.507812 Penalty: 3201.778564 Iteration 15Q: 3 clusters Score -66398.51 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -66486.718750 Penalty: 3201.778564 Iteration 16Q: 3 clusters Score -66486.72 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -66533.617188 Penalty: 3201.778564 Iteration 17Q: 3 clusters Score -66533.62 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -66573.882812 Penalty: 3201.778564 Iteration 18Q: 3 clusters Score -66573.88 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -66615.781250 Penalty: 3201.778564 Iteration 19Q: 3 clusters Score -66615.78 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -66719.648438 Penalty: 3201.778564 Iteration 20F: 3 clusters Score -66719.65 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -66892.093750 Penalty: 3201.778564 Iteration 21Q: 3 clusters Score -66892.09 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -67125.117188 Penalty: 3201.778564 Iteration 22Q: 3 clusters Score -67125.12 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -67178.992188 Penalty: 3201.778564 Iteration 23Q: 3 clusters Score -67178.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -67209.171875 Penalty: 3201.778564 Iteration 24Q: 3 clusters Score -67209.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -67238.820312 Penalty: 3201.778564 Iteration 25Q: 3 clusters Score -67238.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -67248.750000 Penalty: 3201.778564 Iteration 26Q: 3 clusters Score -67248.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -67252.648438 Penalty: 3201.778564 Iteration 27Q: 3 clusters Score -67252.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -67270.609375 Penalty: 3201.778564 Iteration 28Q: 3 clusters Score -67270.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -67274.203125 Penalty: 3201.778564 Iteration 29Q: 3 clusters Score -67274.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -67274.203125 Penalty: 3201.778564 Iteration 30F: 3 clusters Score -67274.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52852 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15504 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243666 members Mstep: Class 7 contains 64680 members Mstep: Class 8 contains 6438 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1628 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9802 members Mstep: Class 16 contains 9364 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 297 members Mstep: Class 21 contains 26800 members Mstep: Class 22 contains 202 members Mstep: Class 23 contains 339 members Entering Unmasked Estep Score: -55443072.000000 Penalty: 74233.218750 Splitting cluster 20 changes total score from -55444640.000000 to -55443072.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 21 (26800 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26800 members Entering Unmasked Estep Score: -3310659.750000 Penalty: 2528.646973 Iteration 0F: 2 clusters Score -3310660 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13436 members Mstep: Class 2 contains 13364 members Entering Unmasked Estep Score: -3292138.500000 Penalty: 5057.293945 Iteration 0F: 3 clusters Score -3292138 nChanged 12036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13654 members Mstep: Class 2 contains 13146 members Entering Unmasked Estep Score: -3298606.500000 Penalty: 5057.293945 Iteration 1F: 3 clusters Score -3298606 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13800 members Mstep: Class 2 contains 13000 members Entering Unmasked Estep Score: -3298955.000000 Penalty: 5057.293945 Iteration 2Q: 3 clusters Score -3298955 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13960 members Mstep: Class 2 contains 12840 members Entering Unmasked Estep Score: -3299257.250000 Penalty: 5057.293945 Iteration 3Q: 3 clusters Score -3299257 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14146 members Mstep: Class 2 contains 12654 members Entering Unmasked Estep Score: -3299545.750000 Penalty: 5057.293945 Iteration 4Q: 3 clusters Score -3299546 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14372 members Mstep: Class 2 contains 12428 members Entering Unmasked Estep Score: -3299788.250000 Penalty: 5057.293945 Iteration 5Q: 3 clusters Score -3299788 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14640 members Mstep: Class 2 contains 12160 members Entering Unmasked Estep Score: -3300037.500000 Penalty: 5057.293945 Iteration 6Q: 3 clusters Score -3300038 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14995 members Mstep: Class 2 contains 11805 members Entering Unmasked Estep Score: -3300303.500000 Penalty: 5057.293945 Iteration 7Q: 3 clusters Score -3300304 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15436 members Mstep: Class 2 contains 11364 members Entering Unmasked Estep Score: -3300615.500000 Penalty: 5057.293945 Iteration 8Q: 3 clusters Score -3300616 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15990 members Mstep: Class 2 contains 10810 members Entering Unmasked Estep Score: -3301045.750000 Penalty: 5057.293945 Iteration 9Q: 3 clusters Score -3301046 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16733 members Mstep: Class 2 contains 10067 members Entering Unmasked Estep Score: -3301559.500000 Penalty: 5057.293945 Iteration 10Q: 3 clusters Score -3301560 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17580 members Mstep: Class 2 contains 9220 members Entering Unmasked Estep Score: -3302161.250000 Penalty: 5057.293945 Iteration 11Q: 3 clusters Score -3302161 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18599 members Mstep: Class 2 contains 8201 members Entering Unmasked Estep Score: -3302830.750000 Penalty: 5057.293945 Iteration 12Q: 3 clusters Score -3302831 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19691 members Mstep: Class 2 contains 7109 members Entering Unmasked Estep Score: -3303557.500000 Penalty: 5057.293945 Iteration 13Q: 3 clusters Score -3303558 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20920 members Mstep: Class 2 contains 5880 members Entering Unmasked Estep Score: -3304428.000000 Penalty: 5057.293945 Iteration 14Q: 3 clusters Score -3304428 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22130 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -3305307.750000 Penalty: 5057.293945 Iteration 15Q: 3 clusters Score -3305308 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23252 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -3306162.500000 Penalty: 5057.293945 Iteration 16Q: 3 clusters Score -3306162 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24196 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -3306898.250000 Penalty: 5057.293945 Iteration 17Q: 3 clusters Score -3306898 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24842 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -3307444.000000 Penalty: 5057.293945 Iteration 18Q: 3 clusters Score -3307444 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25273 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -3307810.000000 Penalty: 5057.293945 Iteration 19Q: 3 clusters Score -3307810 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25575 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -3308078.750000 Penalty: 5057.293945 Iteration 20F: 3 clusters Score -3308079 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25752 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -3308228.500000 Penalty: 5057.293945 Iteration 21Q: 3 clusters Score -3308228 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25883 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -3308334.500000 Penalty: 5057.293945 Iteration 22Q: 3 clusters Score -3308334 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25959 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -3308397.750000 Penalty: 5057.293945 Iteration 23Q: 3 clusters Score -3308398 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26005 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -3308433.500000 Penalty: 5057.293945 Iteration 24Q: 3 clusters Score -3308434 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26033 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -3308471.250000 Penalty: 5057.293945 Iteration 25Q: 3 clusters Score -3308471 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26056 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -3308496.000000 Penalty: 5057.293945 Iteration 26Q: 3 clusters Score -3308496 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26080 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -3308523.250000 Penalty: 5057.293945 Iteration 27Q: 3 clusters Score -3308523 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26097 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -3308535.500000 Penalty: 5057.293945 Iteration 28Q: 3 clusters Score -3308536 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26114 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -3308544.750000 Penalty: 5057.293945 Iteration 29Q: 3 clusters Score -3308545 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26124 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -3308555.750000 Penalty: 5057.293945 Iteration 30Q: 3 clusters Score -3308556 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26125 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -3308558.000000 Penalty: 5057.293945 Iteration 31Q: 3 clusters Score -3308558 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26129 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -3308563.250000 Penalty: 5057.293945 Iteration 32Q: 3 clusters Score -3308563 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26130 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -3308563.750000 Penalty: 5057.293945 Iteration 33Q: 3 clusters Score -3308564 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26132 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -3308565.000000 Penalty: 5057.293945 Iteration 34Q: 3 clusters Score -3308565 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26132 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -3308565.000000 Penalty: 5057.293945 Iteration 35F: 3 clusters Score -3308565 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (202 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Entering Unmasked Estep Score: -19164.964844 Penalty: 1316.450317 Iteration 0F: 2 clusters Score -19164.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -18078.398438 Penalty: 2632.900635 Iteration 0F: 3 clusters Score -18078.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -18138.509766 Penalty: 2632.900635 Iteration 1F: 3 clusters Score -18138.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -18158.906250 Penalty: 2632.900635 Iteration 2Q: 3 clusters Score -18158.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -18163.251953 Penalty: 2632.900635 Iteration 3Q: 3 clusters Score -18163.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -18179.085938 Penalty: 2632.900635 Iteration 4Q: 3 clusters Score -18179.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -18186.554688 Penalty: 2632.900635 Iteration 5Q: 3 clusters Score -18186.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -18186.554688 Penalty: 2632.900635 Iteration 6F: 3 clusters Score -18186.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52852 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15504 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243666 members Mstep: Class 7 contains 64680 members Mstep: Class 8 contains 6438 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1628 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9802 members Mstep: Class 16 contains 9364 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26800 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444648.000000 Penalty: 71005.687500 Iteration 199Q: 23 clusters Score -5.544465e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52852 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15504 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243664 members Mstep: Class 7 contains 64679 members Mstep: Class 8 contains 6437 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1631 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9799 members Mstep: Class 16 contains 9364 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26804 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444640.000000 Penalty: 71005.687500 Iteration 200F: 23 clusters Score -5.544464e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52851 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15504 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243655 members Mstep: Class 7 contains 64679 members Mstep: Class 8 contains 6437 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1634 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9798 members Mstep: Class 16 contains 9364 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26812 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444664.000000 Penalty: 71005.687500 Iteration 201Q: 23 clusters Score -5.544466e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52851 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15504 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243651 members Mstep: Class 7 contains 64679 members Mstep: Class 8 contains 6437 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1635 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9797 members Mstep: Class 16 contains 9364 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26817 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444624.000000 Penalty: 71005.687500 Iteration 202Q: 23 clusters Score -5.544462e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52851 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15503 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243647 members Mstep: Class 7 contains 64679 members Mstep: Class 8 contains 6437 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1635 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9797 members Mstep: Class 16 contains 9363 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26823 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444600.000000 Penalty: 71005.687500 Iteration 203Q: 23 clusters Score -5.54446e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52851 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15501 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243644 members Mstep: Class 7 contains 64679 members Mstep: Class 8 contains 6437 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1635 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9797 members Mstep: Class 16 contains 9363 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26828 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444572.000000 Penalty: 71005.687500 Iteration 204Q: 23 clusters Score -5.544457e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52851 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15497 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243647 members Mstep: Class 7 contains 64678 members Mstep: Class 8 contains 6437 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1635 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9796 members Mstep: Class 16 contains 9363 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26831 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444556.000000 Penalty: 71005.687500 Iteration 205Q: 23 clusters Score -5.544456e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52851 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15492 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243650 members Mstep: Class 7 contains 64679 members Mstep: Class 8 contains 6437 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1635 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9796 members Mstep: Class 16 contains 9363 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26832 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444556.000000 Penalty: 71005.687500 Iteration 206Q: 23 clusters Score -5.544456e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52851 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15482 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243658 members Mstep: Class 7 contains 64680 members Mstep: Class 8 contains 6437 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1635 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9796 members Mstep: Class 16 contains 9363 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26834 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444532.000000 Penalty: 71005.687500 Iteration 207Q: 23 clusters Score -5.544453e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52850 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15474 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243664 members Mstep: Class 7 contains 64682 members Mstep: Class 8 contains 6437 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1635 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9796 members Mstep: Class 16 contains 9363 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26834 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444536.000000 Penalty: 71005.687500 Iteration 208Q: 23 clusters Score -5.544454e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52849 members Mstep: Class 2 contains 2742 members Mstep: Class 3 contains 15469 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243668 members Mstep: Class 7 contains 64683 members Mstep: Class 8 contains 6437 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1635 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9796 members Mstep: Class 16 contains 9363 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26834 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444532.000000 Penalty: 71005.687500 Iteration 209Q: 23 clusters Score -5.544453e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52849 members Mstep: Class 2 contains 2742 members Mstep: Class 3 contains 15462 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243673 members Mstep: Class 7 contains 64684 members Mstep: Class 8 contains 6437 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1635 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9796 members Mstep: Class 16 contains 9363 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26835 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444552.000000 Penalty: 71005.687500 Iteration 210Q: 23 clusters Score -5.544455e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52849 members Mstep: Class 2 contains 2742 members Mstep: Class 3 contains 15457 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243675 members Mstep: Class 7 contains 64685 members Mstep: Class 8 contains 6437 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1635 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9796 members Mstep: Class 16 contains 9363 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26837 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444568.000000 Penalty: 71005.687500 Iteration 211Q: 23 clusters Score -5.544457e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52849 members Mstep: Class 2 contains 2742 members Mstep: Class 3 contains 15452 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243678 members Mstep: Class 7 contains 64686 members Mstep: Class 8 contains 6437 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1635 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9796 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26839 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444580.000000 Penalty: 71005.687500 Iteration 212Q: 23 clusters Score -5.544458e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52849 members Mstep: Class 2 contains 2742 members Mstep: Class 3 contains 15444 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243683 members Mstep: Class 7 contains 64686 members Mstep: Class 8 contains 6437 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1635 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9796 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26842 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444580.000000 Penalty: 71005.687500 Iteration 213Q: 23 clusters Score -5.544458e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52848 members Mstep: Class 2 contains 2742 members Mstep: Class 3 contains 15433 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243692 members Mstep: Class 7 contains 64687 members Mstep: Class 8 contains 6437 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1636 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9796 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26843 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444576.000000 Penalty: 71005.687500 Iteration 214Q: 23 clusters Score -5.544458e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52845 members Mstep: Class 2 contains 2742 members Mstep: Class 3 contains 15418 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243703 members Mstep: Class 7 contains 64688 members Mstep: Class 8 contains 6438 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1637 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9797 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26846 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444580.000000 Penalty: 71005.687500 Iteration 215Q: 23 clusters Score -5.544458e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52840 members Mstep: Class 2 contains 2742 members Mstep: Class 3 contains 15412 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243715 members Mstep: Class 7 contains 64686 members Mstep: Class 8 contains 6439 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1637 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9796 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26847 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444600.000000 Penalty: 71005.687500 Iteration 216Q: 23 clusters Score -5.54446e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52838 members Mstep: Class 2 contains 2742 members Mstep: Class 3 contains 15401 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243730 members Mstep: Class 7 contains 64686 members Mstep: Class 8 contains 6438 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1637 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9794 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26848 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444592.000000 Penalty: 71005.687500 Iteration 217Q: 23 clusters Score -5.544459e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52838 members Mstep: Class 2 contains 2742 members Mstep: Class 3 contains 15389 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243743 members Mstep: Class 7 contains 64687 members Mstep: Class 8 contains 6436 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1637 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9791 members Mstep: Class 16 contains 9363 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26850 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444572.000000 Penalty: 71005.687500 Iteration 218Q: 23 clusters Score -5.544457e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52838 members Mstep: Class 2 contains 2742 members Mstep: Class 3 contains 15385 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243751 members Mstep: Class 7 contains 64687 members Mstep: Class 8 contains 6434 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1637 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9788 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26852 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444616.000000 Penalty: 71005.687500 Iteration 219Q: 23 clusters Score -5.544462e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52839 members Mstep: Class 2 contains 2742 members Mstep: Class 3 contains 15377 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243762 members Mstep: Class 7 contains 64686 members Mstep: Class 8 contains 6434 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1637 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9783 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26854 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444632.000000 Penalty: 71005.687500 Iteration 220F: 23 clusters Score -5.544463e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52838 members Mstep: Class 2 contains 2742 members Mstep: Class 3 contains 15372 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243773 members Mstep: Class 7 contains 64686 members Mstep: Class 8 contains 6434 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1637 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9776 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26856 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444580.000000 Penalty: 71005.687500 Iteration 221Q: 23 clusters Score -5.544458e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52837 members Mstep: Class 2 contains 2742 members Mstep: Class 3 contains 15369 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243780 members Mstep: Class 7 contains 64686 members Mstep: Class 8 contains 6434 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1637 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9770 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26859 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444580.000000 Penalty: 71005.687500 Iteration 222Q: 23 clusters Score -5.544458e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52837 members Mstep: Class 2 contains 2742 members Mstep: Class 3 contains 15366 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243788 members Mstep: Class 7 contains 64686 members Mstep: Class 8 contains 6434 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1638 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9762 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26861 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444600.000000 Penalty: 71005.687500 Iteration 223Q: 23 clusters Score -5.54446e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52837 members Mstep: Class 2 contains 2742 members Mstep: Class 3 contains 15365 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243792 members Mstep: Class 7 contains 64686 members Mstep: Class 8 contains 6434 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1639 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9756 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26863 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444600.000000 Penalty: 71005.687500 Iteration 224Q: 23 clusters Score -5.54446e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52836 members Mstep: Class 2 contains 2742 members Mstep: Class 3 contains 15363 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243800 members Mstep: Class 7 contains 64686 members Mstep: Class 8 contains 6434 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1640 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9750 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26863 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444608.000000 Penalty: 71005.687500 Iteration 225Q: 23 clusters Score -5.544461e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52834 members Mstep: Class 2 contains 2742 members Mstep: Class 3 contains 15361 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243808 members Mstep: Class 7 contains 64686 members Mstep: Class 8 contains 6434 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1642 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9745 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26862 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444608.000000 Penalty: 71005.687500 Iteration 226Q: 23 clusters Score -5.544461e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52831 members Mstep: Class 2 contains 2742 members Mstep: Class 3 contains 15360 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243814 members Mstep: Class 7 contains 64686 members Mstep: Class 8 contains 6434 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1644 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9739 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26864 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444592.000000 Penalty: 71005.687500 Iteration 227Q: 23 clusters Score -5.544459e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52826 members Mstep: Class 2 contains 2742 members Mstep: Class 3 contains 15360 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243823 members Mstep: Class 7 contains 64686 members Mstep: Class 8 contains 6434 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1650 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5309 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9734 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26859 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444600.000000 Penalty: 71005.687500 Iteration 228Q: 23 clusters Score -5.54446e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52823 members Mstep: Class 2 contains 2741 members Mstep: Class 3 contains 15360 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243827 members Mstep: Class 7 contains 64686 members Mstep: Class 8 contains 6434 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1654 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9732 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26856 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444536.000000 Penalty: 71005.687500 Iteration 229Q: 23 clusters Score -5.544454e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52822 members Mstep: Class 2 contains 2740 members Mstep: Class 3 contains 15360 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243826 members Mstep: Class 7 contains 64686 members Mstep: Class 8 contains 6434 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1655 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9731 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26859 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444544.000000 Penalty: 71005.687500 Iteration 230Q: 23 clusters Score -5.544454e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52822 members Mstep: Class 2 contains 2739 members Mstep: Class 3 contains 15360 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243824 members Mstep: Class 7 contains 64686 members Mstep: Class 8 contains 6434 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1657 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9730 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26861 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444540.000000 Penalty: 71005.687500 Iteration 231Q: 23 clusters Score -5.544454e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52821 members Mstep: Class 2 contains 2739 members Mstep: Class 3 contains 15360 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243823 members Mstep: Class 7 contains 64686 members Mstep: Class 8 contains 6434 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1657 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9730 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26863 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444524.000000 Penalty: 71005.687500 Iteration 232Q: 23 clusters Score -5.544452e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52820 members Mstep: Class 2 contains 2739 members Mstep: Class 3 contains 15360 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243823 members Mstep: Class 7 contains 64686 members Mstep: Class 8 contains 6434 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1657 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9730 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26864 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444552.000000 Penalty: 71005.687500 Iteration 233Q: 23 clusters Score -5.544455e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52820 members Mstep: Class 2 contains 2739 members Mstep: Class 3 contains 15360 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243823 members Mstep: Class 7 contains 64686 members Mstep: Class 8 contains 6434 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1657 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9730 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26864 members Mstep: Class 22 contains 202 members Entering Unmasked Estep ConsiderDeletion Score: -55444552.000000 Penalty: 71005.687500 Iteration 234F: 23 clusters Score -5.544455e+07 nChanged 0 Entering ConstructFrom: Score: -55444552.000000 Penalty: 71005.687500 Entering ConstructFrom: Trying to split cluster 1 (52820 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52820 members Entering Unmasked Estep Score: -6746532.000000 Penalty: 2696.912109 Iteration 0F: 2 clusters Score -6746532 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26501 members Mstep: Class 2 contains 26319 members Entering Unmasked Estep Score: -6710872.500000 Penalty: 5393.824219 Iteration 0F: 3 clusters Score -6710872 nChanged 24515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26378 members Mstep: Class 2 contains 26442 members Entering Unmasked Estep Score: -6724465.500000 Penalty: 5393.824219 Iteration 1F: 3 clusters Score -6724466 nChanged 1985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26345 members Mstep: Class 2 contains 26475 members Entering Unmasked Estep Score: -6725002.500000 Penalty: 5393.824219 Iteration 2Q: 3 clusters Score -6725002 nChanged 1898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26233 members Mstep: Class 2 contains 26587 members Entering Unmasked Estep Score: -6725532.000000 Penalty: 5393.824219 Iteration 3Q: 3 clusters Score -6725532 nChanged 1812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26107 members Mstep: Class 2 contains 26713 members Entering Unmasked Estep Score: -6726021.000000 Penalty: 5393.824219 Iteration 4Q: 3 clusters Score -6726021 nChanged 1919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25888 members Mstep: Class 2 contains 26932 members Entering Unmasked Estep Score: -6726697.500000 Penalty: 5393.824219 Iteration 5Q: 3 clusters Score -6726698 nChanged 2023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25561 members Mstep: Class 2 contains 27259 members Entering Unmasked Estep Score: -6727392.500000 Penalty: 5393.824219 Iteration 6Q: 3 clusters Score -6727392 nChanged 2097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25120 members Mstep: Class 2 contains 27700 members Entering Unmasked Estep Score: -6728116.500000 Penalty: 5393.824219 Iteration 7Q: 3 clusters Score -6728116 nChanged 2120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24574 members Mstep: Class 2 contains 28246 members Entering Unmasked Estep Score: -6728916.000000 Penalty: 5393.824219 Iteration 8Q: 3 clusters Score -6728916 nChanged 2192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23924 members Mstep: Class 2 contains 28896 members Entering Unmasked Estep Score: -6729919.000000 Penalty: 5393.824219 Iteration 9Q: 3 clusters Score -6729919 nChanged 2220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23188 members Mstep: Class 2 contains 29632 members Entering Unmasked Estep Score: -6730867.000000 Penalty: 5393.824219 Iteration 10Q: 3 clusters Score -6730867 nChanged 2303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22293 members Mstep: Class 2 contains 30527 members Entering Unmasked Estep Score: -6731937.000000 Penalty: 5393.824219 Iteration 11Q: 3 clusters Score -6731937 nChanged 2302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21337 members Mstep: Class 2 contains 31483 members Entering Unmasked Estep Score: -6733235.000000 Penalty: 5393.824219 Iteration 12Q: 3 clusters Score -6733235 nChanged 2348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20437 members Mstep: Class 2 contains 32383 members Entering Unmasked Estep Score: -6734658.000000 Penalty: 5393.824219 Iteration 13Q: 3 clusters Score -6734658 nChanged 2222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19699 members Mstep: Class 2 contains 33121 members Entering Unmasked Estep Score: -6735918.500000 Penalty: 5393.824219 Iteration 14Q: 3 clusters Score -6735918 nChanged 1882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19135 members Mstep: Class 2 contains 33685 members Entering Unmasked Estep Score: -6736803.500000 Penalty: 5393.824219 Iteration 15Q: 3 clusters Score -6736804 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18694 members Mstep: Class 2 contains 34126 members Entering Unmasked Estep Score: -6737262.000000 Penalty: 5393.824219 Iteration 16Q: 3 clusters Score -6737262 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18344 members Mstep: Class 2 contains 34476 members Entering Unmasked Estep Score: -6737541.000000 Penalty: 5393.824219 Iteration 17Q: 3 clusters Score -6737541 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17990 members Mstep: Class 2 contains 34830 members Entering Unmasked Estep Score: -6737690.500000 Penalty: 5393.824219 Iteration 18Q: 3 clusters Score -6737690 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17672 members Mstep: Class 2 contains 35148 members Entering Unmasked Estep Score: -6737808.500000 Penalty: 5393.824219 Iteration 19Q: 3 clusters Score -6737808 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17354 members Mstep: Class 2 contains 35466 members Entering Unmasked Estep Score: -6737883.000000 Penalty: 5393.824219 Iteration 20F: 3 clusters Score -6737883 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17044 members Mstep: Class 2 contains 35776 members Entering Unmasked Estep Score: -6738003.000000 Penalty: 5393.824219 Iteration 21Q: 3 clusters Score -6738003 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16735 members Mstep: Class 2 contains 36085 members Entering Unmasked Estep Score: -6738085.000000 Penalty: 5393.824219 Iteration 22Q: 3 clusters Score -6738085 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16411 members Mstep: Class 2 contains 36409 members Entering Unmasked Estep Score: -6738171.000000 Penalty: 5393.824219 Iteration 23Q: 3 clusters Score -6738171 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16060 members Mstep: Class 2 contains 36760 members Entering Unmasked Estep Score: -6738233.000000 Penalty: 5393.824219 Iteration 24Q: 3 clusters Score -6738233 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15772 members Mstep: Class 2 contains 37048 members Entering Unmasked Estep Score: -6738280.000000 Penalty: 5393.824219 Iteration 25Q: 3 clusters Score -6738280 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15493 members Mstep: Class 2 contains 37327 members Entering Unmasked Estep Score: -6738374.500000 Penalty: 5393.824219 Iteration 26Q: 3 clusters Score -6738374 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15186 members Mstep: Class 2 contains 37634 members Entering Unmasked Estep Score: -6738404.500000 Penalty: 5393.824219 Iteration 27Q: 3 clusters Score -6738404 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14857 members Mstep: Class 2 contains 37963 members Entering Unmasked Estep Score: -6738451.500000 Penalty: 5393.824219 Iteration 28Q: 3 clusters Score -6738452 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14491 members Mstep: Class 2 contains 38329 members Entering Unmasked Estep Score: -6738511.500000 Penalty: 5393.824219 Iteration 29Q: 3 clusters Score -6738512 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14086 members Mstep: Class 2 contains 38734 members Entering Unmasked Estep Score: -6738572.000000 Penalty: 5393.824219 Iteration 30Q: 3 clusters Score -6738572 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13644 members Mstep: Class 2 contains 39176 members Entering Unmasked Estep Score: -6738648.500000 Penalty: 5393.824219 Iteration 31Q: 3 clusters Score -6738648 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13174 members Mstep: Class 2 contains 39646 members Entering Unmasked Estep Score: -6738798.000000 Penalty: 5393.824219 Iteration 32Q: 3 clusters Score -6738798 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12670 members Mstep: Class 2 contains 40150 members Entering Unmasked Estep Score: -6738924.000000 Penalty: 5393.824219 Iteration 33Q: 3 clusters Score -6738924 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12125 members Mstep: Class 2 contains 40695 members Entering Unmasked Estep Score: -6739017.500000 Penalty: 5393.824219 Iteration 34Q: 3 clusters Score -6739018 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11545 members Mstep: Class 2 contains 41275 members Entering Unmasked Estep Score: -6739198.500000 Penalty: 5393.824219 Iteration 35Q: 3 clusters Score -6739198 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10927 members Mstep: Class 2 contains 41893 members Entering Unmasked Estep Score: -6739356.000000 Penalty: 5393.824219 Iteration 36Q: 3 clusters Score -6739356 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10317 members Mstep: Class 2 contains 42503 members Entering Unmasked Estep Score: -6739529.500000 Penalty: 5393.824219 Iteration 37Q: 3 clusters Score -6739530 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9683 members Mstep: Class 2 contains 43137 members Entering Unmasked Estep Score: -6739724.500000 Penalty: 5393.824219 Iteration 38Q: 3 clusters Score -6739724 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9045 members Mstep: Class 2 contains 43775 members Entering Unmasked Estep Score: -6739937.000000 Penalty: 5393.824219 Iteration 39Q: 3 clusters Score -6739937 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8381 members Mstep: Class 2 contains 44439 members Entering Unmasked Estep Score: -6740167.000000 Penalty: 5393.824219 Iteration 40F: 3 clusters Score -6740167 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7723 members Mstep: Class 2 contains 45097 members Entering Unmasked Estep Score: -6740408.500000 Penalty: 5393.824219 Iteration 41Q: 3 clusters Score -6740408 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7065 members Mstep: Class 2 contains 45755 members Entering Unmasked Estep Score: -6740639.500000 Penalty: 5393.824219 Iteration 42Q: 3 clusters Score -6740640 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6366 members Mstep: Class 2 contains 46454 members Entering Unmasked Estep Score: -6740937.500000 Penalty: 5393.824219 Iteration 43Q: 3 clusters Score -6740938 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 47162 members Entering Unmasked Estep Score: -6741245.500000 Penalty: 5393.824219 Iteration 44Q: 3 clusters Score -6741246 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 47886 members Entering Unmasked Estep Score: -6741565.000000 Penalty: 5393.824219 Iteration 45Q: 3 clusters Score -6741565 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 48570 members Entering Unmasked Estep Score: -6741926.500000 Penalty: 5393.824219 Iteration 46Q: 3 clusters Score -6741926 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 49225 members Entering Unmasked Estep Score: -6742287.000000 Penalty: 5393.824219 Iteration 47Q: 3 clusters Score -6742287 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 49851 members Entering Unmasked Estep Score: -6742660.500000 Penalty: 5393.824219 Iteration 48Q: 3 clusters Score -6742660 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 50394 members Entering Unmasked Estep Score: -6742988.000000 Penalty: 5393.824219 Iteration 49Q: 3 clusters Score -6742988 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 50856 members Entering Unmasked Estep Score: -6743239.500000 Penalty: 5393.824219 Iteration 50Q: 3 clusters Score -6743240 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 51234 members Entering Unmasked Estep Score: -6743506.000000 Penalty: 5393.824219 Iteration 51Q: 3 clusters Score -6743506 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 51539 members Entering Unmasked Estep Score: -6743732.000000 Penalty: 5393.824219 Iteration 52Q: 3 clusters Score -6743732 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 51777 members Entering Unmasked Estep Score: -6743901.000000 Penalty: 5393.824219 Iteration 53Q: 3 clusters Score -6743901 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 51975 members Entering Unmasked Estep Score: -6744071.500000 Penalty: 5393.824219 Iteration 54Q: 3 clusters Score -6744072 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 52109 members Entering Unmasked Estep Score: -6744171.000000 Penalty: 5393.824219 Iteration 55Q: 3 clusters Score -6744171 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 52199 members Entering Unmasked Estep Score: -6744253.000000 Penalty: 5393.824219 Iteration 56Q: 3 clusters Score -6744253 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 52243 members Entering Unmasked Estep Score: -6744290.000000 Penalty: 5393.824219 Iteration 57Q: 3 clusters Score -6744290 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 52281 members Entering Unmasked Estep Score: -6744326.000000 Penalty: 5393.824219 Iteration 58Q: 3 clusters Score -6744326 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 52303 members Entering Unmasked Estep Score: -6744334.500000 Penalty: 5393.824219 Iteration 59Q: 3 clusters Score -6744334 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 52315 members Entering Unmasked Estep Score: -6744350.500000 Penalty: 5393.824219 Iteration 60F: 3 clusters Score -6744350 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 52323 members Entering Unmasked Estep Score: -6744362.500000 Penalty: 5393.824219 Iteration 61Q: 3 clusters Score -6744362 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 52330 members Entering Unmasked Estep Score: -6744359.000000 Penalty: 5393.824219 Iteration 62Q: 3 clusters Score -6744359 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 52344 members Entering Unmasked Estep Score: -6744368.500000 Penalty: 5393.824219 Iteration 63Q: 3 clusters Score -6744368 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 52349 members Entering Unmasked Estep Score: -6744374.000000 Penalty: 5393.824219 Iteration 64Q: 3 clusters Score -6744374 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 52353 members Entering Unmasked Estep Score: -6744374.500000 Penalty: 5393.824219 Iteration 65Q: 3 clusters Score -6744374 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 52360 members Entering Unmasked Estep Score: -6744383.000000 Penalty: 5393.824219 Iteration 66Q: 3 clusters Score -6744383 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 52366 members Entering Unmasked Estep Score: -6744390.500000 Penalty: 5393.824219 Iteration 67Q: 3 clusters Score -6744390 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 52370 members Entering Unmasked Estep Score: -6744389.500000 Penalty: 5393.824219 Iteration 68Q: 3 clusters Score -6744390 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 52373 members Entering Unmasked Estep Score: -6744394.000000 Penalty: 5393.824219 Iteration 69Q: 3 clusters Score -6744394 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 52376 members Entering Unmasked Estep Score: -6744396.000000 Penalty: 5393.824219 Iteration 70Q: 3 clusters Score -6744396 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 52378 members Entering Unmasked Estep Score: -6744398.500000 Penalty: 5393.824219 Iteration 71Q: 3 clusters Score -6744398 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 52380 members Entering Unmasked Estep Score: -6744406.500000 Penalty: 5393.824219 Iteration 72Q: 3 clusters Score -6744406 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 52382 members Entering Unmasked Estep Score: -6744403.000000 Penalty: 5393.824219 Iteration 73Q: 3 clusters Score -6744403 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 52384 members Entering Unmasked Estep Score: -6744408.000000 Penalty: 5393.824219 Iteration 74Q: 3 clusters Score -6744408 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 52384 members Entering Unmasked Estep Score: -6744408.000000 Penalty: 5393.824219 Iteration 75F: 3 clusters Score -6744408 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2739 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Entering Unmasked Estep Score: -325667.750000 Penalty: 1963.006348 Iteration 0F: 2 clusters Score -325667.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -322573.031250 Penalty: 3926.012695 Iteration 0F: 3 clusters Score -322573 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -323215.593750 Penalty: 3926.012695 Iteration 1F: 3 clusters Score -323215.6 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -323418.375000 Penalty: 3926.012695 Iteration 2F: 3 clusters Score -323418.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -323562.218750 Penalty: 3926.012695 Iteration 3F: 3 clusters Score -323562.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -323691.562500 Penalty: 3926.012695 Iteration 4Q: 3 clusters Score -323691.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -323825.156250 Penalty: 3926.012695 Iteration 5Q: 3 clusters Score -323825.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -323958.250000 Penalty: 3926.012695 Iteration 6Q: 3 clusters Score -323958.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -324084.843750 Penalty: 3926.012695 Iteration 7Q: 3 clusters Score -324084.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -324184.562500 Penalty: 3926.012695 Iteration 8Q: 3 clusters Score -324184.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -324266.937500 Penalty: 3926.012695 Iteration 9Q: 3 clusters Score -324266.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -324317.093750 Penalty: 3926.012695 Iteration 10Q: 3 clusters Score -324317.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -324355.750000 Penalty: 3926.012695 Iteration 11Q: 3 clusters Score -324355.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -324393.125000 Penalty: 3926.012695 Iteration 12Q: 3 clusters Score -324393.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -324418.531250 Penalty: 3926.012695 Iteration 13Q: 3 clusters Score -324418.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -324438.187500 Penalty: 3926.012695 Iteration 14Q: 3 clusters Score -324438.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -324449.625000 Penalty: 3926.012695 Iteration 15Q: 3 clusters Score -324449.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -324458.031250 Penalty: 3926.012695 Iteration 16Q: 3 clusters Score -324458 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -324463.125000 Penalty: 3926.012695 Iteration 17Q: 3 clusters Score -324463.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -324464.406250 Penalty: 3926.012695 Iteration 18Q: 3 clusters Score -324464.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -324466.062500 Penalty: 3926.012695 Iteration 19Q: 3 clusters Score -324466.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -324466.687500 Penalty: 3926.012695 Iteration 20F: 3 clusters Score -324466.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (15360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15360 members Entering Unmasked Estep Score: -1960096.750000 Penalty: 2390.601318 Iteration 0F: 2 clusters Score -1960097 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7640 members Mstep: Class 2 contains 7720 members Entering Unmasked Estep Score: -1949008.625000 Penalty: 4781.202637 Iteration 0F: 3 clusters Score -1949009 nChanged 6669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7313 members Mstep: Class 2 contains 8047 members Entering Unmasked Estep Score: -1952563.375000 Penalty: 4781.202637 Iteration 1F: 3 clusters Score -1952563 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7228 members Mstep: Class 2 contains 8132 members Entering Unmasked Estep Score: -1953014.250000 Penalty: 4781.202637 Iteration 2F: 3 clusters Score -1953014 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7148 members Mstep: Class 2 contains 8212 members Entering Unmasked Estep Score: -1953415.750000 Penalty: 4781.202637 Iteration 3F: 3 clusters Score -1953416 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7067 members Mstep: Class 2 contains 8293 members Entering Unmasked Estep Score: -1953812.000000 Penalty: 4781.202637 Iteration 4F: 3 clusters Score -1953812 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6961 members Mstep: Class 2 contains 8399 members Entering Unmasked Estep Score: -1954218.250000 Penalty: 4781.202637 Iteration 5Q: 3 clusters Score -1954218 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6820 members Mstep: Class 2 contains 8540 members Entering Unmasked Estep Score: -1954622.375000 Penalty: 4781.202637 Iteration 6Q: 3 clusters Score -1954622 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6726 members Mstep: Class 2 contains 8634 members Entering Unmasked Estep Score: -1955023.625000 Penalty: 4781.202637 Iteration 7Q: 3 clusters Score -1955024 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6699 members Mstep: Class 2 contains 8661 members Entering Unmasked Estep Score: -1955417.875000 Penalty: 4781.202637 Iteration 8Q: 3 clusters Score -1955418 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 8629 members Entering Unmasked Estep Score: -1955817.375000 Penalty: 4781.202637 Iteration 9Q: 3 clusters Score -1955817 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6831 members Mstep: Class 2 contains 8529 members Entering Unmasked Estep Score: -1956320.000000 Penalty: 4781.202637 Iteration 10Q: 3 clusters Score -1956320 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6951 members Mstep: Class 2 contains 8409 members Entering Unmasked Estep Score: -1956902.875000 Penalty: 4781.202637 Iteration 11Q: 3 clusters Score -1956903 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7032 members Mstep: Class 2 contains 8328 members Entering Unmasked Estep Score: -1957556.875000 Penalty: 4781.202637 Iteration 12Q: 3 clusters Score -1957557 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7034 members Mstep: Class 2 contains 8326 members Entering Unmasked Estep Score: -1958285.000000 Penalty: 4781.202637 Iteration 13Q: 3 clusters Score -1958285 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6959 members Mstep: Class 2 contains 8401 members Entering Unmasked Estep Score: -1958870.750000 Penalty: 4781.202637 Iteration 14Q: 3 clusters Score -1958871 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6789 members Mstep: Class 2 contains 8571 members Entering Unmasked Estep Score: -1959357.875000 Penalty: 4781.202637 Iteration 15Q: 3 clusters Score -1959358 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6564 members Mstep: Class 2 contains 8796 members Entering Unmasked Estep Score: -1959795.375000 Penalty: 4781.202637 Iteration 16Q: 3 clusters Score -1959795 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6333 members Mstep: Class 2 contains 9027 members Entering Unmasked Estep Score: -1960122.750000 Penalty: 4781.202637 Iteration 17Q: 3 clusters Score -1960123 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6117 members Mstep: Class 2 contains 9243 members Entering Unmasked Estep Score: -1960342.875000 Penalty: 4781.202637 Iteration 18Q: 3 clusters Score -1960343 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5957 members Mstep: Class 2 contains 9403 members Entering Unmasked Estep Score: -1960449.125000 Penalty: 4781.202637 Iteration 19Q: 3 clusters Score -1960449 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 9517 members Entering Unmasked Estep Score: -1960493.875000 Penalty: 4781.202637 Iteration 20F: 3 clusters Score -1960494 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5767 members Mstep: Class 2 contains 9593 members Entering Unmasked Estep Score: -1960514.750000 Penalty: 4781.202637 Iteration 21Q: 3 clusters Score -1960515 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5715 members Mstep: Class 2 contains 9645 members Entering Unmasked Estep Score: -1960528.500000 Penalty: 4781.202637 Iteration 22Q: 3 clusters Score -1960528 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5686 members Mstep: Class 2 contains 9674 members Entering Unmasked Estep Score: -1960531.375000 Penalty: 4781.202637 Iteration 23Q: 3 clusters Score -1960531 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5669 members Mstep: Class 2 contains 9691 members Entering Unmasked Estep Score: -1960536.125000 Penalty: 4781.202637 Iteration 24Q: 3 clusters Score -1960536 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5654 members Mstep: Class 2 contains 9706 members Entering Unmasked Estep Score: -1960533.875000 Penalty: 4781.202637 Iteration 25Q: 3 clusters Score -1960534 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Mstep: Class 2 contains 9717 members Entering Unmasked Estep Score: -1960531.000000 Penalty: 4781.202637 Iteration 26Q: 3 clusters Score -1960531 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5639 members Mstep: Class 2 contains 9721 members Entering Unmasked Estep Score: -1960532.250000 Penalty: 4781.202637 Iteration 27Q: 3 clusters Score -1960532 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 9726 members Entering Unmasked Estep Score: -1960534.375000 Penalty: 4781.202637 Iteration 28Q: 3 clusters Score -1960534 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5628 members Mstep: Class 2 contains 9732 members Entering Unmasked Estep Score: -1960538.625000 Penalty: 4781.202637 Iteration 29Q: 3 clusters Score -1960539 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 9743 members Entering Unmasked Estep Score: -1960542.625000 Penalty: 4781.202637 Iteration 30Q: 3 clusters Score -1960543 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5605 members Mstep: Class 2 contains 9755 members Entering Unmasked Estep Score: -1960543.000000 Penalty: 4781.202637 Iteration 31Q: 3 clusters Score -1960543 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5592 members Mstep: Class 2 contains 9768 members Entering Unmasked Estep Score: -1960541.875000 Penalty: 4781.202637 Iteration 32Q: 3 clusters Score -1960542 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5578 members Mstep: Class 2 contains 9782 members Entering Unmasked Estep Score: -1960545.125000 Penalty: 4781.202637 Iteration 33Q: 3 clusters Score -1960545 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 9796 members Entering Unmasked Estep Score: -1960549.750000 Penalty: 4781.202637 Iteration 34Q: 3 clusters Score -1960550 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5553 members Mstep: Class 2 contains 9807 members Entering Unmasked Estep Score: -1960545.875000 Penalty: 4781.202637 Iteration 35Q: 3 clusters Score -1960546 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5542 members Mstep: Class 2 contains 9818 members Entering Unmasked Estep Score: -1960549.875000 Penalty: 4781.202637 Iteration 36Q: 3 clusters Score -1960550 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5533 members Mstep: Class 2 contains 9827 members Entering Unmasked Estep Score: -1960552.750000 Penalty: 4781.202637 Iteration 37Q: 3 clusters Score -1960553 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5531 members Mstep: Class 2 contains 9829 members Entering Unmasked Estep Score: -1960549.250000 Penalty: 4781.202637 Iteration 38Q: 3 clusters Score -1960549 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5530 members Mstep: Class 2 contains 9830 members Entering Unmasked Estep Score: -1960550.000000 Penalty: 4781.202637 Iteration 39Q: 3 clusters Score -1960550 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5530 members Mstep: Class 2 contains 9830 members Entering Unmasked Estep Score: -1960550.000000 Penalty: 4781.202637 Iteration 40F: 3 clusters Score -1960550 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52820 members Mstep: Class 2 contains 2739 members Mstep: Class 3 contains 5530 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243823 members Mstep: Class 7 contains 64686 members Mstep: Class 8 contains 6434 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1657 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9730 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 659 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26864 members Mstep: Class 22 contains 202 members Mstep: Class 23 contains 9830 members Entering Unmasked Estep Score: -55444284.000000 Penalty: 74233.218750 Splitting cluster 3 changes total score from -55444552.000000 to -55444284.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (2325 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Entering Unmasked Estep Score: -271528.750000 Penalty: 1922.365845 Iteration 0F: 2 clusters Score -271528.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -268764.812500 Penalty: 3844.731689 Iteration 0F: 3 clusters Score -268764.8 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -269357.156250 Penalty: 3844.731689 Iteration 1F: 3 clusters Score -269357.2 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -269577.750000 Penalty: 3844.731689 Iteration 2F: 3 clusters Score -269577.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -269715.781250 Penalty: 3844.731689 Iteration 3F: 3 clusters Score -269715.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -269805.187500 Penalty: 3844.731689 Iteration 4Q: 3 clusters Score -269805.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -269878.500000 Penalty: 3844.731689 Iteration 5Q: 3 clusters Score -269878.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -269936.625000 Penalty: 3844.731689 Iteration 6Q: 3 clusters Score -269936.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -270004.125000 Penalty: 3844.731689 Iteration 7Q: 3 clusters Score -270004.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -270071.562500 Penalty: 3844.731689 Iteration 8Q: 3 clusters Score -270071.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -270140.375000 Penalty: 3844.731689 Iteration 9Q: 3 clusters Score -270140.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -270199.031250 Penalty: 3844.731689 Iteration 10Q: 3 clusters Score -270199 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -270239.187500 Penalty: 3844.731689 Iteration 11Q: 3 clusters Score -270239.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -270266.250000 Penalty: 3844.731689 Iteration 12Q: 3 clusters Score -270266.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -270288.531250 Penalty: 3844.731689 Iteration 13Q: 3 clusters Score -270288.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -270313.843750 Penalty: 3844.731689 Iteration 14Q: 3 clusters Score -270313.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -270333.156250 Penalty: 3844.731689 Iteration 15Q: 3 clusters Score -270333.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -270347.687500 Penalty: 3844.731689 Iteration 16Q: 3 clusters Score -270347.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -270356.781250 Penalty: 3844.731689 Iteration 17Q: 3 clusters Score -270356.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -270363.562500 Penalty: 3844.731689 Iteration 18Q: 3 clusters Score -270363.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -270371.656250 Penalty: 3844.731689 Iteration 19Q: 3 clusters Score -270371.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -270382.687500 Penalty: 3844.731689 Iteration 20F: 3 clusters Score -270382.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -270392.468750 Penalty: 3844.731689 Iteration 21Q: 3 clusters Score -270392.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -270402.500000 Penalty: 3844.731689 Iteration 22Q: 3 clusters Score -270402.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -270412.812500 Penalty: 3844.731689 Iteration 23Q: 3 clusters Score -270412.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -270416.343750 Penalty: 3844.731689 Iteration 24Q: 3 clusters Score -270416.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -270420.593750 Penalty: 3844.731689 Iteration 25Q: 3 clusters Score -270420.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -270424.718750 Penalty: 3844.731689 Iteration 26Q: 3 clusters Score -270424.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -270427.062500 Penalty: 3844.731689 Iteration 27Q: 3 clusters Score -270427.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -270427.375000 Penalty: 3844.731689 Iteration 28Q: 3 clusters Score -270427.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -270427.375000 Penalty: 3844.731689 Iteration 29F: 3 clusters Score -270427.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Entering Unmasked Estep Score: -38387.675781 Penalty: 1452.767334 Iteration 0F: 2 clusters Score -38387.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -37040.226562 Penalty: 2905.534668 Iteration 0F: 3 clusters Score -37040.23 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -37187.117188 Penalty: 2905.534668 Iteration 1F: 3 clusters Score -37187.12 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -37228.007812 Penalty: 2905.534668 Iteration 2Q: 3 clusters Score -37228.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -37247.605469 Penalty: 2905.534668 Iteration 3Q: 3 clusters Score -37247.61 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -37284.738281 Penalty: 2905.534668 Iteration 4Q: 3 clusters Score -37284.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -37325.695312 Penalty: 2905.534668 Iteration 5Q: 3 clusters Score -37325.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -37363.671875 Penalty: 2905.534668 Iteration 6Q: 3 clusters Score -37363.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -37376.101562 Penalty: 2905.534668 Iteration 7Q: 3 clusters Score -37376.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -37376.101562 Penalty: 2905.534668 Iteration 8F: 3 clusters Score -37376.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (243823 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243823 members Entering Unmasked Estep Score: -30417688.000000 Penalty: 3076.240967 Iteration 0F: 2 clusters Score -3.041769e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122406 members Mstep: Class 2 contains 121417 members Entering Unmasked Estep Score: -30260708.000000 Penalty: 6152.481934 Iteration 0F: 3 clusters Score -3.026071e+07 nChanged 118010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130302 members Mstep: Class 2 contains 113521 members Entering Unmasked Estep Score: -30332136.000000 Penalty: 6152.481934 Iteration 1F: 3 clusters Score -3.033214e+07 nChanged 9056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135110 members Mstep: Class 2 contains 108713 members Entering Unmasked Estep Score: -30335726.000000 Penalty: 6152.481934 Iteration 2Q: 3 clusters Score -3.033573e+07 nChanged 10904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142076 members Mstep: Class 2 contains 101747 members Entering Unmasked Estep Score: -30340626.000000 Penalty: 6152.481934 Iteration 3Q: 3 clusters Score -3.034063e+07 nChanged 12946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151688 members Mstep: Class 2 contains 92135 members Entering Unmasked Estep Score: -30347930.000000 Penalty: 6152.481934 Iteration 4F: 3 clusters Score -3.034793e+07 nChanged 15070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164186 members Mstep: Class 2 contains 79637 members Entering Unmasked Estep Score: -30357190.000000 Penalty: 6152.481934 Iteration 5F: 3 clusters Score -3.035719e+07 nChanged 16180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178580 members Mstep: Class 2 contains 65243 members Entering Unmasked Estep Score: -30367608.000000 Penalty: 6152.481934 Iteration 6F: 3 clusters Score -3.036761e+07 nChanged 15940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193486 members Mstep: Class 2 contains 50337 members Entering Unmasked Estep Score: -30378138.000000 Penalty: 6152.481934 Iteration 7F: 3 clusters Score -3.037814e+07 nChanged 14259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207231 members Mstep: Class 2 contains 36592 members Entering Unmasked Estep Score: -30387476.000000 Penalty: 6152.481934 Iteration 8F: 3 clusters Score -3.038748e+07 nChanged 11537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218588 members Mstep: Class 2 contains 25235 members Entering Unmasked Estep Score: -30395494.000000 Penalty: 6152.481934 Iteration 9Q: 3 clusters Score -3.039549e+07 nChanged 9030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227594 members Mstep: Class 2 contains 16229 members Entering Unmasked Estep Score: -30402316.000000 Penalty: 6152.481934 Iteration 10Q: 3 clusters Score -3.040232e+07 nChanged 6435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234021 members Mstep: Class 2 contains 9802 members Entering Unmasked Estep Score: -30407274.000000 Penalty: 6152.481934 Iteration 11Q: 3 clusters Score -3.040727e+07 nChanged 4115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238130 members Mstep: Class 2 contains 5693 members Entering Unmasked Estep Score: -30410652.000000 Penalty: 6152.481934 Iteration 12Q: 3 clusters Score -3.041065e+07 nChanged 2420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240542 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -30412488.000000 Penalty: 6152.481934 Iteration 13Q: 3 clusters Score -3.041249e+07 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241844 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -30413528.000000 Penalty: 6152.481934 Iteration 14Q: 3 clusters Score -3.041353e+07 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242468 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -30414122.000000 Penalty: 6152.481934 Iteration 15Q: 3 clusters Score -3.041412e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242795 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -30414370.000000 Penalty: 6152.481934 Iteration 16Q: 3 clusters Score -3.041437e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242978 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -30414548.000000 Penalty: 6152.481934 Iteration 17Q: 3 clusters Score -3.041455e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243083 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -30414628.000000 Penalty: 6152.481934 Iteration 18Q: 3 clusters Score -3.041463e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243164 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -30414678.000000 Penalty: 6152.481934 Iteration 19Q: 3 clusters Score -3.041468e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243210 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -30414728.000000 Penalty: 6152.481934 Iteration 20F: 3 clusters Score -3.041473e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243246 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -30414784.000000 Penalty: 6152.481934 Iteration 21Q: 3 clusters Score -3.041478e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243278 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -30414822.000000 Penalty: 6152.481934 Iteration 22Q: 3 clusters Score -3.041482e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243297 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -30414842.000000 Penalty: 6152.481934 Iteration 23Q: 3 clusters Score -3.041484e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243310 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -30414846.000000 Penalty: 6152.481934 Iteration 24Q: 3 clusters Score -3.041485e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243317 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -30414854.000000 Penalty: 6152.481934 Iteration 25Q: 3 clusters Score -3.041485e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243319 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -30414876.000000 Penalty: 6152.481934 Iteration 26Q: 3 clusters Score -3.041488e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243322 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -30414858.000000 Penalty: 6152.481934 Iteration 27Q: 3 clusters Score -3.041486e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243326 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -30414854.000000 Penalty: 6152.481934 Iteration 28Q: 3 clusters Score -3.041485e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243329 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -30414866.000000 Penalty: 6152.481934 Iteration 29Q: 3 clusters Score -3.041487e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243329 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -30414874.000000 Penalty: 6152.481934 Iteration 30Q: 3 clusters Score -3.041487e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243330 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -30414874.000000 Penalty: 6152.481934 Iteration 31Q: 3 clusters Score -3.041487e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243330 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -30414874.000000 Penalty: 6152.481934 Iteration 32F: 3 clusters Score -3.041487e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (64686 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64686 members Entering Unmasked Estep Score: -8137723.500000 Penalty: 2747.170410 Iteration 0F: 2 clusters Score -8137724 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32229 members Mstep: Class 2 contains 32457 members Entering Unmasked Estep Score: -8094385.500000 Penalty: 5494.340820 Iteration 0F: 3 clusters Score -8094386 nChanged 30087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31452 members Mstep: Class 2 contains 33234 members Entering Unmasked Estep Score: -8111615.500000 Penalty: 5494.340820 Iteration 1F: 3 clusters Score -8111616 nChanged 2758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31152 members Mstep: Class 2 contains 33534 members Entering Unmasked Estep Score: -8112687.000000 Penalty: 5494.340820 Iteration 2Q: 3 clusters Score -8112687 nChanged 2945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30737 members Mstep: Class 2 contains 33949 members Entering Unmasked Estep Score: -8113867.000000 Penalty: 5494.340820 Iteration 3Q: 3 clusters Score -8113867 nChanged 2876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30301 members Mstep: Class 2 contains 34385 members Entering Unmasked Estep Score: -8115010.000000 Penalty: 5494.340820 Iteration 4Q: 3 clusters Score -8115010 nChanged 2839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29830 members Mstep: Class 2 contains 34856 members Entering Unmasked Estep Score: -8116124.000000 Penalty: 5494.340820 Iteration 5Q: 3 clusters Score -8116124 nChanged 2778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29372 members Mstep: Class 2 contains 35314 members Entering Unmasked Estep Score: -8117201.500000 Penalty: 5494.340820 Iteration 6Q: 3 clusters Score -8117202 nChanged 2622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28854 members Mstep: Class 2 contains 35832 members Entering Unmasked Estep Score: -8118237.500000 Penalty: 5494.340820 Iteration 7Q: 3 clusters Score -8118238 nChanged 2670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28276 members Mstep: Class 2 contains 36410 members Entering Unmasked Estep Score: -8119237.000000 Penalty: 5494.340820 Iteration 8Q: 3 clusters Score -8119237 nChanged 2597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27635 members Mstep: Class 2 contains 37051 members Entering Unmasked Estep Score: -8120360.000000 Penalty: 5494.340820 Iteration 9Q: 3 clusters Score -8120360 nChanged 2601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27012 members Mstep: Class 2 contains 37674 members Entering Unmasked Estep Score: -8121520.500000 Penalty: 5494.340820 Iteration 10Q: 3 clusters Score -8121520 nChanged 2475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26421 members Mstep: Class 2 contains 38265 members Entering Unmasked Estep Score: -8122570.500000 Penalty: 5494.340820 Iteration 11Q: 3 clusters Score -8122570 nChanged 2369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25836 members Mstep: Class 2 contains 38850 members Entering Unmasked Estep Score: -8123617.500000 Penalty: 5494.340820 Iteration 12Q: 3 clusters Score -8123618 nChanged 2080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25314 members Mstep: Class 2 contains 39372 members Entering Unmasked Estep Score: -8124479.000000 Penalty: 5494.340820 Iteration 13Q: 3 clusters Score -8124479 nChanged 1761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24837 members Mstep: Class 2 contains 39849 members Entering Unmasked Estep Score: -8125016.000000 Penalty: 5494.340820 Iteration 14Q: 3 clusters Score -8125016 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24442 members Mstep: Class 2 contains 40244 members Entering Unmasked Estep Score: -8125398.000000 Penalty: 5494.340820 Iteration 15Q: 3 clusters Score -8125398 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24140 members Mstep: Class 2 contains 40546 members Entering Unmasked Estep Score: -8125621.000000 Penalty: 5494.340820 Iteration 16Q: 3 clusters Score -8125621 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23854 members Mstep: Class 2 contains 40832 members Entering Unmasked Estep Score: -8125796.500000 Penalty: 5494.340820 Iteration 17Q: 3 clusters Score -8125796 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23557 members Mstep: Class 2 contains 41129 members Entering Unmasked Estep Score: -8125902.000000 Penalty: 5494.340820 Iteration 18Q: 3 clusters Score -8125902 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23226 members Mstep: Class 2 contains 41460 members Entering Unmasked Estep Score: -8126024.000000 Penalty: 5494.340820 Iteration 19Q: 3 clusters Score -8126024 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22901 members Mstep: Class 2 contains 41785 members Entering Unmasked Estep Score: -8126139.000000 Penalty: 5494.340820 Iteration 20F: 3 clusters Score -8126139 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22545 members Mstep: Class 2 contains 42141 members Entering Unmasked Estep Score: -8126203.000000 Penalty: 5494.340820 Iteration 21Q: 3 clusters Score -8126203 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22158 members Mstep: Class 2 contains 42528 members Entering Unmasked Estep Score: -8126294.000000 Penalty: 5494.340820 Iteration 22Q: 3 clusters Score -8126294 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21734 members Mstep: Class 2 contains 42952 members Entering Unmasked Estep Score: -8126371.000000 Penalty: 5494.340820 Iteration 23Q: 3 clusters Score -8126371 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21268 members Mstep: Class 2 contains 43418 members Entering Unmasked Estep Score: -8126428.000000 Penalty: 5494.340820 Iteration 24Q: 3 clusters Score -8126428 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20749 members Mstep: Class 2 contains 43937 members Entering Unmasked Estep Score: -8126575.000000 Penalty: 5494.340820 Iteration 25Q: 3 clusters Score -8126575 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20192 members Mstep: Class 2 contains 44494 members Entering Unmasked Estep Score: -8126719.500000 Penalty: 5494.340820 Iteration 26Q: 3 clusters Score -8126720 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19574 members Mstep: Class 2 contains 45112 members Entering Unmasked Estep Score: -8126896.000000 Penalty: 5494.340820 Iteration 27Q: 3 clusters Score -8126896 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18922 members Mstep: Class 2 contains 45764 members Entering Unmasked Estep Score: -8127096.000000 Penalty: 5494.340820 Iteration 28Q: 3 clusters Score -8127096 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18225 members Mstep: Class 2 contains 46461 members Entering Unmasked Estep Score: -8127269.500000 Penalty: 5494.340820 Iteration 29Q: 3 clusters Score -8127270 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17457 members Mstep: Class 2 contains 47229 members Entering Unmasked Estep Score: -8127507.000000 Penalty: 5494.340820 Iteration 30Q: 3 clusters Score -8127507 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16647 members Mstep: Class 2 contains 48039 members Entering Unmasked Estep Score: -8127744.000000 Penalty: 5494.340820 Iteration 31Q: 3 clusters Score -8127744 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15821 members Mstep: Class 2 contains 48865 members Entering Unmasked Estep Score: -8128006.500000 Penalty: 5494.340820 Iteration 32Q: 3 clusters Score -8128006 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14916 members Mstep: Class 2 contains 49770 members Entering Unmasked Estep Score: -8128306.000000 Penalty: 5494.340820 Iteration 33Q: 3 clusters Score -8128306 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13930 members Mstep: Class 2 contains 50756 members Entering Unmasked Estep Score: -8128679.000000 Penalty: 5494.340820 Iteration 34Q: 3 clusters Score -8128679 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12874 members Mstep: Class 2 contains 51812 members Entering Unmasked Estep Score: -8129103.000000 Penalty: 5494.340820 Iteration 35Q: 3 clusters Score -8129103 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11780 members Mstep: Class 2 contains 52906 members Entering Unmasked Estep Score: -8129558.500000 Penalty: 5494.340820 Iteration 36Q: 3 clusters Score -8129558 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10612 members Mstep: Class 2 contains 54074 members Entering Unmasked Estep Score: -8130081.500000 Penalty: 5494.340820 Iteration 37Q: 3 clusters Score -8130082 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9436 members Mstep: Class 2 contains 55250 members Entering Unmasked Estep Score: -8130610.500000 Penalty: 5494.340820 Iteration 38Q: 3 clusters Score -8130610 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 56337 members Entering Unmasked Estep Score: -8131213.500000 Penalty: 5494.340820 Iteration 39Q: 3 clusters Score -8131214 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7300 members Mstep: Class 2 contains 57386 members Entering Unmasked Estep Score: -8131774.000000 Penalty: 5494.340820 Iteration 40F: 3 clusters Score -8131774 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6333 members Mstep: Class 2 contains 58353 members Entering Unmasked Estep Score: -8132298.500000 Penalty: 5494.340820 Iteration 41Q: 3 clusters Score -8132298 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5427 members Mstep: Class 2 contains 59259 members Entering Unmasked Estep Score: -8132906.000000 Penalty: 5494.340820 Iteration 42Q: 3 clusters Score -8132906 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 60093 members Entering Unmasked Estep Score: -8133421.000000 Penalty: 5494.340820 Iteration 43Q: 3 clusters Score -8133421 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 60807 members Entering Unmasked Estep Score: -8133926.000000 Penalty: 5494.340820 Iteration 44Q: 3 clusters Score -8133926 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 61410 members Entering Unmasked Estep Score: -8134438.000000 Penalty: 5494.340820 Iteration 45Q: 3 clusters Score -8134438 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 61907 members Entering Unmasked Estep Score: -8134871.000000 Penalty: 5494.340820 Iteration 46Q: 3 clusters Score -8134871 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 62233 members Entering Unmasked Estep Score: -8135232.000000 Penalty: 5494.340820 Iteration 47Q: 3 clusters Score -8135232 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 62438 members Entering Unmasked Estep Score: -8135495.000000 Penalty: 5494.340820 Iteration 48Q: 3 clusters Score -8135495 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 62549 members Entering Unmasked Estep Score: -8135677.000000 Penalty: 5494.340820 Iteration 49Q: 3 clusters Score -8135677 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 62617 members Entering Unmasked Estep Score: -8135816.500000 Penalty: 5494.340820 Iteration 50Q: 3 clusters Score -8135816 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 62646 members Entering Unmasked Estep Score: -8135926.500000 Penalty: 5494.340820 Iteration 51Q: 3 clusters Score -8135926 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 62646 members Entering Unmasked Estep Score: -8135986.500000 Penalty: 5494.340820 Iteration 52Q: 3 clusters Score -8135986 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 62642 members Entering Unmasked Estep Score: -8136013.500000 Penalty: 5494.340820 Iteration 53Q: 3 clusters Score -8136014 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 62645 members Entering Unmasked Estep Score: -8136035.500000 Penalty: 5494.340820 Iteration 54Q: 3 clusters Score -8136036 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 62649 members Entering Unmasked Estep Score: -8136061.000000 Penalty: 5494.340820 Iteration 55Q: 3 clusters Score -8136061 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 62647 members Entering Unmasked Estep Score: -8136072.500000 Penalty: 5494.340820 Iteration 56Q: 3 clusters Score -8136072 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 62660 members Entering Unmasked Estep Score: -8136079.000000 Penalty: 5494.340820 Iteration 57Q: 3 clusters Score -8136079 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 62663 members Entering Unmasked Estep Score: -8136086.000000 Penalty: 5494.340820 Iteration 58Q: 3 clusters Score -8136086 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 62666 members Entering Unmasked Estep Score: -8136097.500000 Penalty: 5494.340820 Iteration 59Q: 3 clusters Score -8136098 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 62668 members Entering Unmasked Estep Score: -8136138.000000 Penalty: 5494.340820 Iteration 60F: 3 clusters Score -8136138 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 62625 members Entering Unmasked Estep Score: -8136150.500000 Penalty: 5494.340820 Iteration 61Q: 3 clusters Score -8136150 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 62587 members Entering Unmasked Estep Score: -8136156.500000 Penalty: 5494.340820 Iteration 62Q: 3 clusters Score -8136156 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 62558 members Entering Unmasked Estep Score: -8136165.500000 Penalty: 5494.340820 Iteration 63Q: 3 clusters Score -8136166 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 62535 members Entering Unmasked Estep Score: -8136164.500000 Penalty: 5494.340820 Iteration 64Q: 3 clusters Score -8136164 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 62515 members Entering Unmasked Estep Score: -8136172.000000 Penalty: 5494.340820 Iteration 65Q: 3 clusters Score -8136172 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 62490 members Entering Unmasked Estep Score: -8136182.000000 Penalty: 5494.340820 Iteration 66Q: 3 clusters Score -8136182 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 62473 members Entering Unmasked Estep Score: -8136178.000000 Penalty: 5494.340820 Iteration 67Q: 3 clusters Score -8136178 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 62444 members Entering Unmasked Estep Score: -8136191.000000 Penalty: 5494.340820 Iteration 68Q: 3 clusters Score -8136191 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 62410 members Entering Unmasked Estep Score: -8136217.000000 Penalty: 5494.340820 Iteration 69Q: 3 clusters Score -8136217 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 62373 members Entering Unmasked Estep Score: -8136228.500000 Penalty: 5494.340820 Iteration 70Q: 3 clusters Score -8136228 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 62334 members Entering Unmasked Estep Score: -8136249.500000 Penalty: 5494.340820 Iteration 71Q: 3 clusters Score -8136250 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 62298 members Entering Unmasked Estep Score: -8136260.500000 Penalty: 5494.340820 Iteration 72Q: 3 clusters Score -8136260 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 62274 members Entering Unmasked Estep Score: -8136274.000000 Penalty: 5494.340820 Iteration 73Q: 3 clusters Score -8136274 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 62240 members Entering Unmasked Estep Score: -8136290.500000 Penalty: 5494.340820 Iteration 74Q: 3 clusters Score -8136290 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 62208 members Entering Unmasked Estep Score: -8136291.000000 Penalty: 5494.340820 Iteration 75Q: 3 clusters Score -8136291 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 62187 members Entering Unmasked Estep Score: -8136291.500000 Penalty: 5494.340820 Iteration 76Q: 3 clusters Score -8136292 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 62171 members Entering Unmasked Estep Score: -8136291.000000 Penalty: 5494.340820 Iteration 77Q: 3 clusters Score -8136291 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 62154 members Entering Unmasked Estep Score: -8136288.500000 Penalty: 5494.340820 Iteration 78Q: 3 clusters Score -8136288 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 62127 members Entering Unmasked Estep Score: -8136300.000000 Penalty: 5494.340820 Iteration 79Q: 3 clusters Score -8136300 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 62098 members Entering Unmasked Estep Score: -8136313.500000 Penalty: 5494.340820 Iteration 80F: 3 clusters Score -8136314 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 62068 members Entering Unmasked Estep Score: -8136337.000000 Penalty: 5494.340820 Iteration 81Q: 3 clusters Score -8136337 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 62041 members Entering Unmasked Estep Score: -8136338.000000 Penalty: 5494.340820 Iteration 82Q: 3 clusters Score -8136338 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 62021 members Entering Unmasked Estep Score: -8136335.000000 Penalty: 5494.340820 Iteration 83Q: 3 clusters Score -8136335 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 61993 members Entering Unmasked Estep Score: -8136337.500000 Penalty: 5494.340820 Iteration 84Q: 3 clusters Score -8136338 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 61975 members Entering Unmasked Estep Score: -8136340.000000 Penalty: 5494.340820 Iteration 85Q: 3 clusters Score -8136340 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 61952 members Entering Unmasked Estep Score: -8136334.500000 Penalty: 5494.340820 Iteration 86Q: 3 clusters Score -8136334 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 61931 members Entering Unmasked Estep Score: -8136330.500000 Penalty: 5494.340820 Iteration 87Q: 3 clusters Score -8136330 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 61913 members Entering Unmasked Estep Score: -8136339.500000 Penalty: 5494.340820 Iteration 88Q: 3 clusters Score -8136340 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 61901 members Entering Unmasked Estep Score: -8136334.000000 Penalty: 5494.340820 Iteration 89Q: 3 clusters Score -8136334 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 61891 members Entering Unmasked Estep Score: -8136325.500000 Penalty: 5494.340820 Iteration 90Q: 3 clusters Score -8136326 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 61878 members Entering Unmasked Estep Score: -8136329.000000 Penalty: 5494.340820 Iteration 91Q: 3 clusters Score -8136329 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 61866 members Entering Unmasked Estep Score: -8136340.500000 Penalty: 5494.340820 Iteration 92Q: 3 clusters Score -8136340 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 61850 members Entering Unmasked Estep Score: -8136347.500000 Penalty: 5494.340820 Iteration 93Q: 3 clusters Score -8136348 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 61832 members Entering Unmasked Estep Score: -8136344.000000 Penalty: 5494.340820 Iteration 94Q: 3 clusters Score -8136344 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 61819 members Entering Unmasked Estep Score: -8136345.000000 Penalty: 5494.340820 Iteration 95Q: 3 clusters Score -8136345 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 61807 members Entering Unmasked Estep Score: -8136347.000000 Penalty: 5494.340820 Iteration 96Q: 3 clusters Score -8136347 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 61800 members Entering Unmasked Estep Score: -8136350.000000 Penalty: 5494.340820 Iteration 97Q: 3 clusters Score -8136350 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 61793 members Entering Unmasked Estep Score: -8136358.000000 Penalty: 5494.340820 Iteration 98Q: 3 clusters Score -8136358 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 61783 members Entering Unmasked Estep Score: -8136363.500000 Penalty: 5494.340820 Iteration 99Q: 3 clusters Score -8136364 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 61777 members Entering Unmasked Estep Score: -8136364.000000 Penalty: 5494.340820 Iteration 100F: 3 clusters Score -8136364 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 61771 members Entering Unmasked Estep Score: -8136367.500000 Penalty: 5494.340820 Iteration 101Q: 3 clusters Score -8136368 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 61760 members Entering Unmasked Estep Score: -8136367.000000 Penalty: 5494.340820 Iteration 102Q: 3 clusters Score -8136367 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 61752 members Entering Unmasked Estep Score: -8136369.500000 Penalty: 5494.340820 Iteration 103Q: 3 clusters Score -8136370 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 61752 members Entering Unmasked Estep Score: -8136368.500000 Penalty: 5494.340820 Iteration 104Q: 3 clusters Score -8136368 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 61751 members Entering Unmasked Estep Score: -8136371.000000 Penalty: 5494.340820 Iteration 105Q: 3 clusters Score -8136371 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 61749 members Entering Unmasked Estep Score: -8136371.000000 Penalty: 5494.340820 Iteration 106Q: 3 clusters Score -8136371 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 61747 members Entering Unmasked Estep Score: -8136367.000000 Penalty: 5494.340820 Iteration 107Q: 3 clusters Score -8136367 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 61746 members Entering Unmasked Estep Score: -8136369.500000 Penalty: 5494.340820 Iteration 108Q: 3 clusters Score -8136370 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 61745 members Entering Unmasked Estep Score: -8136365.500000 Penalty: 5494.340820 Iteration 109Q: 3 clusters Score -8136366 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 61744 members Entering Unmasked Estep Score: -8136366.000000 Penalty: 5494.340820 Iteration 110Q: 3 clusters Score -8136366 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 61744 members Entering Unmasked Estep Score: -8136366.000000 Penalty: 5494.340820 Iteration 111F: 3 clusters Score -8136366 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (6434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6434 members Entering Unmasked Estep Score: -821023.062500 Penalty: 2174.799316 Iteration 0F: 2 clusters Score -821023.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -815638.687500 Penalty: 4349.598633 Iteration 0F: 3 clusters Score -815638.7 nChanged 2502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -817071.625000 Penalty: 4349.598633 Iteration 1F: 3 clusters Score -817071.6 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -817400.312500 Penalty: 4349.598633 Iteration 2F: 3 clusters Score -817400.3 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -817675.625000 Penalty: 4349.598633 Iteration 3F: 3 clusters Score -817675.6 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -817913.000000 Penalty: 4349.598633 Iteration 4F: 3 clusters Score -817913 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 4234 members Entering Unmasked Estep Score: -818104.500000 Penalty: 4349.598633 Iteration 5Q: 3 clusters Score -818104.5 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -818263.312500 Penalty: 4349.598633 Iteration 6Q: 3 clusters Score -818263.3 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -818412.312500 Penalty: 4349.598633 Iteration 7Q: 3 clusters Score -818412.3 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 4750 members Entering Unmasked Estep Score: -818545.562500 Penalty: 4349.598633 Iteration 8Q: 3 clusters Score -818545.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 4874 members Entering Unmasked Estep Score: -818636.312500 Penalty: 4349.598633 Iteration 9Q: 3 clusters Score -818636.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -818703.437500 Penalty: 4349.598633 Iteration 10Q: 3 clusters Score -818703.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 5091 members Entering Unmasked Estep Score: -818766.000000 Penalty: 4349.598633 Iteration 11Q: 3 clusters Score -818766 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 5195 members Entering Unmasked Estep Score: -818827.125000 Penalty: 4349.598633 Iteration 12Q: 3 clusters Score -818827.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 5292 members Entering Unmasked Estep Score: -818882.562500 Penalty: 4349.598633 Iteration 13Q: 3 clusters Score -818882.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 5367 members Entering Unmasked Estep Score: -818933.750000 Penalty: 4349.598633 Iteration 14Q: 3 clusters Score -818933.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -818979.062500 Penalty: 4349.598633 Iteration 15Q: 3 clusters Score -818979.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 5491 members Entering Unmasked Estep Score: -819021.000000 Penalty: 4349.598633 Iteration 16Q: 3 clusters Score -819021 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 5550 members Entering Unmasked Estep Score: -819057.875000 Penalty: 4349.598633 Iteration 17Q: 3 clusters Score -819057.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 5597 members Entering Unmasked Estep Score: -819086.250000 Penalty: 4349.598633 Iteration 18Q: 3 clusters Score -819086.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -819102.000000 Penalty: 4349.598633 Iteration 19Q: 3 clusters Score -819102 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 5649 members Entering Unmasked Estep Score: -819120.562500 Penalty: 4349.598633 Iteration 20F: 3 clusters Score -819120.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 5684 members Entering Unmasked Estep Score: -819144.375000 Penalty: 4349.598633 Iteration 21Q: 3 clusters Score -819144.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 5724 members Entering Unmasked Estep Score: -819170.062500 Penalty: 4349.598633 Iteration 22Q: 3 clusters Score -819170.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -819188.625000 Penalty: 4349.598633 Iteration 23Q: 3 clusters Score -819188.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 5764 members Entering Unmasked Estep Score: -819199.312500 Penalty: 4349.598633 Iteration 24Q: 3 clusters Score -819199.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 5783 members Entering Unmasked Estep Score: -819213.125000 Penalty: 4349.598633 Iteration 25Q: 3 clusters Score -819213.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 5798 members Entering Unmasked Estep Score: -819221.500000 Penalty: 4349.598633 Iteration 26Q: 3 clusters Score -819221.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 5810 members Entering Unmasked Estep Score: -819231.187500 Penalty: 4349.598633 Iteration 27Q: 3 clusters Score -819231.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 5818 members Entering Unmasked Estep Score: -819234.000000 Penalty: 4349.598633 Iteration 28Q: 3 clusters Score -819234 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 5829 members Entering Unmasked Estep Score: -819241.625000 Penalty: 4349.598633 Iteration 29Q: 3 clusters Score -819241.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -819251.375000 Penalty: 4349.598633 Iteration 30Q: 3 clusters Score -819251.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 5842 members Entering Unmasked Estep Score: -819254.312500 Penalty: 4349.598633 Iteration 31Q: 3 clusters Score -819254.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 5844 members Entering Unmasked Estep Score: -819254.562500 Penalty: 4349.598633 Iteration 32Q: 3 clusters Score -819254.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 5846 members Entering Unmasked Estep Score: -819254.937500 Penalty: 4349.598633 Iteration 33Q: 3 clusters Score -819254.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 5847 members Entering Unmasked Estep Score: -819256.500000 Penalty: 4349.598633 Iteration 34Q: 3 clusters Score -819256.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 5850 members Entering Unmasked Estep Score: -819258.500000 Penalty: 4349.598633 Iteration 35Q: 3 clusters Score -819258.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -819262.187500 Penalty: 4349.598633 Iteration 36Q: 3 clusters Score -819262.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 5857 members Entering Unmasked Estep Score: -819263.250000 Penalty: 4349.598633 Iteration 37Q: 3 clusters Score -819263.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -819264.500000 Penalty: 4349.598633 Iteration 38Q: 3 clusters Score -819264.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 5860 members Entering Unmasked Estep Score: -819264.375000 Penalty: 4349.598633 Iteration 39Q: 3 clusters Score -819264.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 5862 members Entering Unmasked Estep Score: -819266.000000 Penalty: 4349.598633 Iteration 40F: 3 clusters Score -819266 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 5862 members Entering Unmasked Estep Score: -819268.187500 Penalty: 4349.598633 Iteration 41Q: 3 clusters Score -819268.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -819270.312500 Penalty: 4349.598633 Iteration 42Q: 3 clusters Score -819270.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 5864 members Entering Unmasked Estep Score: -819270.812500 Penalty: 4349.598633 Iteration 43Q: 3 clusters Score -819270.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 5864 members Entering Unmasked Estep Score: -819270.812500 Penalty: 4349.598633 Iteration 44F: 3 clusters Score -819270.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Entering Unmasked Estep Score: -71860.828125 Penalty: 1583.946045 Iteration 0F: 2 clusters Score -71860.83 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 309 members Entering Unmasked Estep Score: -70224.179688 Penalty: 3167.892090 Iteration 0F: 3 clusters Score -70224.18 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -70388.500000 Penalty: 3167.892090 Iteration 1F: 3 clusters Score -70388.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -70435.007812 Penalty: 3167.892090 Iteration 2Q: 3 clusters Score -70435.01 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -70456.429688 Penalty: 3167.892090 Iteration 3Q: 3 clusters Score -70456.43 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -70476.335938 Penalty: 3167.892090 Iteration 4Q: 3 clusters Score -70476.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -70488.320312 Penalty: 3167.892090 Iteration 5Q: 3 clusters Score -70488.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -70497.992188 Penalty: 3167.892090 Iteration 6Q: 3 clusters Score -70497.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -70499.406250 Penalty: 3167.892090 Iteration 7Q: 3 clusters Score -70499.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -70499.406250 Penalty: 3167.892090 Iteration 8F: 3 clusters Score -70499.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1657 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Entering Unmasked Estep Score: -198882.453125 Penalty: 1838.365479 Iteration 0F: 2 clusters Score -198882.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -196516.062500 Penalty: 3676.730957 Iteration 0F: 3 clusters Score -196516.1 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -196948.890625 Penalty: 3676.730957 Iteration 1F: 3 clusters Score -196948.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -197100.734375 Penalty: 3676.730957 Iteration 2F: 3 clusters Score -197100.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -197172.546875 Penalty: 3676.730957 Iteration 3Q: 3 clusters Score -197172.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -197207.937500 Penalty: 3676.730957 Iteration 4Q: 3 clusters Score -197207.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -197233.796875 Penalty: 3676.730957 Iteration 5Q: 3 clusters Score -197233.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -197256.078125 Penalty: 3676.730957 Iteration 6Q: 3 clusters Score -197256.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -197278.921875 Penalty: 3676.730957 Iteration 7Q: 3 clusters Score -197278.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -197301.156250 Penalty: 3676.730957 Iteration 8Q: 3 clusters Score -197301.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -197318.125000 Penalty: 3676.730957 Iteration 9Q: 3 clusters Score -197318.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -197325.203125 Penalty: 3676.730957 Iteration 10Q: 3 clusters Score -197325.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -197333.781250 Penalty: 3676.730957 Iteration 11Q: 3 clusters Score -197333.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -197341.109375 Penalty: 3676.730957 Iteration 12Q: 3 clusters Score -197341.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -197352.718750 Penalty: 3676.730957 Iteration 13Q: 3 clusters Score -197352.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -197362.640625 Penalty: 3676.730957 Iteration 14Q: 3 clusters Score -197362.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -197375.625000 Penalty: 3676.730957 Iteration 15Q: 3 clusters Score -197375.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -197389.750000 Penalty: 3676.730957 Iteration 16Q: 3 clusters Score -197389.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -197397.046875 Penalty: 3676.730957 Iteration 17Q: 3 clusters Score -197397 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -197404.828125 Penalty: 3676.730957 Iteration 18Q: 3 clusters Score -197404.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -197411.531250 Penalty: 3676.730957 Iteration 19Q: 3 clusters Score -197411.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -197421.343750 Penalty: 3676.730957 Iteration 20F: 3 clusters Score -197421.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -197427.625000 Penalty: 3676.730957 Iteration 21Q: 3 clusters Score -197427.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -197430.859375 Penalty: 3676.730957 Iteration 22Q: 3 clusters Score -197430.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -197437.218750 Penalty: 3676.730957 Iteration 23Q: 3 clusters Score -197437.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -197444.750000 Penalty: 3676.730957 Iteration 24Q: 3 clusters Score -197444.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -197448.500000 Penalty: 3676.730957 Iteration 25Q: 3 clusters Score -197448.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -197452.218750 Penalty: 3676.730957 Iteration 26Q: 3 clusters Score -197452.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -197454.609375 Penalty: 3676.730957 Iteration 27Q: 3 clusters Score -197454.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -197459.421875 Penalty: 3676.730957 Iteration 28Q: 3 clusters Score -197459.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -197463.203125 Penalty: 3676.730957 Iteration 29Q: 3 clusters Score -197463.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -197467.406250 Penalty: 3676.730957 Iteration 30Q: 3 clusters Score -197467.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -197472.359375 Penalty: 3676.730957 Iteration 31Q: 3 clusters Score -197472.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -197475.203125 Penalty: 3676.730957 Iteration 32Q: 3 clusters Score -197475.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -197478.703125 Penalty: 3676.730957 Iteration 33Q: 3 clusters Score -197478.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -197480.953125 Penalty: 3676.730957 Iteration 34Q: 3 clusters Score -197481 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -197484.093750 Penalty: 3676.730957 Iteration 35Q: 3 clusters Score -197484.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -197484.328125 Penalty: 3676.730957 Iteration 36Q: 3 clusters Score -197484.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -197484.812500 Penalty: 3676.730957 Iteration 37Q: 3 clusters Score -197484.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -197487.109375 Penalty: 3676.730957 Iteration 38Q: 3 clusters Score -197487.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -197488.156250 Penalty: 3676.730957 Iteration 39Q: 3 clusters Score -197488.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -197488.156250 Penalty: 3676.730957 Iteration 40F: 3 clusters Score -197488.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (341 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Entering Unmasked Estep Score: -31833.294922 Penalty: 1446.306885 Iteration 0F: 2 clusters Score -31833.29 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 157 members Entering Unmasked Estep Score: -30578.083984 Penalty: 2892.613770 Iteration 0F: 3 clusters Score -30578.08 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -30853.287109 Penalty: 2892.613770 Iteration 1F: 3 clusters Score -30853.29 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -30976.318359 Penalty: 2892.613770 Iteration 2F: 3 clusters Score -30976.32 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -31038.650391 Penalty: 2892.613770 Iteration 3Q: 3 clusters Score -31038.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -31042.271484 Penalty: 2892.613770 Iteration 4Q: 3 clusters Score -31042.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -31042.992188 Penalty: 2892.613770 Iteration 5Q: 3 clusters Score -31042.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -31044.189453 Penalty: 2892.613770 Iteration 6Q: 3 clusters Score -31044.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -31046.632812 Penalty: 2892.613770 Iteration 7Q: 3 clusters Score -31046.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -31052.593750 Penalty: 2892.613770 Iteration 8Q: 3 clusters Score -31052.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -31063.185547 Penalty: 2892.613770 Iteration 9Q: 3 clusters Score -31063.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -31067.814453 Penalty: 2892.613770 Iteration 10Q: 3 clusters Score -31067.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -31072.419922 Penalty: 2892.613770 Iteration 11Q: 3 clusters Score -31072.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -31077.953125 Penalty: 2892.613770 Iteration 12Q: 3 clusters Score -31077.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -31080.525391 Penalty: 2892.613770 Iteration 13Q: 3 clusters Score -31080.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -31080.525391 Penalty: 2892.613770 Iteration 14F: 3 clusters Score -31080.53 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5310 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5310 members Entering Unmasked Estep Score: -678096.312500 Penalty: 2127.182129 Iteration 0F: 2 clusters Score -678096.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -673339.250000 Penalty: 4254.364258 Iteration 0F: 3 clusters Score -673339.2 nChanged 2098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -674485.312500 Penalty: 4254.364258 Iteration 1F: 3 clusters Score -674485.3 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -674712.500000 Penalty: 4254.364258 Iteration 2F: 3 clusters Score -674712.5 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -674851.125000 Penalty: 4254.364258 Iteration 3F: 3 clusters Score -674851.1 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -674944.000000 Penalty: 4254.364258 Iteration 4Q: 3 clusters Score -674944 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -674993.937500 Penalty: 4254.364258 Iteration 5Q: 3 clusters Score -674993.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -675036.062500 Penalty: 4254.364258 Iteration 6Q: 3 clusters Score -675036.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -675065.625000 Penalty: 4254.364258 Iteration 7Q: 3 clusters Score -675065.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -675096.437500 Penalty: 4254.364258 Iteration 8Q: 3 clusters Score -675096.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -675118.875000 Penalty: 4254.364258 Iteration 9Q: 3 clusters Score -675118.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -675135.312500 Penalty: 4254.364258 Iteration 10Q: 3 clusters Score -675135.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -675160.312500 Penalty: 4254.364258 Iteration 11Q: 3 clusters Score -675160.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -675183.125000 Penalty: 4254.364258 Iteration 12Q: 3 clusters Score -675183.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -675204.250000 Penalty: 4254.364258 Iteration 13Q: 3 clusters Score -675204.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -675219.500000 Penalty: 4254.364258 Iteration 14Q: 3 clusters Score -675219.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -675233.750000 Penalty: 4254.364258 Iteration 15Q: 3 clusters Score -675233.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -675249.687500 Penalty: 4254.364258 Iteration 16Q: 3 clusters Score -675249.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -675261.562500 Penalty: 4254.364258 Iteration 17Q: 3 clusters Score -675261.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -675274.375000 Penalty: 4254.364258 Iteration 18Q: 3 clusters Score -675274.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -675283.437500 Penalty: 4254.364258 Iteration 19Q: 3 clusters Score -675283.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -675293.687500 Penalty: 4254.364258 Iteration 20F: 3 clusters Score -675293.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -675303.375000 Penalty: 4254.364258 Iteration 21Q: 3 clusters Score -675303.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -675319.312500 Penalty: 4254.364258 Iteration 22Q: 3 clusters Score -675319.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -675331.062500 Penalty: 4254.364258 Iteration 23Q: 3 clusters Score -675331.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -675341.187500 Penalty: 4254.364258 Iteration 24Q: 3 clusters Score -675341.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -675351.000000 Penalty: 4254.364258 Iteration 25Q: 3 clusters Score -675351 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -675363.000000 Penalty: 4254.364258 Iteration 26Q: 3 clusters Score -675363 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -675378.187500 Penalty: 4254.364258 Iteration 27Q: 3 clusters Score -675378.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -675394.375000 Penalty: 4254.364258 Iteration 28Q: 3 clusters Score -675394.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -675413.500000 Penalty: 4254.364258 Iteration 29Q: 3 clusters Score -675413.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -675431.312500 Penalty: 4254.364258 Iteration 30Q: 3 clusters Score -675431.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -675448.125000 Penalty: 4254.364258 Iteration 31Q: 3 clusters Score -675448.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -675469.125000 Penalty: 4254.364258 Iteration 32Q: 3 clusters Score -675469.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -675486.562500 Penalty: 4254.364258 Iteration 33Q: 3 clusters Score -675486.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -675497.625000 Penalty: 4254.364258 Iteration 34Q: 3 clusters Score -675497.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -675506.187500 Penalty: 4254.364258 Iteration 35Q: 3 clusters Score -675506.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -675518.937500 Penalty: 4254.364258 Iteration 36Q: 3 clusters Score -675518.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -675533.562500 Penalty: 4254.364258 Iteration 37Q: 3 clusters Score -675533.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -675546.437500 Penalty: 4254.364258 Iteration 38Q: 3 clusters Score -675546.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -675558.562500 Penalty: 4254.364258 Iteration 39Q: 3 clusters Score -675558.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -675575.562500 Penalty: 4254.364258 Iteration 40F: 3 clusters Score -675575.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -675594.187500 Penalty: 4254.364258 Iteration 41Q: 3 clusters Score -675594.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -675616.375000 Penalty: 4254.364258 Iteration 42Q: 3 clusters Score -675616.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -675632.625000 Penalty: 4254.364258 Iteration 43Q: 3 clusters Score -675632.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -675647.937500 Penalty: 4254.364258 Iteration 44Q: 3 clusters Score -675647.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -675661.750000 Penalty: 4254.364258 Iteration 45Q: 3 clusters Score -675661.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -675672.687500 Penalty: 4254.364258 Iteration 46Q: 3 clusters Score -675672.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -675684.500000 Penalty: 4254.364258 Iteration 47Q: 3 clusters Score -675684.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -675696.625000 Penalty: 4254.364258 Iteration 48Q: 3 clusters Score -675696.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -675708.062500 Penalty: 4254.364258 Iteration 49Q: 3 clusters Score -675708.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -675715.937500 Penalty: 4254.364258 Iteration 50Q: 3 clusters Score -675715.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -675720.375000 Penalty: 4254.364258 Iteration 51Q: 3 clusters Score -675720.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -675723.875000 Penalty: 4254.364258 Iteration 52Q: 3 clusters Score -675723.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -675734.000000 Penalty: 4254.364258 Iteration 53Q: 3 clusters Score -675734 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -675743.437500 Penalty: 4254.364258 Iteration 54Q: 3 clusters Score -675743.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -675756.687500 Penalty: 4254.364258 Iteration 55Q: 3 clusters Score -675756.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -675762.000000 Penalty: 4254.364258 Iteration 56Q: 3 clusters Score -675762 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -675769.000000 Penalty: 4254.364258 Iteration 57Q: 3 clusters Score -675769 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -675773.437500 Penalty: 4254.364258 Iteration 58Q: 3 clusters Score -675773.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -675776.125000 Penalty: 4254.364258 Iteration 59Q: 3 clusters Score -675776.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -675782.562500 Penalty: 4254.364258 Iteration 60F: 3 clusters Score -675782.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -675787.000000 Penalty: 4254.364258 Iteration 61Q: 3 clusters Score -675787 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -675795.312500 Penalty: 4254.364258 Iteration 62Q: 3 clusters Score -675795.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -675803.312500 Penalty: 4254.364258 Iteration 63Q: 3 clusters Score -675803.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -675815.125000 Penalty: 4254.364258 Iteration 64Q: 3 clusters Score -675815.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -675830.312500 Penalty: 4254.364258 Iteration 65Q: 3 clusters Score -675830.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -675846.937500 Penalty: 4254.364258 Iteration 66Q: 3 clusters Score -675846.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -675857.687500 Penalty: 4254.364258 Iteration 67Q: 3 clusters Score -675857.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -675865.062500 Penalty: 4254.364258 Iteration 68Q: 3 clusters Score -675865.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -675871.812500 Penalty: 4254.364258 Iteration 69Q: 3 clusters Score -675871.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -675882.500000 Penalty: 4254.364258 Iteration 70Q: 3 clusters Score -675882.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -675888.250000 Penalty: 4254.364258 Iteration 71Q: 3 clusters Score -675888.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -675892.187500 Penalty: 4254.364258 Iteration 72Q: 3 clusters Score -675892.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -675896.875000 Penalty: 4254.364258 Iteration 73Q: 3 clusters Score -675896.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -675898.750000 Penalty: 4254.364258 Iteration 74Q: 3 clusters Score -675898.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -675899.312500 Penalty: 4254.364258 Iteration 75Q: 3 clusters Score -675899.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -675900.437500 Penalty: 4254.364258 Iteration 76Q: 3 clusters Score -675900.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -675901.437500 Penalty: 4254.364258 Iteration 77Q: 3 clusters Score -675901.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -675902.000000 Penalty: 4254.364258 Iteration 78Q: 3 clusters Score -675902 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -675903.375000 Penalty: 4254.364258 Iteration 79Q: 3 clusters Score -675903.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -675904.187500 Penalty: 4254.364258 Iteration 80F: 3 clusters Score -675904.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -675906.812500 Penalty: 4254.364258 Iteration 81Q: 3 clusters Score -675906.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -675906.625000 Penalty: 4254.364258 Iteration 82Q: 3 clusters Score -675906.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -675907.312500 Penalty: 4254.364258 Iteration 83Q: 3 clusters Score -675907.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -675906.250000 Penalty: 4254.364258 Iteration 84Q: 3 clusters Score -675906.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -675909.500000 Penalty: 4254.364258 Iteration 85Q: 3 clusters Score -675909.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -675911.687500 Penalty: 4254.364258 Iteration 86Q: 3 clusters Score -675911.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -675912.750000 Penalty: 4254.364258 Iteration 87Q: 3 clusters Score -675912.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -675913.375000 Penalty: 4254.364258 Iteration 88Q: 3 clusters Score -675913.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -675914.375000 Penalty: 4254.364258 Iteration 89Q: 3 clusters Score -675914.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -675916.625000 Penalty: 4254.364258 Iteration 90Q: 3 clusters Score -675916.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -675916.375000 Penalty: 4254.364258 Iteration 91Q: 3 clusters Score -675916.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -675918.750000 Penalty: 4254.364258 Iteration 92Q: 3 clusters Score -675918.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -675921.375000 Penalty: 4254.364258 Iteration 93Q: 3 clusters Score -675921.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -675923.750000 Penalty: 4254.364258 Iteration 94Q: 3 clusters Score -675923.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -675925.437500 Penalty: 4254.364258 Iteration 95Q: 3 clusters Score -675925.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -675923.812500 Penalty: 4254.364258 Iteration 96Q: 3 clusters Score -675923.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -675924.812500 Penalty: 4254.364258 Iteration 97Q: 3 clusters Score -675924.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -675925.312500 Penalty: 4254.364258 Iteration 98Q: 3 clusters Score -675925.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -675926.250000 Penalty: 4254.364258 Iteration 99Q: 3 clusters Score -675926.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -675927.500000 Penalty: 4254.364258 Iteration 100F: 3 clusters Score -675927.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -675928.437500 Penalty: 4254.364258 Iteration 101Q: 3 clusters Score -675928.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -675930.875000 Penalty: 4254.364258 Iteration 102Q: 3 clusters Score -675930.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -675930.250000 Penalty: 4254.364258 Iteration 103Q: 3 clusters Score -675930.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -675931.125000 Penalty: 4254.364258 Iteration 104Q: 3 clusters Score -675931.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -675932.750000 Penalty: 4254.364258 Iteration 105Q: 3 clusters Score -675932.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -675933.437500 Penalty: 4254.364258 Iteration 106Q: 3 clusters Score -675933.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -675933.562500 Penalty: 4254.364258 Iteration 107Q: 3 clusters Score -675933.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -675933.562500 Penalty: 4254.364258 Iteration 108F: 3 clusters Score -675933.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (371 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Entering Unmasked Estep Score: -41334.453125 Penalty: 1467.218140 Iteration 0F: 2 clusters Score -41334.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -40002.140625 Penalty: 2934.436279 Iteration 0F: 3 clusters Score -40002.14 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -40187.750000 Penalty: 2934.436279 Iteration 1F: 3 clusters Score -40187.75 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -40254.613281 Penalty: 2934.436279 Iteration 2Q: 3 clusters Score -40254.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -40312.335938 Penalty: 2934.436279 Iteration 3Q: 3 clusters Score -40312.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -40327.335938 Penalty: 2934.436279 Iteration 4Q: 3 clusters Score -40327.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -40327.335938 Penalty: 2934.436279 Iteration 5F: 3 clusters Score -40327.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3418 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Entering Unmasked Estep Score: -425370.250000 Penalty: 2017.929199 Iteration 0F: 2 clusters Score -425370.2 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 1749 members Entering Unmasked Estep Score: -421842.781250 Penalty: 4035.858398 Iteration 0F: 3 clusters Score -421842.8 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -422659.218750 Penalty: 4035.858398 Iteration 1F: 3 clusters Score -422659.2 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -422908.125000 Penalty: 4035.858398 Iteration 2F: 3 clusters Score -422908.1 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -423052.718750 Penalty: 4035.858398 Iteration 3F: 3 clusters Score -423052.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -423163.875000 Penalty: 4035.858398 Iteration 4Q: 3 clusters Score -423163.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -423259.718750 Penalty: 4035.858398 Iteration 5Q: 3 clusters Score -423259.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -423342.125000 Penalty: 4035.858398 Iteration 6Q: 3 clusters Score -423342.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -423419.531250 Penalty: 4035.858398 Iteration 7Q: 3 clusters Score -423419.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -423500.781250 Penalty: 4035.858398 Iteration 8Q: 3 clusters Score -423500.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -423569.156250 Penalty: 4035.858398 Iteration 9Q: 3 clusters Score -423569.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -423633.906250 Penalty: 4035.858398 Iteration 10Q: 3 clusters Score -423633.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -423701.968750 Penalty: 4035.858398 Iteration 11Q: 3 clusters Score -423702 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -423774.843750 Penalty: 4035.858398 Iteration 12Q: 3 clusters Score -423774.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -423862.531250 Penalty: 4035.858398 Iteration 13Q: 3 clusters Score -423862.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -423985.625000 Penalty: 4035.858398 Iteration 14Q: 3 clusters Score -423985.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -424107.437500 Penalty: 4035.858398 Iteration 15Q: 3 clusters Score -424107.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -424179.468750 Penalty: 4035.858398 Iteration 16Q: 3 clusters Score -424179.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -424219.500000 Penalty: 4035.858398 Iteration 17Q: 3 clusters Score -424219.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -424244.000000 Penalty: 4035.858398 Iteration 18Q: 3 clusters Score -424244 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -424273.968750 Penalty: 4035.858398 Iteration 19Q: 3 clusters Score -424274 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -424293.406250 Penalty: 4035.858398 Iteration 20F: 3 clusters Score -424293.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -424308.781250 Penalty: 4035.858398 Iteration 21Q: 3 clusters Score -424308.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -424321.687500 Penalty: 4035.858398 Iteration 22Q: 3 clusters Score -424321.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -424334.187500 Penalty: 4035.858398 Iteration 23Q: 3 clusters Score -424334.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -424341.656250 Penalty: 4035.858398 Iteration 24Q: 3 clusters Score -424341.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -424346.125000 Penalty: 4035.858398 Iteration 25Q: 3 clusters Score -424346.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -424351.062500 Penalty: 4035.858398 Iteration 26Q: 3 clusters Score -424351.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -424356.906250 Penalty: 4035.858398 Iteration 27Q: 3 clusters Score -424356.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -424364.968750 Penalty: 4035.858398 Iteration 28Q: 3 clusters Score -424365 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -424371.968750 Penalty: 4035.858398 Iteration 29Q: 3 clusters Score -424372 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -424384.343750 Penalty: 4035.858398 Iteration 30Q: 3 clusters Score -424384.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -424392.312500 Penalty: 4035.858398 Iteration 31Q: 3 clusters Score -424392.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -424397.656250 Penalty: 4035.858398 Iteration 32Q: 3 clusters Score -424397.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -424405.906250 Penalty: 4035.858398 Iteration 33Q: 3 clusters Score -424405.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -424412.500000 Penalty: 4035.858398 Iteration 34Q: 3 clusters Score -424412.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -424419.906250 Penalty: 4035.858398 Iteration 35Q: 3 clusters Score -424419.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -424425.437500 Penalty: 4035.858398 Iteration 36Q: 3 clusters Score -424425.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -424431.687500 Penalty: 4035.858398 Iteration 37Q: 3 clusters Score -424431.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -424440.343750 Penalty: 4035.858398 Iteration 38Q: 3 clusters Score -424440.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -424455.031250 Penalty: 4035.858398 Iteration 39Q: 3 clusters Score -424455 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -424470.343750 Penalty: 4035.858398 Iteration 40F: 3 clusters Score -424470.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -424489.156250 Penalty: 4035.858398 Iteration 41Q: 3 clusters Score -424489.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -424514.125000 Penalty: 4035.858398 Iteration 42Q: 3 clusters Score -424514.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -424531.375000 Penalty: 4035.858398 Iteration 43Q: 3 clusters Score -424531.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -424550.187500 Penalty: 4035.858398 Iteration 44Q: 3 clusters Score -424550.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -424560.656250 Penalty: 4035.858398 Iteration 45Q: 3 clusters Score -424560.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -424565.906250 Penalty: 4035.858398 Iteration 46Q: 3 clusters Score -424565.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -424568.812500 Penalty: 4035.858398 Iteration 47Q: 3 clusters Score -424568.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -424570.593750 Penalty: 4035.858398 Iteration 48Q: 3 clusters Score -424570.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -424571.625000 Penalty: 4035.858398 Iteration 49Q: 3 clusters Score -424571.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -424572.937500 Penalty: 4035.858398 Iteration 50Q: 3 clusters Score -424572.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -424573.593750 Penalty: 4035.858398 Iteration 51Q: 3 clusters Score -424573.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -424575.875000 Penalty: 4035.858398 Iteration 52Q: 3 clusters Score -424575.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -424578.531250 Penalty: 4035.858398 Iteration 53Q: 3 clusters Score -424578.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -424581.437500 Penalty: 4035.858398 Iteration 54Q: 3 clusters Score -424581.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -424580.937500 Penalty: 4035.858398 Iteration 55Q: 3 clusters Score -424580.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -424580.937500 Penalty: 4035.858398 Iteration 56F: 3 clusters Score -424580.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (9730 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9730 members Entering Unmasked Estep Score: -1240903.375000 Penalty: 2277.376221 Iteration 0F: 2 clusters Score -1240903 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -1233436.250000 Penalty: 4554.752441 Iteration 0F: 3 clusters Score -1233436 nChanged 4049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 4960 members Entering Unmasked Estep Score: -1235696.375000 Penalty: 4554.752441 Iteration 1F: 3 clusters Score -1235696 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 5100 members Entering Unmasked Estep Score: -1236105.625000 Penalty: 4554.752441 Iteration 2F: 3 clusters Score -1236106 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 5335 members Entering Unmasked Estep Score: -1236503.500000 Penalty: 4554.752441 Iteration 3F: 3 clusters Score -1236504 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 5663 members Entering Unmasked Estep Score: -1236956.750000 Penalty: 4554.752441 Iteration 4F: 3 clusters Score -1236957 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 6077 members Entering Unmasked Estep Score: -1237532.375000 Penalty: 4554.752441 Iteration 5F: 3 clusters Score -1237532 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 6544 members Entering Unmasked Estep Score: -1238136.375000 Penalty: 4554.752441 Iteration 6F: 3 clusters Score -1238136 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 7004 members Entering Unmasked Estep Score: -1238667.375000 Penalty: 4554.752441 Iteration 7F: 3 clusters Score -1238667 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -1239075.375000 Penalty: 4554.752441 Iteration 8F: 3 clusters Score -1239075 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 7744 members Entering Unmasked Estep Score: -1239351.875000 Penalty: 4554.752441 Iteration 9Q: 3 clusters Score -1239352 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 7979 members Entering Unmasked Estep Score: -1239528.625000 Penalty: 4554.752441 Iteration 10Q: 3 clusters Score -1239529 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 8145 members Entering Unmasked Estep Score: -1239629.125000 Penalty: 4554.752441 Iteration 11Q: 3 clusters Score -1239629 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 8265 members Entering Unmasked Estep Score: -1239705.125000 Penalty: 4554.752441 Iteration 12Q: 3 clusters Score -1239705 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 8370 members Entering Unmasked Estep Score: -1239760.875000 Penalty: 4554.752441 Iteration 13Q: 3 clusters Score -1239761 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 8460 members Entering Unmasked Estep Score: -1239807.750000 Penalty: 4554.752441 Iteration 14Q: 3 clusters Score -1239808 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 8518 members Entering Unmasked Estep Score: -1239830.375000 Penalty: 4554.752441 Iteration 15Q: 3 clusters Score -1239830 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 8558 members Entering Unmasked Estep Score: -1239846.625000 Penalty: 4554.752441 Iteration 16Q: 3 clusters Score -1239847 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 8597 members Entering Unmasked Estep Score: -1239859.875000 Penalty: 4554.752441 Iteration 17Q: 3 clusters Score -1239860 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 8619 members Entering Unmasked Estep Score: -1239870.375000 Penalty: 4554.752441 Iteration 18Q: 3 clusters Score -1239870 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 8630 members Entering Unmasked Estep Score: -1239871.375000 Penalty: 4554.752441 Iteration 19Q: 3 clusters Score -1239871 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 8638 members Entering Unmasked Estep Score: -1239877.000000 Penalty: 4554.752441 Iteration 20F: 3 clusters Score -1239877 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 8646 members Entering Unmasked Estep Score: -1239875.375000 Penalty: 4554.752441 Iteration 21Q: 3 clusters Score -1239875 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 8650 members Entering Unmasked Estep Score: -1239878.375000 Penalty: 4554.752441 Iteration 22Q: 3 clusters Score -1239878 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 8657 members Entering Unmasked Estep Score: -1239882.750000 Penalty: 4554.752441 Iteration 23Q: 3 clusters Score -1239883 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 8661 members Entering Unmasked Estep Score: -1239884.000000 Penalty: 4554.752441 Iteration 24Q: 3 clusters Score -1239884 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 8664 members Entering Unmasked Estep Score: -1239885.875000 Penalty: 4554.752441 Iteration 25Q: 3 clusters Score -1239886 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 8669 members Entering Unmasked Estep Score: -1239886.500000 Penalty: 4554.752441 Iteration 26Q: 3 clusters Score -1239886 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 8672 members Entering Unmasked Estep Score: -1239888.125000 Penalty: 4554.752441 Iteration 27Q: 3 clusters Score -1239888 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 8675 members Entering Unmasked Estep Score: -1239888.750000 Penalty: 4554.752441 Iteration 28Q: 3 clusters Score -1239889 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 8680 members Entering Unmasked Estep Score: -1239889.250000 Penalty: 4554.752441 Iteration 29Q: 3 clusters Score -1239889 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 8682 members Entering Unmasked Estep Score: -1239889.625000 Penalty: 4554.752441 Iteration 30Q: 3 clusters Score -1239890 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 8684 members Entering Unmasked Estep Score: -1239892.125000 Penalty: 4554.752441 Iteration 31Q: 3 clusters Score -1239892 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 8686 members Entering Unmasked Estep Score: -1239892.250000 Penalty: 4554.752441 Iteration 32Q: 3 clusters Score -1239892 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 8690 members Entering Unmasked Estep Score: -1239893.125000 Penalty: 4554.752441 Iteration 33Q: 3 clusters Score -1239893 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 8693 members Entering Unmasked Estep Score: -1239895.375000 Penalty: 4554.752441 Iteration 34Q: 3 clusters Score -1239895 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 8693 members Entering Unmasked Estep Score: -1239896.875000 Penalty: 4554.752441 Iteration 35Q: 3 clusters Score -1239897 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 8694 members Entering Unmasked Estep Score: -1239899.125000 Penalty: 4554.752441 Iteration 36Q: 3 clusters Score -1239899 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 8695 members Entering Unmasked Estep Score: -1239899.250000 Penalty: 4554.752441 Iteration 37Q: 3 clusters Score -1239899 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 8697 members Entering Unmasked Estep Score: -1239900.125000 Penalty: 4554.752441 Iteration 38Q: 3 clusters Score -1239900 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 8697 members Entering Unmasked Estep Score: -1239900.125000 Penalty: 4554.752441 Iteration 39F: 3 clusters Score -1239900 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (9362 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9362 members Entering Unmasked Estep Score: -1194538.125000 Penalty: 2267.814697 Iteration 0F: 2 clusters Score -1194538 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -1187297.375000 Penalty: 4535.629395 Iteration 0F: 3 clusters Score -1187297 nChanged 3848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -1189369.750000 Penalty: 4535.629395 Iteration 1F: 3 clusters Score -1189370 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -1189744.125000 Penalty: 4535.629395 Iteration 2F: 3 clusters Score -1189744 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -1190074.375000 Penalty: 4535.629395 Iteration 3F: 3 clusters Score -1190074 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5238 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -1190467.000000 Penalty: 4535.629395 Iteration 4F: 3 clusters Score -1190467 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5481 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -1190841.500000 Penalty: 4535.629395 Iteration 5F: 3 clusters Score -1190842 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5757 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -1191160.250000 Penalty: 4535.629395 Iteration 6F: 3 clusters Score -1191160 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6059 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -1191456.000000 Penalty: 4535.629395 Iteration 7Q: 3 clusters Score -1191456 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6396 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -1191743.875000 Penalty: 4535.629395 Iteration 8Q: 3 clusters Score -1191744 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6754 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -1192016.375000 Penalty: 4535.629395 Iteration 9Q: 3 clusters Score -1192016 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7056 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -1192236.000000 Penalty: 4535.629395 Iteration 10Q: 3 clusters Score -1192236 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7338 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -1192422.875000 Penalty: 4535.629395 Iteration 11Q: 3 clusters Score -1192423 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7573 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -1192569.375000 Penalty: 4535.629395 Iteration 12Q: 3 clusters Score -1192569 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7765 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -1192681.750000 Penalty: 4535.629395 Iteration 13Q: 3 clusters Score -1192682 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7923 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -1192774.375000 Penalty: 4535.629395 Iteration 14Q: 3 clusters Score -1192774 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8054 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -1192844.875000 Penalty: 4535.629395 Iteration 15Q: 3 clusters Score -1192845 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8164 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -1192907.250000 Penalty: 4535.629395 Iteration 16Q: 3 clusters Score -1192907 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8250 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -1192954.000000 Penalty: 4535.629395 Iteration 17Q: 3 clusters Score -1192954 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8334 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -1192993.750000 Penalty: 4535.629395 Iteration 18Q: 3 clusters Score -1192994 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8395 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -1193024.250000 Penalty: 4535.629395 Iteration 19Q: 3 clusters Score -1193024 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8452 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -1193051.375000 Penalty: 4535.629395 Iteration 20F: 3 clusters Score -1193051 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8501 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -1193076.750000 Penalty: 4535.629395 Iteration 21Q: 3 clusters Score -1193077 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8544 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -1193099.875000 Penalty: 4535.629395 Iteration 22Q: 3 clusters Score -1193100 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8579 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -1193125.125000 Penalty: 4535.629395 Iteration 23Q: 3 clusters Score -1193125 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8605 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -1193139.625000 Penalty: 4535.629395 Iteration 24Q: 3 clusters Score -1193140 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8629 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -1193152.500000 Penalty: 4535.629395 Iteration 25Q: 3 clusters Score -1193152 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8652 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -1193171.000000 Penalty: 4535.629395 Iteration 26Q: 3 clusters Score -1193171 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8683 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -1193192.500000 Penalty: 4535.629395 Iteration 27Q: 3 clusters Score -1193192 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8706 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -1193209.625000 Penalty: 4535.629395 Iteration 28Q: 3 clusters Score -1193210 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8723 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -1193222.750000 Penalty: 4535.629395 Iteration 29Q: 3 clusters Score -1193223 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8737 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -1193236.000000 Penalty: 4535.629395 Iteration 30Q: 3 clusters Score -1193236 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8750 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -1193243.625000 Penalty: 4535.629395 Iteration 31Q: 3 clusters Score -1193244 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8762 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -1193248.875000 Penalty: 4535.629395 Iteration 32Q: 3 clusters Score -1193249 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8773 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -1193255.500000 Penalty: 4535.629395 Iteration 33Q: 3 clusters Score -1193256 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8783 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -1193258.750000 Penalty: 4535.629395 Iteration 34Q: 3 clusters Score -1193259 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8787 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -1193259.000000 Penalty: 4535.629395 Iteration 35Q: 3 clusters Score -1193259 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8789 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -1193260.000000 Penalty: 4535.629395 Iteration 36Q: 3 clusters Score -1193260 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8791 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -1193262.250000 Penalty: 4535.629395 Iteration 37Q: 3 clusters Score -1193262 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8793 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -1193263.375000 Penalty: 4535.629395 Iteration 38Q: 3 clusters Score -1193263 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8794 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -1193262.500000 Penalty: 4535.629395 Iteration 39Q: 3 clusters Score -1193262 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8794 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -1193262.500000 Penalty: 4535.629395 Iteration 40F: 3 clusters Score -1193262 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Entering Unmasked Estep Score: -71712.710938 Penalty: 1587.263916 Iteration 0F: 2 clusters Score -71712.71 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 307 members Entering Unmasked Estep Score: -70062.429688 Penalty: 3174.527832 Iteration 0F: 3 clusters Score -70062.43 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -70263.218750 Penalty: 3174.527832 Iteration 1F: 3 clusters Score -70263.22 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -70348.156250 Penalty: 3174.527832 Iteration 2F: 3 clusters Score -70348.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -70361.703125 Penalty: 3174.527832 Iteration 3Q: 3 clusters Score -70361.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -70363.000000 Penalty: 3174.527832 Iteration 4Q: 3 clusters Score -70363 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -70363.000000 Penalty: 3174.527832 Iteration 5F: 3 clusters Score -70363 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (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: -68569.328125 Penalty: 1609.699463 Iteration 0F: 2 clusters Score -68569.33 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 330 members Entering Unmasked Estep Score: -67159.210938 Penalty: 3219.398926 Iteration 0F: 3 clusters Score -67159.21 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -67631.343750 Penalty: 3219.398926 Iteration 1F: 3 clusters Score -67631.34 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -67776.781250 Penalty: 3219.398926 Iteration 2F: 3 clusters Score -67776.78 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -67968.757812 Penalty: 3219.398926 Iteration 3F: 3 clusters Score -67968.76 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -68145.820312 Penalty: 3219.398926 Iteration 4Q: 3 clusters Score -68145.82 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -68248.828125 Penalty: 3219.398926 Iteration 5Q: 3 clusters Score -68248.83 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -68378.710938 Penalty: 3219.398926 Iteration 6Q: 3 clusters Score -68378.71 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -68587.210938 Penalty: 3219.398926 Iteration 7Q: 3 clusters Score -68587.21 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -68782.023438 Penalty: 3219.398926 Iteration 8Q: 3 clusters Score -68782.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -68796.976562 Penalty: 3219.398926 Iteration 9Q: 3 clusters Score -68796.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -68813.984375 Penalty: 3219.398926 Iteration 10Q: 3 clusters Score -68813.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -68819.546875 Penalty: 3219.398926 Iteration 11Q: 3 clusters Score -68819.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -68819.546875 Penalty: 3219.398926 Iteration 12F: 3 clusters Score -68819.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 52820 members Mstep: Class 2 contains 2739 members Mstep: Class 3 contains 15360 members Mstep: Class 4 contains 2325 members Mstep: Class 5 contains 350 members Mstep: Class 6 contains 243823 members Mstep: Class 7 contains 64686 members Mstep: Class 8 contains 6434 members Mstep: Class 9 contains 594 members Mstep: Class 10 contains 1657 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 5310 members Mstep: Class 13 contains 371 members Mstep: Class 14 contains 3418 members Mstep: Class 15 contains 9730 members Mstep: Class 16 contains 9362 members Mstep: Class 17 contains 602 members Mstep: Class 18 contains 496 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 636 members Mstep: Class 21 contains 26864 members Mstep: Class 22 contains 202 members Mstep: Class 23 contains 163 members Entering Unmasked Estep Score: -55443156.000000 Penalty: 74233.218750 Splitting cluster 18 changes total score from -55444552.000000 to -55443156.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Entering Unmasked Estep Score: -45563.796875 Penalty: 1495.013062 Iteration 0F: 2 clusters Score -45563.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -44149.882812 Penalty: 2990.026123 Iteration 0F: 3 clusters Score -44149.88 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -44322.742188 Penalty: 2990.026123 Iteration 1F: 3 clusters Score -44322.74 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -44386.761719 Penalty: 2990.026123 Iteration 2Q: 3 clusters Score -44386.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -44444.777344 Penalty: 2990.026123 Iteration 3Q: 3 clusters Score -44444.78 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -44476.937500 Penalty: 2990.026123 Iteration 4Q: 3 clusters Score -44476.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -44494.996094 Penalty: 2990.026123 Iteration 5Q: 3 clusters Score -44495 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -44510.968750 Penalty: 2990.026123 Iteration 6Q: 3 clusters Score -44510.97 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -44538.632812 Penalty: 2990.026123 Iteration 7Q: 3 clusters Score -44538.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -44556.855469 Penalty: 2990.026123 Iteration 8Q: 3 clusters Score -44556.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -44586.726562 Penalty: 2990.026123 Iteration 9Q: 3 clusters Score -44586.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -44640.136719 Penalty: 2990.026123 Iteration 10Q: 3 clusters Score -44640.14 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -44770.003906 Penalty: 2990.026123 Iteration 11Q: 3 clusters Score -44770 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -45023.140625 Penalty: 2990.026123 Iteration 12Q: 3 clusters Score -45023.14 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -45106.480469 Penalty: 2990.026123 Iteration 13Q: 3 clusters Score -45106.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -45134.671875 Penalty: 2990.026123 Iteration 14Q: 3 clusters Score -45134.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -45162.863281 Penalty: 2990.026123 Iteration 15Q: 3 clusters Score -45162.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -45169.878906 Penalty: 2990.026123 Iteration 16Q: 3 clusters Score -45169.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -45173.769531 Penalty: 2990.026123 Iteration 17Q: 3 clusters Score -45173.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -45176.687500 Penalty: 2990.026123 Iteration 18Q: 3 clusters Score -45176.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -45176.929688 Penalty: 2990.026123 Iteration 19F: 3 clusters Score -45176.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -45179.472656 Penalty: 2990.026123 Iteration 20F: 3 clusters Score -45179.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (636 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Entering Unmasked Estep Score: -67230.078125 Penalty: 1600.889282 Iteration 0F: 2 clusters Score -67230.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -65589.601562 Penalty: 3201.778564 Iteration 0F: 3 clusters Score -65589.6 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -65827.828125 Penalty: 3201.778564 Iteration 1F: 3 clusters Score -65827.83 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -65892.554688 Penalty: 3201.778564 Iteration 2F: 3 clusters Score -65892.55 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -65930.757812 Penalty: 3201.778564 Iteration 3Q: 3 clusters Score -65930.76 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -65967.906250 Penalty: 3201.778564 Iteration 4Q: 3 clusters Score -65967.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -65980.140625 Penalty: 3201.778564 Iteration 5Q: 3 clusters Score -65980.14 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -66044.148438 Penalty: 3201.778564 Iteration 6Q: 3 clusters Score -66044.15 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -66126.828125 Penalty: 3201.778564 Iteration 7Q: 3 clusters Score -66126.83 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -66190.265625 Penalty: 3201.778564 Iteration 8Q: 3 clusters Score -66190.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -66220.343750 Penalty: 3201.778564 Iteration 9Q: 3 clusters Score -66220.34 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -66244.140625 Penalty: 3201.778564 Iteration 10Q: 3 clusters Score -66244.14 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -66269.867188 Penalty: 3201.778564 Iteration 11Q: 3 clusters Score -66269.87 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -66288.039062 Penalty: 3201.778564 Iteration 12Q: 3 clusters Score -66288.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -66303.789062 Penalty: 3201.778564 Iteration 13Q: 3 clusters Score -66303.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -66321.773438 Penalty: 3201.778564 Iteration 14Q: 3 clusters Score -66321.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -66334.007812 Penalty: 3201.778564 Iteration 15Q: 3 clusters Score -66334.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -66343.890625 Penalty: 3201.778564 Iteration 16Q: 3 clusters Score -66343.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -66353.140625 Penalty: 3201.778564 Iteration 17Q: 3 clusters Score -66353.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -66376.164062 Penalty: 3201.778564 Iteration 18Q: 3 clusters Score -66376.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -66391.453125 Penalty: 3201.778564 Iteration 19Q: 3 clusters Score -66391.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -66397.453125 Penalty: 3201.778564 Iteration 20F: 3 clusters Score -66397.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -66404.726562 Penalty: 3201.778564 Iteration 21Q: 3 clusters Score -66404.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -66411.156250 Penalty: 3201.778564 Iteration 22Q: 3 clusters Score -66411.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -66416.062500 Penalty: 3201.778564 Iteration 23Q: 3 clusters Score -66416.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -66434.257812 Penalty: 3201.778564 Iteration 24Q: 3 clusters Score -66434.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -66462.320312 Penalty: 3201.778564 Iteration 25Q: 3 clusters Score -66462.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -66489.875000 Penalty: 3201.778564 Iteration 26Q: 3 clusters Score -66489.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -66506.195312 Penalty: 3201.778564 Iteration 27Q: 3 clusters Score -66506.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -66528.406250 Penalty: 3201.778564 Iteration 28Q: 3 clusters Score -66528.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -66537.421875 Penalty: 3201.778564 Iteration 29Q: 3 clusters Score -66537.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -66556.414062 Penalty: 3201.778564 Iteration 30Q: 3 clusters Score -66556.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -66585.398438 Penalty: 3201.778564 Iteration 31Q: 3 clusters Score -66585.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -66599.273438 Penalty: 3201.778564 Iteration 32Q: 3 clusters Score -66599.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -66614.289062 Penalty: 3201.778564 Iteration 33Q: 3 clusters Score -66614.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -66624.968750 Penalty: 3201.778564 Iteration 34Q: 3 clusters Score -66624.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -66633.187500 Penalty: 3201.778564 Iteration 35Q: 3 clusters Score -66633.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -66641.992188 Penalty: 3201.778564 Iteration 36Q: 3 clusters Score -66641.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -66649.757812 Penalty: 3201.778564 Iteration 37Q: 3 clusters Score -66649.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -66660.875000 Penalty: 3201.778564 Iteration 38Q: 3 clusters Score -66660.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -66672.250000 Penalty: 3201.778564 Iteration 39Q: 3 clusters Score -66672.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -66678.507812 Penalty: 3201.778564 Iteration 40F: 3 clusters Score -66678.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -66681.476562 Penalty: 3201.778564 Iteration 41Q: 3 clusters Score -66681.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -66681.476562 Penalty: 3201.778564 Iteration 42F: 3 clusters Score -66681.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (26864 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26864 members Entering Unmasked Estep Score: -3318854.750000 Penalty: 2529.238525 Iteration 0F: 2 clusters Score -3318855 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13399 members Mstep: Class 2 contains 13465 members Entering Unmasked Estep Score: -3300552.750000 Penalty: 5058.477051 Iteration 0F: 3 clusters Score -3300553 nChanged 11964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13189 members Mstep: Class 2 contains 13675 members Entering Unmasked Estep Score: -3306773.250000 Penalty: 5058.477051 Iteration 1F: 3 clusters Score -3306773 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13059 members Mstep: Class 2 contains 13805 members Entering Unmasked Estep Score: -3307152.750000 Penalty: 5058.477051 Iteration 2Q: 3 clusters Score -3307153 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12849 members Mstep: Class 2 contains 14015 members Entering Unmasked Estep Score: -3307470.000000 Penalty: 5058.477051 Iteration 3Q: 3 clusters Score -3307470 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12585 members Mstep: Class 2 contains 14279 members Entering Unmasked Estep Score: -3307778.250000 Penalty: 5058.477051 Iteration 4Q: 3 clusters Score -3307778 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12258 members Mstep: Class 2 contains 14606 members Entering Unmasked Estep Score: -3308095.750000 Penalty: 5058.477051 Iteration 5Q: 3 clusters Score -3308096 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11852 members Mstep: Class 2 contains 15012 members Entering Unmasked Estep Score: -3308402.250000 Penalty: 5058.477051 Iteration 6Q: 3 clusters Score -3308402 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11336 members Mstep: Class 2 contains 15528 members Entering Unmasked Estep Score: -3308756.750000 Penalty: 5058.477051 Iteration 7Q: 3 clusters Score -3308757 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10674 members Mstep: Class 2 contains 16190 members Entering Unmasked Estep Score: -3309179.000000 Penalty: 5058.477051 Iteration 8Q: 3 clusters Score -3309179 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9848 members Mstep: Class 2 contains 17016 members Entering Unmasked Estep Score: -3309756.750000 Penalty: 5058.477051 Iteration 9Q: 3 clusters Score -3309757 nChanged 1291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8821 members Mstep: Class 2 contains 18043 members Entering Unmasked Estep Score: -3310562.250000 Penalty: 5058.477051 Iteration 10Q: 3 clusters Score -3310562 nChanged 1386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7637 members Mstep: Class 2 contains 19227 members Entering Unmasked Estep Score: -3311548.500000 Penalty: 5058.477051 Iteration 11F: 3 clusters Score -3311548 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6490 members Mstep: Class 2 contains 20374 members Entering Unmasked Estep Score: -3312647.750000 Penalty: 5058.477051 Iteration 12Q: 3 clusters Score -3312648 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5511 members Mstep: Class 2 contains 21353 members Entering Unmasked Estep Score: -3313610.500000 Penalty: 5058.477051 Iteration 13Q: 3 clusters Score -3313610 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 22046 members Entering Unmasked Estep Score: -3314246.250000 Penalty: 5058.477051 Iteration 14Q: 3 clusters Score -3314246 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 22617 members Entering Unmasked Estep Score: -3314701.750000 Penalty: 5058.477051 Iteration 15Q: 3 clusters Score -3314702 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 23077 members Entering Unmasked Estep Score: -3315060.500000 Penalty: 5058.477051 Iteration 16Q: 3 clusters Score -3315060 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 23494 members Entering Unmasked Estep Score: -3315432.500000 Penalty: 5058.477051 Iteration 17Q: 3 clusters Score -3315432 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 23856 members Entering Unmasked Estep Score: -3315719.000000 Penalty: 5058.477051 Iteration 18Q: 3 clusters Score -3315719 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 24158 members Entering Unmasked Estep Score: -3315940.000000 Penalty: 5058.477051 Iteration 19Q: 3 clusters Score -3315940 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 24384 members Entering Unmasked Estep Score: -3316091.250000 Penalty: 5058.477051 Iteration 20F: 3 clusters Score -3316091 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 24561 members Entering Unmasked Estep Score: -3316188.750000 Penalty: 5058.477051 Iteration 21Q: 3 clusters Score -3316189 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 24699 members Entering Unmasked Estep Score: -3316273.000000 Penalty: 5058.477051 Iteration 22Q: 3 clusters Score -3316273 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 24797 members Entering Unmasked Estep Score: -3316311.000000 Penalty: 5058.477051 Iteration 23Q: 3 clusters Score -3316311 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 24902 members Entering Unmasked Estep Score: -3316374.250000 Penalty: 5058.477051 Iteration 24Q: 3 clusters Score -3316374 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 24995 members Entering Unmasked Estep Score: -3316431.500000 Penalty: 5058.477051 Iteration 25Q: 3 clusters Score -3316432 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 25063 members Entering Unmasked Estep Score: -3316471.750000 Penalty: 5058.477051 Iteration 26Q: 3 clusters Score -3316472 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 25133 members Entering Unmasked Estep Score: -3316503.750000 Penalty: 5058.477051 Iteration 27Q: 3 clusters Score -3316504 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 25172 members Entering Unmasked Estep Score: -3316512.750000 Penalty: 5058.477051 Iteration 28Q: 3 clusters Score -3316513 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 25201 members Entering Unmasked Estep Score: -3316521.500000 Penalty: 5058.477051 Iteration 29Q: 3 clusters Score -3316522 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 25225 members Entering Unmasked Estep Score: -3316531.500000 Penalty: 5058.477051 Iteration 30Q: 3 clusters Score -3316532 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 25243 members Entering Unmasked Estep Score: -3316546.000000 Penalty: 5058.477051 Iteration 31Q: 3 clusters Score -3316546 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 25268 members Entering Unmasked Estep Score: -3316542.250000 Penalty: 5058.477051 Iteration 32Q: 3 clusters Score -3316542 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 25284 members Entering Unmasked Estep Score: -3316550.250000 Penalty: 5058.477051 Iteration 33Q: 3 clusters Score -3316550 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 25298 members Entering Unmasked Estep Score: -3316554.000000 Penalty: 5058.477051 Iteration 34Q: 3 clusters Score -3316554 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 25311 members Entering Unmasked Estep Score: -3316558.750000 Penalty: 5058.477051 Iteration 35Q: 3 clusters Score -3316559 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 25323 members Entering Unmasked Estep Score: -3316560.250000 Penalty: 5058.477051 Iteration 36Q: 3 clusters Score -3316560 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 25340 members Entering Unmasked Estep Score: -3316573.500000 Penalty: 5058.477051 Iteration 37Q: 3 clusters Score -3316574 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 25358 members Entering Unmasked Estep Score: -3316579.000000 Penalty: 5058.477051 Iteration 38Q: 3 clusters Score -3316579 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 25376 members Entering Unmasked Estep Score: -3316585.500000 Penalty: 5058.477051 Iteration 39Q: 3 clusters Score -3316586 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 25396 members Entering Unmasked Estep Score: -3316590.750000 Penalty: 5058.477051 Iteration 40F: 3 clusters Score -3316591 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 25410 members Entering Unmasked Estep Score: -3316605.750000 Penalty: 5058.477051 Iteration 41Q: 3 clusters Score -3316606 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 25429 members Entering Unmasked Estep Score: -3316603.000000 Penalty: 5058.477051 Iteration 42Q: 3 clusters Score -3316603 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 25443 members Entering Unmasked Estep Score: -3316605.250000 Penalty: 5058.477051 Iteration 43Q: 3 clusters Score -3316605 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 25454 members Entering Unmasked Estep Score: -3316604.750000 Penalty: 5058.477051 Iteration 44Q: 3 clusters Score -3316605 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 25459 members Entering Unmasked Estep Score: -3316607.250000 Penalty: 5058.477051 Iteration 45Q: 3 clusters Score -3316607 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 25463 members Entering Unmasked Estep Score: -3316610.750000 Penalty: 5058.477051 Iteration 46Q: 3 clusters Score -3316611 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 25468 members Entering Unmasked Estep Score: -3316614.250000 Penalty: 5058.477051 Iteration 47Q: 3 clusters Score -3316614 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 25474 members Entering Unmasked Estep Score: -3316615.000000 Penalty: 5058.477051 Iteration 48Q: 3 clusters Score -3316615 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 25482 members Entering Unmasked Estep Score: -3316615.750000 Penalty: 5058.477051 Iteration 49Q: 3 clusters Score -3316616 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 25489 members Entering Unmasked Estep Score: -3316619.250000 Penalty: 5058.477051 Iteration 50Q: 3 clusters Score -3316619 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 25494 members Entering Unmasked Estep Score: -3316617.500000 Penalty: 5058.477051 Iteration 51Q: 3 clusters Score -3316618 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 25501 members Entering Unmasked Estep Score: -3316618.500000 Penalty: 5058.477051 Iteration 52Q: 3 clusters Score -3316618 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 25505 members Entering Unmasked Estep Score: -3316623.500000 Penalty: 5058.477051 Iteration 53Q: 3 clusters Score -3316624 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 25510 members Entering Unmasked Estep Score: -3316623.500000 Penalty: 5058.477051 Iteration 54Q: 3 clusters Score -3316624 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 25512 members Entering Unmasked Estep Score: -3316621.750000 Penalty: 5058.477051 Iteration 55Q: 3 clusters Score -3316622 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 25515 members Entering Unmasked Estep Score: -3316622.500000 Penalty: 5058.477051 Iteration 56Q: 3 clusters Score -3316622 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 25517 members Entering Unmasked Estep Score: -3316622.000000 Penalty: 5058.477051 Iteration 57Q: 3 clusters Score -3316622 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 25521 members Entering Unmasked Estep Score: -3316626.250000 Penalty: 5058.477051 Iteration 58Q: 3 clusters Score -3316626 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 25525 members Entering Unmasked Estep Score: -3316630.000000 Penalty: 5058.477051 Iteration 59Q: 3 clusters Score -3316630 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 25528 members Entering Unmasked Estep Score: -3316629.500000 Penalty: 5058.477051 Iteration 60F: 3 clusters Score -3316630 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 25529 members Entering Unmasked Estep Score: -3316632.000000 Penalty: 5058.477051 Iteration 61Q: 3 clusters Score -3316632 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 25529 members Entering Unmasked Estep Score: -3316632.000000 Penalty: 5058.477051 Iteration 62F: 3 clusters Score -3316632 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (202 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Entering Unmasked Estep Score: -19164.964844 Penalty: 1316.450317 Iteration 0F: 2 clusters Score -19164.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -18084.205078 Penalty: 2632.900635 Iteration 0F: 3 clusters Score -18084.21 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -18142.316406 Penalty: 2632.900635 Iteration 1F: 3 clusters Score -18142.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -18163.796875 Penalty: 2632.900635 Iteration 2Q: 3 clusters Score -18163.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -18174.261719 Penalty: 2632.900635 Iteration 3Q: 3 clusters Score -18174.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -18183.972656 Penalty: 2632.900635 Iteration 4Q: 3 clusters Score -18183.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -18196.707031 Penalty: 2632.900635 Iteration 5Q: 3 clusters Score -18196.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -18200.390625 Penalty: 2632.900635 Iteration 6Q: 3 clusters Score -18200.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -18200.390625 Penalty: 2632.900635 Iteration 7F: 3 clusters Score -18200.39 nChanged 0 --- Evaluating fit on full set of 1346275 points --- Entering Unmasked Estep Score: -166795056.000000 Penalty: 76999.718750 20->23 Clusters: Score -166795056.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 448758 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22317 members Mstep: Class 2 contains 22266 members Mstep: Class 3 contains 22444 members Mstep: Class 4 contains 22619 members Mstep: Class 5 contains 22631 members Mstep: Class 6 contains 22515 members Mstep: Class 7 contains 22631 members Mstep: Class 8 contains 22132 members Mstep: Class 9 contains 22396 members Mstep: Class 10 contains 22423 members Mstep: Class 11 contains 22420 members Mstep: Class 12 contains 22342 members Mstep: Class 13 contains 22570 members Mstep: Class 14 contains 22436 members Mstep: Class 15 contains 22536 members Mstep: Class 16 contains 22523 members Mstep: Class 17 contains 22422 members Mstep: Class 18 contains 22414 members Mstep: Class 19 contains 22478 members Mstep: Class 20 contains 22243 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 167.874908 but Gain 3227.535156 Score: -52156908.000000 Penalty: 61323.093750 Iteration 0F: 20 clusters Score -5.215691e+07 nChanged 425447 Entering Unmasked Mstep Mstep: Class 0 contains 2299 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 13572 members Mstep: Class 3 contains 25511 members Mstep: Class 4 contains 15411 members Mstep: Class 5 contains 10536 members Mstep: Class 6 contains 12828 members Mstep: Class 7 contains 9678 members Mstep: Class 9 contains 194804 members Mstep: Class 10 contains 10425 members Mstep: Class 11 contains 51531 members Mstep: Class 12 contains 10508 members Mstep: Class 13 contains 8998 members Mstep: Class 14 contains 11741 members Mstep: Class 15 contains 2371 members Mstep: Class 16 contains 15904 members Mstep: Class 17 contains 2748 members Mstep: Class 18 contains 10953 members Mstep: Class 19 contains 18969 members Mstep: Class 20 contains 14592 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 1462.400024 but Gain 3227.531250 Score: -54406864.000000 Penalty: 58095.562500 Iteration 1F: 19 clusters Score -5.440686e+07 nChanged 149141 Entering Unmasked Mstep Mstep: Class 0 contains 2134 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 8649 members Mstep: Class 3 contains 32290 members Mstep: Class 4 contains 8418 members Mstep: Class 5 contains 5043 members Mstep: Class 6 contains 7934 members Mstep: Class 7 contains 6959 members Mstep: Class 9 contains 258490 members Mstep: Class 10 contains 7542 members Mstep: Class 11 contains 43125 members Mstep: Class 12 contains 5688 members Mstep: Class 13 contains 4138 members Mstep: Class 14 contains 5096 members Mstep: Class 15 contains 1787 members Mstep: Class 16 contains 11412 members Mstep: Class 18 contains 3553 members Mstep: Class 19 contains 21174 members Mstep: Class 20 contains 11815 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 2348.274902 but Gain 3227.531250 Score: -54718108.000000 Penalty: 54868.031250 Iteration 2F: 18 clusters Score -5.471811e+07 nChanged 96767 Entering Unmasked Mstep Mstep: Class 0 contains 2085 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 3883 members Mstep: Class 3 contains 46234 members Mstep: Class 4 contains 6590 members Mstep: Class 5 contains 2399 members Mstep: Class 6 contains 4393 members Mstep: Class 7 contains 7428 members Mstep: Class 9 contains 269255 members Mstep: Class 10 contains 7848 members Mstep: Class 11 contains 33514 members Mstep: Class 12 contains 3334 members Mstep: Class 13 contains 1964 members Mstep: Class 15 contains 1190 members Mstep: Class 16 contains 9915 members Mstep: Class 18 contains 3046 members Mstep: Class 19 contains 32138 members Mstep: Class 20 contains 10688 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 1335.039307 but Gain 3227.531250 Score: -54888708.000000 Penalty: 51640.500000 Iteration 3F: 17 clusters Score -5.488871e+07 nChanged 72480 Entering Unmasked Mstep Mstep: Class 0 contains 1953 members Mstep: Class 1 contains 2422 members Mstep: Class 3 contains 57997 members Mstep: Class 4 contains 6876 members Mstep: Class 5 contains 2105 members Mstep: Class 6 contains 3079 members Mstep: Class 7 contains 8432 members Mstep: Class 9 contains 249674 members Mstep: Class 10 contains 8739 members Mstep: Class 11 contains 33034 members Mstep: Class 12 contains 2055 members Mstep: Class 13 contains 1523 members Mstep: Class 15 contains 703 members Mstep: Class 16 contains 8271 members Mstep: Class 18 contains 3036 members Mstep: Class 19 contains 48863 members Mstep: Class 20 contains 9996 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 1861.925049 but Gain 3227.531250 Score: -55047208.000000 Penalty: 48412.968750 Iteration 4F: 16 clusters Score -5.504721e+07 nChanged 51916 Entering Unmasked Mstep Mstep: Class 0 contains 1392 members Mstep: Class 1 contains 2144 members Mstep: Class 3 contains 63867 members Mstep: Class 4 contains 6993 members Mstep: Class 5 contains 2507 members Mstep: Class 6 contains 3028 members Mstep: Class 7 contains 9621 members Mstep: Class 9 contains 234952 members Mstep: Class 10 contains 8965 members Mstep: Class 11 contains 34398 members Mstep: Class 13 contains 1918 members Mstep: Class 15 contains 734 members Mstep: Class 16 contains 6474 members Mstep: Class 18 contains 2935 members Mstep: Class 19 contains 60258 members Mstep: Class 20 contains 8572 members Entering Unmasked Estep ConsiderDeletion Score: -55215492.000000 Penalty: 48412.968750 Iteration 5F: 16 clusters Score -5.521549e+07 nChanged 32566 Entering Unmasked Mstep Mstep: Class 0 contains 602 members Mstep: Class 1 contains 1659 members Mstep: Class 3 contains 63635 members Mstep: Class 4 contains 6943 members Mstep: Class 5 contains 3480 members Mstep: Class 6 contains 2991 members Mstep: Class 7 contains 10454 members Mstep: Class 9 contains 233801 members Mstep: Class 10 contains 8255 members Mstep: Class 11 contains 35050 members Mstep: Class 13 contains 2483 members Mstep: Class 15 contains 1119 members Mstep: Class 16 contains 5050 members Mstep: Class 18 contains 2819 members Mstep: Class 19 contains 63759 members Mstep: Class 20 contains 6658 members Entering Unmasked Estep ConsiderDeletion Score: -55303524.000000 Penalty: 48412.968750 Iteration 6F: 16 clusters Score -5.530352e+07 nChanged 22742 Entering Unmasked Mstep Mstep: Class 0 contains 266 members Mstep: Class 1 contains 1732 members Mstep: Class 3 contains 61699 members Mstep: Class 4 contains 7089 members Mstep: Class 5 contains 3699 members Mstep: Class 6 contains 2945 members Mstep: Class 7 contains 11327 members Mstep: Class 9 contains 233796 members Mstep: Class 10 contains 7462 members Mstep: Class 11 contains 36851 members Mstep: Class 13 contains 2930 members Mstep: Class 15 contains 1228 members Mstep: Class 16 contains 4312 members Mstep: Class 18 contains 2779 members Mstep: Class 19 contains 64925 members Mstep: Class 20 contains 5718 members Entering Unmasked Estep ConsiderDeletion Score: -55333500.000000 Penalty: 48412.968750 Iteration 7F: 16 clusters Score -5.53335e+07 nChanged 17426 Entering Unmasked Mstep Mstep: Class 0 contains 240 members Mstep: Class 1 contains 1726 members Mstep: Class 3 contains 59220 members Mstep: Class 4 contains 7273 members Mstep: Class 5 contains 3733 members Mstep: Class 6 contains 2924 members Mstep: Class 7 contains 12090 members Mstep: Class 9 contains 233354 members Mstep: Class 10 contains 6698 members Mstep: Class 11 contains 39252 members Mstep: Class 13 contains 3294 members Mstep: Class 15 contains 1210 members Mstep: Class 16 contains 3996 members Mstep: Class 18 contains 2745 members Mstep: Class 19 contains 65496 members Mstep: Class 20 contains 5507 members Entering Unmasked Estep ConsiderDeletion Score: -55348380.000000 Penalty: 48412.968750 Iteration 8Q: 16 clusters Score -5.534838e+07 nChanged 14956 Entering Unmasked Mstep Mstep: Class 0 contains 240 members Mstep: Class 1 contains 1653 members Mstep: Class 3 contains 56414 members Mstep: Class 4 contains 7458 members Mstep: Class 5 contains 3744 members Mstep: Class 6 contains 2898 members Mstep: Class 7 contains 12772 members Mstep: Class 9 contains 232982 members Mstep: Class 10 contains 5984 members Mstep: Class 11 contains 42027 members Mstep: Class 13 contains 3527 members Mstep: Class 15 contains 1201 members Mstep: Class 16 contains 3853 members Mstep: Class 18 contains 2749 members Mstep: Class 19 contains 65798 members Mstep: Class 20 contains 5458 members Entering Unmasked Estep ConsiderDeletion Score: -55363164.000000 Penalty: 48412.968750 Iteration 9Q: 16 clusters Score -5.536316e+07 nChanged 13833 Entering Unmasked Mstep Mstep: Class 0 contains 240 members Mstep: Class 1 contains 1425 members Mstep: Class 3 contains 53293 members Mstep: Class 4 contains 7617 members Mstep: Class 5 contains 3746 members Mstep: Class 6 contains 2854 members Mstep: Class 7 contains 13226 members Mstep: Class 9 contains 233278 members Mstep: Class 10 contains 5319 members Mstep: Class 11 contains 44700 members Mstep: Class 13 contains 3672 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3839 members Mstep: Class 18 contains 2907 members Mstep: Class 19 contains 65975 members Mstep: Class 20 contains 5468 members Entering Unmasked Estep ConsiderDeletion Score: -55377304.000000 Penalty: 48412.968750 Iteration 10Q: 16 clusters Score -5.53773e+07 nChanged 12481 Entering Unmasked Mstep Mstep: Class 0 contains 240 members Mstep: Class 1 contains 1350 members Mstep: Class 3 contains 49961 members Mstep: Class 4 contains 7758 members Mstep: Class 5 contains 3741 members Mstep: Class 6 contains 2784 members Mstep: Class 7 contains 13465 members Mstep: Class 9 contains 234647 members Mstep: Class 10 contains 4685 members Mstep: Class 11 contains 46937 members Mstep: Class 13 contains 3742 members Mstep: Class 15 contains 1200 members Mstep: Class 16 contains 3815 members Mstep: Class 18 contains 2901 members Mstep: Class 19 contains 66055 members Mstep: Class 20 contains 5477 members Entering Unmasked Estep ConsiderDeletion Score: -55388072.000000 Penalty: 48412.968750 Iteration 11Q: 16 clusters Score -5.538807e+07 nChanged 10660 Entering Unmasked Mstep Mstep: Class 0 contains 240 members Mstep: Class 1 contains 1304 members Mstep: Class 3 contains 46673 members Mstep: Class 4 contains 7909 members Mstep: Class 5 contains 3740 members Mstep: Class 6 contains 2703 members Mstep: Class 7 contains 13526 members Mstep: Class 9 contains 236792 members Mstep: Class 10 contains 4082 members Mstep: Class 11 contains 48532 members Mstep: Class 13 contains 3753 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3754 members Mstep: Class 18 contains 2912 members Mstep: Class 19 contains 66123 members Mstep: Class 20 contains 5516 members Entering Unmasked Estep ConsiderDeletion Score: -55395596.000000 Penalty: 48412.968750 Iteration 12Q: 16 clusters Score -5.53956e+07 nChanged 8350 Entering Unmasked Mstep Mstep: Class 0 contains 240 members Mstep: Class 1 contains 1263 members Mstep: Class 3 contains 43722 members Mstep: Class 4 contains 8050 members Mstep: Class 5 contains 3732 members Mstep: Class 6 contains 2675 members Mstep: Class 7 contains 13471 members Mstep: Class 9 contains 239287 members Mstep: Class 10 contains 3529 members Mstep: Class 11 contains 49574 members Mstep: Class 13 contains 3727 members Mstep: Class 15 contains 1198 members Mstep: Class 16 contains 3630 members Mstep: Class 18 contains 2937 members Mstep: Class 19 contains 66181 members Mstep: Class 20 contains 5542 members Entering Unmasked Estep ConsiderDeletion Score: -55399820.000000 Penalty: 48412.968750 Iteration 13Q: 16 clusters Score -5.539982e+07 nChanged 6230 Entering Unmasked Mstep Mstep: Class 0 contains 240 members Mstep: Class 1 contains 1226 members Mstep: Class 3 contains 41218 members Mstep: Class 4 contains 8159 members Mstep: Class 5 contains 3725 members Mstep: Class 6 contains 2660 members Mstep: Class 7 contains 13399 members Mstep: Class 9 contains 241704 members Mstep: Class 10 contains 3081 members Mstep: Class 11 contains 50188 members Mstep: Class 13 contains 3670 members Mstep: Class 15 contains 1198 members Mstep: Class 16 contains 3530 members Mstep: Class 18 contains 2967 members Mstep: Class 19 contains 66243 members Mstep: Class 20 contains 5550 members Entering Unmasked Estep ConsiderDeletion Score: -55403320.000000 Penalty: 48412.968750 Iteration 14Q: 16 clusters Score -5.540332e+07 nChanged 4783 Entering Unmasked Mstep Mstep: Class 0 contains 241 members Mstep: Class 1 contains 1190 members Mstep: Class 3 contains 39159 members Mstep: Class 4 contains 8245 members Mstep: Class 5 contains 3723 members Mstep: Class 6 contains 2676 members Mstep: Class 7 contains 13364 members Mstep: Class 9 contains 243755 members Mstep: Class 10 contains 2724 members Mstep: Class 11 contains 50615 members Mstep: Class 13 contains 3601 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3456 members Mstep: Class 18 contains 2992 members Mstep: Class 19 contains 66306 members Mstep: Class 20 contains 5512 members Entering Unmasked Estep ConsiderDeletion Score: -55405668.000000 Penalty: 48412.968750 Iteration 15Q: 16 clusters Score -5.540567e+07 nChanged 3836 Entering Unmasked Mstep Mstep: Class 0 contains 241 members Mstep: Class 1 contains 1181 members Mstep: Class 3 contains 37490 members Mstep: Class 4 contains 8340 members Mstep: Class 5 contains 3724 members Mstep: Class 6 contains 2724 members Mstep: Class 7 contains 13361 members Mstep: Class 9 contains 245456 members Mstep: Class 10 contains 2447 members Mstep: Class 11 contains 50870 members Mstep: Class 13 contains 3532 members Mstep: Class 15 contains 1198 members Mstep: Class 16 contains 3381 members Mstep: Class 18 contains 2987 members Mstep: Class 19 contains 66356 members Mstep: Class 20 contains 5470 members Entering Unmasked Estep ConsiderDeletion Score: -55407256.000000 Penalty: 48412.968750 Iteration 16Q: 16 clusters Score -5.540726e+07 nChanged 3161 Entering Unmasked Mstep Mstep: Class 0 contains 241 members Mstep: Class 1 contains 1179 members Mstep: Class 3 contains 36121 members Mstep: Class 4 contains 8415 members Mstep: Class 5 contains 3722 members Mstep: Class 6 contains 2790 members Mstep: Class 7 contains 13388 members Mstep: Class 9 contains 246829 members Mstep: Class 10 contains 2247 members Mstep: Class 11 contains 51045 members Mstep: Class 13 contains 3462 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3324 members Mstep: Class 18 contains 2974 members Mstep: Class 19 contains 66404 members Mstep: Class 20 contains 5418 members Entering Unmasked Estep ConsiderDeletion Score: -55408536.000000 Penalty: 48412.968750 Iteration 17Q: 16 clusters Score -5.540854e+07 nChanged 2715 Entering Unmasked Mstep Mstep: Class 0 contains 241 members Mstep: Class 1 contains 1179 members Mstep: Class 3 contains 35022 members Mstep: Class 4 contains 8482 members Mstep: Class 5 contains 3723 members Mstep: Class 6 contains 2878 members Mstep: Class 7 contains 13386 members Mstep: Class 9 contains 247980 members Mstep: Class 10 contains 2105 members Mstep: Class 11 contains 51142 members Mstep: Class 13 contains 3372 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3290 members Mstep: Class 18 contains 2963 members Mstep: Class 19 contains 66441 members Mstep: Class 20 contains 5355 members Entering Unmasked Estep ConsiderDeletion Score: -55409516.000000 Penalty: 48412.968750 Iteration 18Q: 16 clusters Score -5.540952e+07 nChanged 2268 Entering Unmasked Mstep Mstep: Class 0 contains 241 members Mstep: Class 1 contains 1179 members Mstep: Class 3 contains 34139 members Mstep: Class 4 contains 8548 members Mstep: Class 5 contains 3724 members Mstep: Class 6 contains 2970 members Mstep: Class 7 contains 13401 members Mstep: Class 9 contains 248881 members Mstep: Class 10 contains 2009 members Mstep: Class 11 contains 51199 members Mstep: Class 13 contains 3286 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3262 members Mstep: Class 18 contains 2960 members Mstep: Class 19 contains 66480 members Mstep: Class 20 contains 5280 members Entering Unmasked Estep ConsiderDeletion Score: -55410392.000000 Penalty: 48412.968750 Iteration 19Q: 16 clusters Score -5.541039e+07 nChanged 1963 Entering Unmasked Mstep Mstep: Class 0 contains 241 members Mstep: Class 1 contains 1179 members Mstep: Class 3 contains 33416 members Mstep: Class 4 contains 8603 members Mstep: Class 5 contains 3722 members Mstep: Class 6 contains 3074 members Mstep: Class 7 contains 13419 members Mstep: Class 9 contains 249572 members Mstep: Class 10 contains 1959 members Mstep: Class 11 contains 51230 members Mstep: Class 13 contains 3212 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3251 members Mstep: Class 18 contains 2958 members Mstep: Class 19 contains 66518 members Mstep: Class 20 contains 5205 members Entering Unmasked Estep ConsiderDeletion Score: -55411672.000000 Penalty: 48412.968750 Iteration 20F: 16 clusters Score -5.541167e+07 nChanged 2078 Entering Unmasked Mstep Mstep: Class 0 contains 235 members Mstep: Class 1 contains 1185 members Mstep: Class 3 contains 32785 members Mstep: Class 4 contains 8665 members Mstep: Class 5 contains 3721 members Mstep: Class 6 contains 3230 members Mstep: Class 7 contains 13454 members Mstep: Class 9 contains 249704 members Mstep: Class 10 contains 1943 members Mstep: Class 11 contains 51580 members Mstep: Class 13 contains 3145 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3248 members Mstep: Class 18 contains 2954 members Mstep: Class 19 contains 66548 members Mstep: Class 20 contains 5162 members Entering Unmasked Estep ConsiderDeletion Score: -55412700.000000 Penalty: 48412.968750 Iteration 21Q: 16 clusters Score -5.54127e+07 nChanged 1780 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 1186 members Mstep: Class 3 contains 32295 members Mstep: Class 4 contains 8720 members Mstep: Class 5 contains 3722 members Mstep: Class 6 contains 3388 members Mstep: Class 7 contains 13504 members Mstep: Class 9 contains 249802 members Mstep: Class 10 contains 1938 members Mstep: Class 11 contains 51781 members Mstep: Class 13 contains 3082 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3235 members Mstep: Class 18 contains 2955 members Mstep: Class 19 contains 66570 members Mstep: Class 20 contains 5147 members Entering Unmasked Estep ConsiderDeletion Score: -55413176.000000 Penalty: 48412.968750 Iteration 22Q: 16 clusters Score -5.541318e+07 nChanged 1437 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 1186 members Mstep: Class 3 contains 31866 members Mstep: Class 4 contains 8775 members Mstep: Class 5 contains 3722 members Mstep: Class 6 contains 3524 members Mstep: Class 7 contains 13545 members Mstep: Class 9 contains 249888 members Mstep: Class 10 contains 1955 members Mstep: Class 11 contains 51903 members Mstep: Class 13 contains 3041 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3230 members Mstep: Class 18 contains 2955 members Mstep: Class 19 contains 66590 members Mstep: Class 20 contains 5145 members Entering Unmasked Estep ConsiderDeletion Score: -55413532.000000 Penalty: 48412.968750 Iteration 23Q: 16 clusters Score -5.541353e+07 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 1186 members Mstep: Class 3 contains 31490 members Mstep: Class 4 contains 8830 members Mstep: Class 5 contains 3723 members Mstep: Class 6 contains 3645 members Mstep: Class 7 contains 13585 members Mstep: Class 9 contains 249964 members Mstep: Class 10 contains 1966 members Mstep: Class 11 contains 51994 members Mstep: Class 13 contains 2992 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3227 members Mstep: Class 18 contains 2960 members Mstep: Class 19 contains 66614 members Mstep: Class 20 contains 5149 members Entering Unmasked Estep ConsiderDeletion Score: -55414088.000000 Penalty: 48412.968750 Iteration 24Q: 16 clusters Score -5.541409e+07 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 1186 members Mstep: Class 3 contains 31152 members Mstep: Class 4 contains 8869 members Mstep: Class 5 contains 3723 members Mstep: Class 6 contains 3751 members Mstep: Class 7 contains 13625 members Mstep: Class 9 contains 250038 members Mstep: Class 10 contains 2014 members Mstep: Class 11 contains 52073 members Mstep: Class 13 contains 2950 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3227 members Mstep: Class 18 contains 2953 members Mstep: Class 19 contains 66620 members Mstep: Class 20 contains 5144 members Entering Unmasked Estep ConsiderDeletion Score: -55414416.000000 Penalty: 48412.968750 Iteration 25Q: 16 clusters Score -5.541442e+07 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 1186 members Mstep: Class 3 contains 30869 members Mstep: Class 4 contains 8905 members Mstep: Class 5 contains 3722 members Mstep: Class 6 contains 3846 members Mstep: Class 7 contains 13663 members Mstep: Class 9 contains 250078 members Mstep: Class 10 contains 2076 members Mstep: Class 11 contains 52116 members Mstep: Class 13 contains 2916 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3221 members Mstep: Class 18 contains 2951 members Mstep: Class 19 contains 66637 members Mstep: Class 20 contains 5139 members Entering Unmasked Estep ConsiderDeletion Score: -55414604.000000 Penalty: 48412.968750 Iteration 26Q: 16 clusters Score -5.54146e+07 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 1186 members Mstep: Class 3 contains 30634 members Mstep: Class 4 contains 8925 members Mstep: Class 5 contains 3721 members Mstep: Class 6 contains 3933 members Mstep: Class 7 contains 13699 members Mstep: Class 9 contains 250099 members Mstep: Class 10 contains 2139 members Mstep: Class 11 contains 52159 members Mstep: Class 13 contains 2869 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3217 members Mstep: Class 18 contains 2949 members Mstep: Class 19 contains 66653 members Mstep: Class 20 contains 5142 members Entering Unmasked Estep ConsiderDeletion Score: -55414704.000000 Penalty: 48412.968750 Iteration 27Q: 16 clusters Score -5.54147e+07 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 1186 members Mstep: Class 3 contains 30405 members Mstep: Class 4 contains 8940 members Mstep: Class 5 contains 3720 members Mstep: Class 6 contains 4001 members Mstep: Class 7 contains 13737 members Mstep: Class 9 contains 250150 members Mstep: Class 10 contains 2206 members Mstep: Class 11 contains 52176 members Mstep: Class 13 contains 2840 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3212 members Mstep: Class 18 contains 2950 members Mstep: Class 19 contains 66660 members Mstep: Class 20 contains 5142 members Entering Unmasked Estep ConsiderDeletion Score: -55414912.000000 Penalty: 48412.968750 Iteration 28Q: 16 clusters Score -5.541491e+07 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 1186 members Mstep: Class 3 contains 30183 members Mstep: Class 4 contains 8948 members Mstep: Class 5 contains 3723 members Mstep: Class 6 contains 4057 members Mstep: Class 7 contains 13766 members Mstep: Class 9 contains 250215 members Mstep: Class 10 contains 2273 members Mstep: Class 11 contains 52194 members Mstep: Class 13 contains 2816 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3206 members Mstep: Class 18 contains 2951 members Mstep: Class 19 contains 66664 members Mstep: Class 20 contains 5143 members Entering Unmasked Estep ConsiderDeletion Score: -55415008.000000 Penalty: 48412.968750 Iteration 29Q: 16 clusters Score -5.541501e+07 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 1186 members Mstep: Class 3 contains 29975 members Mstep: Class 4 contains 8950 members Mstep: Class 5 contains 3723 members Mstep: Class 6 contains 4115 members Mstep: Class 7 contains 13807 members Mstep: Class 9 contains 250233 members Mstep: Class 10 contains 2332 members Mstep: Class 11 contains 52221 members Mstep: Class 13 contains 2802 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3207 members Mstep: Class 18 contains 2953 members Mstep: Class 19 contains 66677 members Mstep: Class 20 contains 5144 members Entering Unmasked Estep ConsiderDeletion Score: -55415128.000000 Penalty: 48412.968750 Iteration 30Q: 16 clusters Score -5.541513e+07 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 1186 members Mstep: Class 3 contains 29818 members Mstep: Class 4 contains 8955 members Mstep: Class 5 contains 3723 members Mstep: Class 6 contains 4177 members Mstep: Class 7 contains 13849 members Mstep: Class 9 contains 250213 members Mstep: Class 10 contains 2384 members Mstep: Class 11 contains 52244 members Mstep: Class 13 contains 2788 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3209 members Mstep: Class 18 contains 2952 members Mstep: Class 19 contains 66680 members Mstep: Class 20 contains 5147 members Entering Unmasked Estep ConsiderDeletion Score: -55415164.000000 Penalty: 48412.968750 Iteration 31Q: 16 clusters Score -5.541516e+07 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 1186 members Mstep: Class 3 contains 29677 members Mstep: Class 4 contains 8962 members Mstep: Class 5 contains 3724 members Mstep: Class 6 contains 4238 members Mstep: Class 7 contains 13875 members Mstep: Class 9 contains 250219 members Mstep: Class 10 contains 2425 members Mstep: Class 11 contains 52253 members Mstep: Class 13 contains 2776 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3208 members Mstep: Class 18 contains 2952 members Mstep: Class 19 contains 66684 members Mstep: Class 20 contains 5146 members Entering Unmasked Estep ConsiderDeletion Score: -55415292.000000 Penalty: 48412.968750 Iteration 32Q: 16 clusters Score -5.541529e+07 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 1186 members Mstep: Class 3 contains 29568 members Mstep: Class 4 contains 8968 members Mstep: Class 5 contains 3723 members Mstep: Class 6 contains 4298 members Mstep: Class 7 contains 13904 members Mstep: Class 9 contains 250188 members Mstep: Class 10 contains 2473 members Mstep: Class 11 contains 52261 members Mstep: Class 13 contains 2762 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3209 members Mstep: Class 18 contains 2952 members Mstep: Class 19 contains 66684 members Mstep: Class 20 contains 5149 members Entering Unmasked Estep ConsiderDeletion Score: -55415328.000000 Penalty: 48412.968750 Iteration 33Q: 16 clusters Score -5.541533e+07 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 1186 members Mstep: Class 3 contains 29457 members Mstep: Class 4 contains 8973 members Mstep: Class 5 contains 3723 members Mstep: Class 6 contains 4350 members Mstep: Class 7 contains 13932 members Mstep: Class 9 contains 250181 members Mstep: Class 10 contains 2502 members Mstep: Class 11 contains 52272 members Mstep: Class 13 contains 2750 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3212 members Mstep: Class 18 contains 2951 members Mstep: Class 19 contains 66686 members Mstep: Class 20 contains 5150 members Entering Unmasked Estep ConsiderDeletion Score: -55415348.000000 Penalty: 48412.968750 Iteration 34Q: 16 clusters Score -5.541535e+07 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 1186 members Mstep: Class 3 contains 29363 members Mstep: Class 4 contains 8979 members Mstep: Class 5 contains 3724 members Mstep: Class 6 contains 4397 members Mstep: Class 7 contains 13964 members Mstep: Class 9 contains 250130 members Mstep: Class 10 contains 2542 members Mstep: Class 11 contains 52283 members Mstep: Class 13 contains 2744 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3219 members Mstep: Class 18 contains 2950 members Mstep: Class 19 contains 66693 members Mstep: Class 20 contains 5151 members Entering Unmasked Estep ConsiderDeletion Score: -55415432.000000 Penalty: 48412.968750 Iteration 35Q: 16 clusters Score -5.541543e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 1186 members Mstep: Class 3 contains 29273 members Mstep: Class 4 contains 8986 members Mstep: Class 5 contains 3723 members Mstep: Class 6 contains 4435 members Mstep: Class 7 contains 13991 members Mstep: Class 9 contains 250113 members Mstep: Class 10 contains 2568 members Mstep: Class 11 contains 52293 members Mstep: Class 13 contains 2736 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3215 members Mstep: Class 18 contains 2950 members Mstep: Class 19 contains 66700 members Mstep: Class 20 contains 5156 members Entering Unmasked Estep ConsiderDeletion Score: -55415348.000000 Penalty: 48412.968750 Iteration 36Q: 16 clusters Score -5.541535e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 1186 members Mstep: Class 3 contains 29194 members Mstep: Class 4 contains 8989 members Mstep: Class 5 contains 3723 members Mstep: Class 6 contains 4477 members Mstep: Class 7 contains 14016 members Mstep: Class 9 contains 250106 members Mstep: Class 10 contains 2585 members Mstep: Class 11 contains 52299 members Mstep: Class 13 contains 2724 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3211 members Mstep: Class 18 contains 2950 members Mstep: Class 19 contains 66705 members Mstep: Class 20 contains 5160 members Entering Unmasked Estep ConsiderDeletion Score: -55415352.000000 Penalty: 48412.968750 Iteration 37Q: 16 clusters Score -5.541535e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 1186 members Mstep: Class 3 contains 29124 members Mstep: Class 4 contains 8993 members Mstep: Class 5 contains 3724 members Mstep: Class 6 contains 4508 members Mstep: Class 7 contains 14042 members Mstep: Class 9 contains 250099 members Mstep: Class 10 contains 2604 members Mstep: Class 11 contains 52308 members Mstep: Class 13 contains 2712 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3207 members Mstep: Class 18 contains 2950 members Mstep: Class 19 contains 66706 members Mstep: Class 20 contains 5162 members Entering Unmasked Estep ConsiderDeletion Score: -55415416.000000 Penalty: 48412.968750 Iteration 38Q: 16 clusters Score -5.541542e+07 nChanged 189 Entering ConstructFrom: Score: -55415416.000000 Penalty: 48412.968750 Entering ConstructFrom: Trying to split cluster 1 (1186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Entering Unmasked Estep Score: -120110.703125 Penalty: 1755.428711 Iteration 0F: 2 clusters Score -120110.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -118214.687500 Penalty: 3510.857422 Iteration 0F: 3 clusters Score -118214.7 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -119170.648438 Penalty: 3510.857422 Iteration 1F: 3 clusters Score -119170.6 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -119906.414062 Penalty: 3510.857422 Iteration 2F: 3 clusters Score -119906.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -120470.695312 Penalty: 3510.857422 Iteration 3F: 3 clusters Score -120470.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -120996.203125 Penalty: 3510.857422 Iteration 4F: 3 clusters Score -120996.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -121307.695312 Penalty: 3510.857422 Iteration 5F: 3 clusters Score -121307.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -121539.203125 Penalty: 3510.857422 Iteration 6Q: 3 clusters Score -121539.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -121890.601562 Penalty: 3510.857422 Iteration 7Q: 3 clusters Score -121890.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -122117.046875 Penalty: 3510.857422 Iteration 8Q: 3 clusters Score -122117 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -122180.937500 Penalty: 3510.857422 Iteration 9Q: 3 clusters Score -122180.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -122216.820312 Penalty: 3510.857422 Iteration 10Q: 3 clusters Score -122216.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -122243.390625 Penalty: 3510.857422 Iteration 11Q: 3 clusters Score -122243.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -122262.742188 Penalty: 3510.857422 Iteration 12Q: 3 clusters Score -122262.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -122277.554688 Penalty: 3510.857422 Iteration 13Q: 3 clusters Score -122277.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -122286.468750 Penalty: 3510.857422 Iteration 14Q: 3 clusters Score -122286.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -122298.750000 Penalty: 3510.857422 Iteration 15Q: 3 clusters Score -122298.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -122303.257812 Penalty: 3510.857422 Iteration 16Q: 3 clusters Score -122303.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -122304.546875 Penalty: 3510.857422 Iteration 17Q: 3 clusters Score -122304.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -122305.359375 Penalty: 3510.857422 Iteration 18Q: 3 clusters Score -122305.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -122305.835938 Penalty: 3510.857422 Iteration 19Q: 3 clusters Score -122305.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -122307.382812 Penalty: 3510.857422 Iteration 20F: 3 clusters Score -122307.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -122310.187500 Penalty: 3510.857422 Iteration 21Q: 3 clusters Score -122310.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -122310.187500 Penalty: 3510.857422 Iteration 22F: 3 clusters Score -122310.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 816 members Mstep: Class 3 contains 29043 members Mstep: Class 4 contains 8997 members Mstep: Class 5 contains 3724 members Mstep: Class 6 contains 4540 members Mstep: Class 7 contains 14059 members Mstep: Class 9 contains 250113 members Mstep: Class 10 contains 2624 members Mstep: Class 11 contains 52310 members Mstep: Class 13 contains 2707 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3208 members Mstep: Class 18 contains 2949 members Mstep: Class 19 contains 66702 members Mstep: Class 20 contains 5163 members Entering Unmasked Estep Score: -55416172.000000 Penalty: 51640.500000 Splitting cluster 1 changes total score from -55415416.000000 to -55416172.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 3 (29043 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29043 members Entering Unmasked Estep Score: -3580352.500000 Penalty: 2548.580322 Iteration 0F: 2 clusters Score -3580352 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14493 members Mstep: Class 2 contains 14550 members Entering Unmasked Estep Score: -3560396.500000 Penalty: 5097.160645 Iteration 0F: 3 clusters Score -3560396 nChanged 13174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14429 members Mstep: Class 2 contains 14614 members Entering Unmasked Estep Score: -3567658.250000 Penalty: 5097.160645 Iteration 1F: 3 clusters Score -3567658 nChanged 1322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14427 members Mstep: Class 2 contains 14616 members Entering Unmasked Estep Score: -3568121.250000 Penalty: 5097.160645 Iteration 2Q: 3 clusters Score -3568121 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14333 members Mstep: Class 2 contains 14710 members Entering Unmasked Estep Score: -3568634.750000 Penalty: 5097.160645 Iteration 3Q: 3 clusters Score -3568635 nChanged 1237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14100 members Mstep: Class 2 contains 14943 members Entering Unmasked Estep Score: -3569163.750000 Penalty: 5097.160645 Iteration 4Q: 3 clusters Score -3569164 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13723 members Mstep: Class 2 contains 15320 members Entering Unmasked Estep Score: -3569667.500000 Penalty: 5097.160645 Iteration 5Q: 3 clusters Score -3569668 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13186 members Mstep: Class 2 contains 15857 members Entering Unmasked Estep Score: -3570198.750000 Penalty: 5097.160645 Iteration 6Q: 3 clusters Score -3570199 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12405 members Mstep: Class 2 contains 16638 members Entering Unmasked Estep Score: -3570851.500000 Penalty: 5097.160645 Iteration 7Q: 3 clusters Score -3570852 nChanged 1436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11423 members Mstep: Class 2 contains 17620 members Entering Unmasked Estep Score: -3571571.750000 Penalty: 5097.160645 Iteration 8Q: 3 clusters Score -3571572 nChanged 1493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10220 members Mstep: Class 2 contains 18823 members Entering Unmasked Estep Score: -3572455.500000 Penalty: 5097.160645 Iteration 9F: 3 clusters Score -3572456 nChanged 1555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8869 members Mstep: Class 2 contains 20174 members Entering Unmasked Estep Score: -3573441.250000 Penalty: 5097.160645 Iteration 10F: 3 clusters Score -3573441 nChanged 1487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7492 members Mstep: Class 2 contains 21551 members Entering Unmasked Estep Score: -3574549.750000 Penalty: 5097.160645 Iteration 11F: 3 clusters Score -3574550 nChanged 1402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6154 members Mstep: Class 2 contains 22889 members Entering Unmasked Estep Score: -3575737.750000 Penalty: 5097.160645 Iteration 12Q: 3 clusters Score -3575738 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 24042 members Entering Unmasked Estep Score: -3576899.500000 Penalty: 5097.160645 Iteration 13Q: 3 clusters Score -3576900 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 24867 members Entering Unmasked Estep Score: -3577726.750000 Penalty: 5097.160645 Iteration 14Q: 3 clusters Score -3577727 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 25422 members Entering Unmasked Estep Score: -3578200.500000 Penalty: 5097.160645 Iteration 15Q: 3 clusters Score -3578200 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 25814 members Entering Unmasked Estep Score: -3578461.000000 Penalty: 5097.160645 Iteration 16Q: 3 clusters Score -3578461 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 26120 members Entering Unmasked Estep Score: -3578649.000000 Penalty: 5097.160645 Iteration 17Q: 3 clusters Score -3578649 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 26349 members Entering Unmasked Estep Score: -3578769.500000 Penalty: 5097.160645 Iteration 18Q: 3 clusters Score -3578770 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 26517 members Entering Unmasked Estep Score: -3578837.500000 Penalty: 5097.160645 Iteration 19Q: 3 clusters Score -3578838 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 26649 members Entering Unmasked Estep Score: -3578882.500000 Penalty: 5097.160645 Iteration 20F: 3 clusters Score -3578882 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 26742 members Entering Unmasked Estep Score: -3578902.250000 Penalty: 5097.160645 Iteration 21Q: 3 clusters Score -3578902 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 26810 members Entering Unmasked Estep Score: -3578925.500000 Penalty: 5097.160645 Iteration 22Q: 3 clusters Score -3578926 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 26867 members Entering Unmasked Estep Score: -3578933.000000 Penalty: 5097.160645 Iteration 23Q: 3 clusters Score -3578933 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 26907 members Entering Unmasked Estep Score: -3578945.750000 Penalty: 5097.160645 Iteration 24Q: 3 clusters Score -3578946 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 26938 members Entering Unmasked Estep Score: -3578958.000000 Penalty: 5097.160645 Iteration 25Q: 3 clusters Score -3578958 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 26972 members Entering Unmasked Estep Score: -3578970.750000 Penalty: 5097.160645 Iteration 26Q: 3 clusters Score -3578971 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 26987 members Entering Unmasked Estep Score: -3578968.500000 Penalty: 5097.160645 Iteration 27Q: 3 clusters Score -3578968 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 26997 members Entering Unmasked Estep Score: -3578966.750000 Penalty: 5097.160645 Iteration 28Q: 3 clusters Score -3578967 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 27004 members Entering Unmasked Estep Score: -3578965.250000 Penalty: 5097.160645 Iteration 29Q: 3 clusters Score -3578965 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 27010 members Entering Unmasked Estep Score: -3578971.000000 Penalty: 5097.160645 Iteration 30Q: 3 clusters Score -3578971 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 27016 members Entering Unmasked Estep Score: -3578974.000000 Penalty: 5097.160645 Iteration 31Q: 3 clusters Score -3578974 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 27021 members Entering Unmasked Estep Score: -3578979.750000 Penalty: 5097.160645 Iteration 32Q: 3 clusters Score -3578980 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 27029 members Entering Unmasked Estep Score: -3578980.250000 Penalty: 5097.160645 Iteration 33Q: 3 clusters Score -3578980 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 27036 members Entering Unmasked Estep Score: -3578985.750000 Penalty: 5097.160645 Iteration 34Q: 3 clusters Score -3578986 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 27048 members Entering Unmasked Estep Score: -3578987.000000 Penalty: 5097.160645 Iteration 35Q: 3 clusters Score -3578987 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 27061 members Entering Unmasked Estep Score: -3578989.250000 Penalty: 5097.160645 Iteration 36Q: 3 clusters Score -3578989 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 27071 members Entering Unmasked Estep Score: -3578988.750000 Penalty: 5097.160645 Iteration 37Q: 3 clusters Score -3578989 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 27083 members Entering Unmasked Estep Score: -3578999.000000 Penalty: 5097.160645 Iteration 38Q: 3 clusters Score -3578999 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 27096 members Entering Unmasked Estep Score: -3578993.500000 Penalty: 5097.160645 Iteration 39Q: 3 clusters Score -3578994 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 27111 members Entering Unmasked Estep Score: -3579004.000000 Penalty: 5097.160645 Iteration 40F: 3 clusters Score -3579004 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 27130 members Entering Unmasked Estep Score: -3579007.250000 Penalty: 5097.160645 Iteration 41Q: 3 clusters Score -3579007 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 27141 members Entering Unmasked Estep Score: -3579006.750000 Penalty: 5097.160645 Iteration 42Q: 3 clusters Score -3579007 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 27147 members Entering Unmasked Estep Score: -3579009.500000 Penalty: 5097.160645 Iteration 43Q: 3 clusters Score -3579010 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 27150 members Entering Unmasked Estep Score: -3579009.250000 Penalty: 5097.160645 Iteration 44Q: 3 clusters Score -3579009 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 27152 members Entering Unmasked Estep Score: -3579009.000000 Penalty: 5097.160645 Iteration 45Q: 3 clusters Score -3579009 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 27154 members Entering Unmasked Estep Score: -3579011.500000 Penalty: 5097.160645 Iteration 46Q: 3 clusters Score -3579012 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 27154 members Entering Unmasked Estep Score: -3579011.500000 Penalty: 5097.160645 Iteration 47F: 3 clusters Score -3579012 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (8997 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8997 members Entering Unmasked Estep Score: -1148688.500000 Penalty: 2257.952393 Iteration 0F: 2 clusters Score -1148688 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -1141742.500000 Penalty: 4515.904785 Iteration 0F: 3 clusters Score -1141742 nChanged 3637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -1143726.000000 Penalty: 4515.904785 Iteration 1F: 3 clusters Score -1143726 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -1144101.375000 Penalty: 4515.904785 Iteration 2F: 3 clusters Score -1144101 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4719 members Mstep: Class 2 contains 4278 members Entering Unmasked Estep Score: -1144420.125000 Penalty: 4515.904785 Iteration 3F: 3 clusters Score -1144420 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4869 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -1144782.375000 Penalty: 4515.904785 Iteration 4F: 3 clusters Score -1144782 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -1145196.000000 Penalty: 4515.904785 Iteration 5F: 3 clusters Score -1145196 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5386 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -1145666.125000 Penalty: 4515.904785 Iteration 6F: 3 clusters Score -1145666 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5773 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -1146172.125000 Penalty: 4515.904785 Iteration 7F: 3 clusters Score -1146172 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6181 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -1146607.250000 Penalty: 4515.904785 Iteration 8F: 3 clusters Score -1146607 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6556 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -1146948.750000 Penalty: 4515.904785 Iteration 9F: 3 clusters Score -1146949 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6848 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -1147160.500000 Penalty: 4515.904785 Iteration 10Q: 3 clusters Score -1147160 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7072 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -1147297.125000 Penalty: 4515.904785 Iteration 11Q: 3 clusters Score -1147297 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7243 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -1147394.000000 Penalty: 4515.904785 Iteration 12Q: 3 clusters Score -1147394 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7387 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -1147468.750000 Penalty: 4515.904785 Iteration 13Q: 3 clusters Score -1147469 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7494 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -1147515.625000 Penalty: 4515.904785 Iteration 14Q: 3 clusters Score -1147516 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7574 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -1147549.625000 Penalty: 4515.904785 Iteration 15Q: 3 clusters Score -1147550 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7628 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -1147572.125000 Penalty: 4515.904785 Iteration 16Q: 3 clusters Score -1147572 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7683 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -1147597.750000 Penalty: 4515.904785 Iteration 17Q: 3 clusters Score -1147598 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7725 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -1147618.250000 Penalty: 4515.904785 Iteration 18Q: 3 clusters Score -1147618 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7753 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -1147626.875000 Penalty: 4515.904785 Iteration 19Q: 3 clusters Score -1147627 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7774 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -1147631.250000 Penalty: 4515.904785 Iteration 20F: 3 clusters Score -1147631 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7787 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -1147632.375000 Penalty: 4515.904785 Iteration 21Q: 3 clusters Score -1147632 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7798 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -1147638.125000 Penalty: 4515.904785 Iteration 22Q: 3 clusters Score -1147638 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7813 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -1147644.500000 Penalty: 4515.904785 Iteration 23Q: 3 clusters Score -1147644 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7832 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -1147650.625000 Penalty: 4515.904785 Iteration 24Q: 3 clusters Score -1147651 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7843 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -1147654.875000 Penalty: 4515.904785 Iteration 25Q: 3 clusters Score -1147655 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7853 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -1147659.375000 Penalty: 4515.904785 Iteration 26Q: 3 clusters Score -1147659 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7863 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -1147662.625000 Penalty: 4515.904785 Iteration 27Q: 3 clusters Score -1147663 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7876 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -1147667.250000 Penalty: 4515.904785 Iteration 28Q: 3 clusters Score -1147667 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7884 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -1147668.125000 Penalty: 4515.904785 Iteration 29Q: 3 clusters Score -1147668 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7890 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -1147670.125000 Penalty: 4515.904785 Iteration 30Q: 3 clusters Score -1147670 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7894 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -1147672.500000 Penalty: 4515.904785 Iteration 31Q: 3 clusters Score -1147672 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7899 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -1147670.375000 Penalty: 4515.904785 Iteration 32Q: 3 clusters Score -1147670 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7902 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -1147671.500000 Penalty: 4515.904785 Iteration 33Q: 3 clusters Score -1147672 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7904 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -1147670.500000 Penalty: 4515.904785 Iteration 34Q: 3 clusters Score -1147670 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7907 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -1147671.250000 Penalty: 4515.904785 Iteration 35Q: 3 clusters Score -1147671 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7910 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -1147673.000000 Penalty: 4515.904785 Iteration 36Q: 3 clusters Score -1147673 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7911 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -1147675.500000 Penalty: 4515.904785 Iteration 37Q: 3 clusters Score -1147676 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7912 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -1147674.500000 Penalty: 4515.904785 Iteration 38Q: 3 clusters Score -1147674 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7914 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -1147675.000000 Penalty: 4515.904785 Iteration 39Q: 3 clusters Score -1147675 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7917 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -1147676.500000 Penalty: 4515.904785 Iteration 40F: 3 clusters Score -1147676 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7922 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -1147677.500000 Penalty: 4515.904785 Iteration 41Q: 3 clusters Score -1147678 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7923 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -1147677.250000 Penalty: 4515.904785 Iteration 42Q: 3 clusters Score -1147677 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7923 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -1147677.250000 Penalty: 4515.904785 Iteration 43F: 3 clusters Score -1147677 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3724 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Entering Unmasked Estep Score: -455051.593750 Penalty: 2039.193237 Iteration 0F: 2 clusters Score -455051.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -451523.812500 Penalty: 4078.386475 Iteration 0F: 3 clusters Score -451523.8 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -454437.250000 Penalty: 4078.386475 Iteration 1F: 3 clusters Score -454437.2 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -457598.218750 Penalty: 4078.386475 Iteration 2F: 3 clusters Score -457598.2 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -459030.343750 Penalty: 4078.386475 Iteration 3F: 3 clusters Score -459030.3 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -459310.343750 Penalty: 4078.386475 Iteration 4Q: 3 clusters Score -459310.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -459381.187500 Penalty: 4078.386475 Iteration 5Q: 3 clusters Score -459381.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -459426.750000 Penalty: 4078.386475 Iteration 6Q: 3 clusters Score -459426.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -459432.843750 Penalty: 4078.386475 Iteration 7Q: 3 clusters Score -459432.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -459434.312500 Penalty: 4078.386475 Iteration 8Q: 3 clusters Score -459434.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -459436.593750 Penalty: 4078.386475 Iteration 9Q: 3 clusters Score -459436.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -459436.593750 Penalty: 4078.386475 Iteration 10F: 3 clusters Score -459436.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 816 members Mstep: Class 3 contains 29043 members Mstep: Class 4 contains 8997 members Mstep: Class 5 contains 3502 members Mstep: Class 6 contains 4540 members Mstep: Class 7 contains 14059 members Mstep: Class 8 contains 222 members Mstep: Class 9 contains 250113 members Mstep: Class 10 contains 2624 members Mstep: Class 11 contains 52310 members Mstep: Class 13 contains 2707 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3208 members Mstep: Class 18 contains 2949 members Mstep: Class 19 contains 66702 members Mstep: Class 20 contains 5163 members Entering Unmasked Estep Score: -55419552.000000 Penalty: 54868.031250 Splitting cluster 5 changes total score from -55415416.000000 to -55419552.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 6 (4540 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Entering Unmasked Estep Score: -582928.312500 Penalty: 2088.329102 Iteration 0F: 2 clusters Score -582928.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -578683.750000 Penalty: 4176.658203 Iteration 0F: 3 clusters Score -578683.8 nChanged 1713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -579591.687500 Penalty: 4176.658203 Iteration 1F: 3 clusters Score -579591.7 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -579829.812500 Penalty: 4176.658203 Iteration 2F: 3 clusters Score -579829.8 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -579976.562500 Penalty: 4176.658203 Iteration 3F: 3 clusters Score -579976.6 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -580091.937500 Penalty: 4176.658203 Iteration 4Q: 3 clusters Score -580091.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -580171.687500 Penalty: 4176.658203 Iteration 5Q: 3 clusters Score -580171.7 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -580245.187500 Penalty: 4176.658203 Iteration 6Q: 3 clusters Score -580245.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -580297.312500 Penalty: 4176.658203 Iteration 7Q: 3 clusters Score -580297.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -580353.750000 Penalty: 4176.658203 Iteration 8Q: 3 clusters Score -580353.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -580410.812500 Penalty: 4176.658203 Iteration 9Q: 3 clusters Score -580410.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -580471.250000 Penalty: 4176.658203 Iteration 10Q: 3 clusters Score -580471.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -580520.437500 Penalty: 4176.658203 Iteration 11Q: 3 clusters Score -580520.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -580567.562500 Penalty: 4176.658203 Iteration 12Q: 3 clusters Score -580567.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -580623.687500 Penalty: 4176.658203 Iteration 13Q: 3 clusters Score -580623.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -580683.875000 Penalty: 4176.658203 Iteration 14Q: 3 clusters Score -580683.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -580730.812500 Penalty: 4176.658203 Iteration 15Q: 3 clusters Score -580730.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -580770.000000 Penalty: 4176.658203 Iteration 16Q: 3 clusters Score -580770 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -580813.937500 Penalty: 4176.658203 Iteration 17Q: 3 clusters Score -580813.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -580851.937500 Penalty: 4176.658203 Iteration 18Q: 3 clusters Score -580851.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -580875.562500 Penalty: 4176.658203 Iteration 19Q: 3 clusters Score -580875.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -580888.937500 Penalty: 4176.658203 Iteration 20F: 3 clusters Score -580888.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -580905.437500 Penalty: 4176.658203 Iteration 21Q: 3 clusters Score -580905.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -580923.375000 Penalty: 4176.658203 Iteration 22Q: 3 clusters Score -580923.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -580939.250000 Penalty: 4176.658203 Iteration 23Q: 3 clusters Score -580939.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -580952.500000 Penalty: 4176.658203 Iteration 24Q: 3 clusters Score -580952.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -580967.000000 Penalty: 4176.658203 Iteration 25Q: 3 clusters Score -580967 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -580988.562500 Penalty: 4176.658203 Iteration 26Q: 3 clusters Score -580988.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -581003.500000 Penalty: 4176.658203 Iteration 27Q: 3 clusters Score -581003.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -581019.375000 Penalty: 4176.658203 Iteration 28Q: 3 clusters Score -581019.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -581027.937500 Penalty: 4176.658203 Iteration 29Q: 3 clusters Score -581027.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -581040.375000 Penalty: 4176.658203 Iteration 30Q: 3 clusters Score -581040.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -581049.125000 Penalty: 4176.658203 Iteration 31Q: 3 clusters Score -581049.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -581053.437500 Penalty: 4176.658203 Iteration 32Q: 3 clusters Score -581053.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -581059.812500 Penalty: 4176.658203 Iteration 33Q: 3 clusters Score -581059.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -581069.312500 Penalty: 4176.658203 Iteration 34Q: 3 clusters Score -581069.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -581072.875000 Penalty: 4176.658203 Iteration 35Q: 3 clusters Score -581072.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -581077.437500 Penalty: 4176.658203 Iteration 36Q: 3 clusters Score -581077.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -581083.562500 Penalty: 4176.658203 Iteration 37Q: 3 clusters Score -581083.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -581083.750000 Penalty: 4176.658203 Iteration 38Q: 3 clusters Score -581083.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -581083.750000 Penalty: 4176.658203 Iteration 39F: 3 clusters Score -581083.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (14059 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14059 members Entering Unmasked Estep Score: -1783299.375000 Penalty: 2368.652344 Iteration 0F: 2 clusters Score -1783299 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7008 members Mstep: Class 2 contains 7051 members Entering Unmasked Estep Score: -1773023.750000 Penalty: 4737.304688 Iteration 0F: 3 clusters Score -1773024 nChanged 6074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6650 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -1776368.500000 Penalty: 4737.304688 Iteration 1F: 3 clusters Score -1776368 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 7691 members Entering Unmasked Estep Score: -1776797.500000 Penalty: 4737.304688 Iteration 2F: 3 clusters Score -1776798 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 8051 members Entering Unmasked Estep Score: -1777219.000000 Penalty: 4737.304688 Iteration 3F: 3 clusters Score -1777219 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 8474 members Entering Unmasked Estep Score: -1777644.250000 Penalty: 4737.304688 Iteration 4F: 3 clusters Score -1777644 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 8968 members Entering Unmasked Estep Score: -1778146.125000 Penalty: 4737.304688 Iteration 5F: 3 clusters Score -1778146 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 9564 members Entering Unmasked Estep Score: -1778803.500000 Penalty: 4737.304688 Iteration 6F: 3 clusters Score -1778804 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 10165 members Entering Unmasked Estep Score: -1779480.000000 Penalty: 4737.304688 Iteration 7F: 3 clusters Score -1779480 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 10705 members Entering Unmasked Estep Score: -1780112.750000 Penalty: 4737.304688 Iteration 8Q: 3 clusters Score -1780113 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 11117 members Entering Unmasked Estep Score: -1780680.500000 Penalty: 4737.304688 Iteration 9Q: 3 clusters Score -1780680 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 11408 members Entering Unmasked Estep Score: -1781123.500000 Penalty: 4737.304688 Iteration 10Q: 3 clusters Score -1781124 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 11570 members Entering Unmasked Estep Score: -1781337.125000 Penalty: 4737.304688 Iteration 11Q: 3 clusters Score -1781337 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 11676 members Entering Unmasked Estep Score: -1781444.625000 Penalty: 4737.304688 Iteration 12Q: 3 clusters Score -1781445 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 11752 members Entering Unmasked Estep Score: -1781497.875000 Penalty: 4737.304688 Iteration 13Q: 3 clusters Score -1781498 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 11810 members Entering Unmasked Estep Score: -1781531.125000 Penalty: 4737.304688 Iteration 14Q: 3 clusters Score -1781531 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 11845 members Entering Unmasked Estep Score: -1781559.500000 Penalty: 4737.304688 Iteration 15Q: 3 clusters Score -1781560 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 11885 members Entering Unmasked Estep Score: -1781568.250000 Penalty: 4737.304688 Iteration 16Q: 3 clusters Score -1781568 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 11916 members Entering Unmasked Estep Score: -1781582.250000 Penalty: 4737.304688 Iteration 17Q: 3 clusters Score -1781582 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 11944 members Entering Unmasked Estep Score: -1781589.250000 Penalty: 4737.304688 Iteration 18Q: 3 clusters Score -1781589 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 11966 members Entering Unmasked Estep Score: -1781605.375000 Penalty: 4737.304688 Iteration 19Q: 3 clusters Score -1781605 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 12000 members Entering Unmasked Estep Score: -1781617.875000 Penalty: 4737.304688 Iteration 20F: 3 clusters Score -1781618 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 12017 members Entering Unmasked Estep Score: -1781623.000000 Penalty: 4737.304688 Iteration 21Q: 3 clusters Score -1781623 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 12036 members Entering Unmasked Estep Score: -1781628.500000 Penalty: 4737.304688 Iteration 22Q: 3 clusters Score -1781628 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 12057 members Entering Unmasked Estep Score: -1781636.375000 Penalty: 4737.304688 Iteration 23Q: 3 clusters Score -1781636 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 12078 members Entering Unmasked Estep Score: -1781645.500000 Penalty: 4737.304688 Iteration 24Q: 3 clusters Score -1781646 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 12108 members Entering Unmasked Estep Score: -1781646.125000 Penalty: 4737.304688 Iteration 25Q: 3 clusters Score -1781646 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 12135 members Entering Unmasked Estep Score: -1781654.375000 Penalty: 4737.304688 Iteration 26Q: 3 clusters Score -1781654 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 12155 members Entering Unmasked Estep Score: -1781660.625000 Penalty: 4737.304688 Iteration 27Q: 3 clusters Score -1781661 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 12184 members Entering Unmasked Estep Score: -1781666.750000 Penalty: 4737.304688 Iteration 28Q: 3 clusters Score -1781667 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 12203 members Entering Unmasked Estep Score: -1781676.375000 Penalty: 4737.304688 Iteration 29Q: 3 clusters Score -1781676 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 12226 members Entering Unmasked Estep Score: -1781674.500000 Penalty: 4737.304688 Iteration 30Q: 3 clusters Score -1781674 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 12245 members Entering Unmasked Estep Score: -1781676.625000 Penalty: 4737.304688 Iteration 31Q: 3 clusters Score -1781677 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 12262 members Entering Unmasked Estep Score: -1781685.875000 Penalty: 4737.304688 Iteration 32Q: 3 clusters Score -1781686 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 12275 members Entering Unmasked Estep Score: -1781685.375000 Penalty: 4737.304688 Iteration 33Q: 3 clusters Score -1781685 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 12283 members Entering Unmasked Estep Score: -1781688.500000 Penalty: 4737.304688 Iteration 34Q: 3 clusters Score -1781688 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 12292 members Entering Unmasked Estep Score: -1781690.500000 Penalty: 4737.304688 Iteration 35Q: 3 clusters Score -1781690 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 12299 members Entering Unmasked Estep Score: -1781694.000000 Penalty: 4737.304688 Iteration 36Q: 3 clusters Score -1781694 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 12306 members Entering Unmasked Estep Score: -1781694.125000 Penalty: 4737.304688 Iteration 37Q: 3 clusters Score -1781694 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 12315 members Entering Unmasked Estep Score: -1781695.625000 Penalty: 4737.304688 Iteration 38Q: 3 clusters Score -1781696 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 12321 members Entering Unmasked Estep Score: -1781696.750000 Penalty: 4737.304688 Iteration 39Q: 3 clusters Score -1781697 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 12329 members Entering Unmasked Estep Score: -1781695.875000 Penalty: 4737.304688 Iteration 40F: 3 clusters Score -1781696 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 12335 members Entering Unmasked Estep Score: -1781703.125000 Penalty: 4737.304688 Iteration 41Q: 3 clusters Score -1781703 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 12341 members Entering Unmasked Estep Score: -1781699.250000 Penalty: 4737.304688 Iteration 42Q: 3 clusters Score -1781699 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 12345 members Entering Unmasked Estep Score: -1781705.125000 Penalty: 4737.304688 Iteration 43Q: 3 clusters Score -1781705 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 12349 members Entering Unmasked Estep Score: -1781708.125000 Penalty: 4737.304688 Iteration 44Q: 3 clusters Score -1781708 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 12356 members Entering Unmasked Estep Score: -1781709.250000 Penalty: 4737.304688 Iteration 45Q: 3 clusters Score -1781709 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 12367 members Entering Unmasked Estep Score: -1781711.875000 Penalty: 4737.304688 Iteration 46Q: 3 clusters Score -1781712 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 12376 members Entering Unmasked Estep Score: -1781712.500000 Penalty: 4737.304688 Iteration 47Q: 3 clusters Score -1781712 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 12392 members Entering Unmasked Estep Score: -1781717.250000 Penalty: 4737.304688 Iteration 48Q: 3 clusters Score -1781717 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 12406 members Entering Unmasked Estep Score: -1781724.875000 Penalty: 4737.304688 Iteration 49Q: 3 clusters Score -1781725 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 12413 members Entering Unmasked Estep Score: -1781727.125000 Penalty: 4737.304688 Iteration 50Q: 3 clusters Score -1781727 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 12419 members Entering Unmasked Estep Score: -1781729.625000 Penalty: 4737.304688 Iteration 51Q: 3 clusters Score -1781730 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 12426 members Entering Unmasked Estep Score: -1781729.750000 Penalty: 4737.304688 Iteration 52Q: 3 clusters Score -1781730 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 12431 members Entering Unmasked Estep Score: -1781731.375000 Penalty: 4737.304688 Iteration 53Q: 3 clusters Score -1781731 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 12436 members Entering Unmasked Estep Score: -1781732.500000 Penalty: 4737.304688 Iteration 54Q: 3 clusters Score -1781732 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 12446 members Entering Unmasked Estep Score: -1781733.500000 Penalty: 4737.304688 Iteration 55Q: 3 clusters Score -1781734 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 12456 members Entering Unmasked Estep Score: -1781735.000000 Penalty: 4737.304688 Iteration 56Q: 3 clusters Score -1781735 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 12466 members Entering Unmasked Estep Score: -1781737.500000 Penalty: 4737.304688 Iteration 57Q: 3 clusters Score -1781738 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 12473 members Entering Unmasked Estep Score: -1781742.500000 Penalty: 4737.304688 Iteration 58Q: 3 clusters Score -1781742 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 12476 members Entering Unmasked Estep Score: -1781740.500000 Penalty: 4737.304688 Iteration 59Q: 3 clusters Score -1781740 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 12477 members Entering Unmasked Estep Score: -1781741.375000 Penalty: 4737.304688 Iteration 60F: 3 clusters Score -1781741 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 12478 members Entering Unmasked Estep Score: -1781743.375000 Penalty: 4737.304688 Iteration 61Q: 3 clusters Score -1781743 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 12479 members Entering Unmasked Estep Score: -1781743.125000 Penalty: 4737.304688 Iteration 62Q: 3 clusters Score -1781743 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 12479 members Entering Unmasked Estep Score: -1781743.125000 Penalty: 4737.304688 Iteration 63F: 3 clusters Score -1781743 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (250113 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250113 members Entering Unmasked Estep Score: -31199090.000000 Penalty: 3082.557861 Iteration 0F: 2 clusters Score -3.119909e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124886 members Mstep: Class 2 contains 125227 members Entering Unmasked Estep Score: -31040550.000000 Penalty: 6165.115723 Iteration 0F: 3 clusters Score -3.104055e+07 nChanged 120217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122857 members Mstep: Class 2 contains 127256 members Entering Unmasked Estep Score: -31111318.000000 Penalty: 6165.115723 Iteration 1F: 3 clusters Score -3.111132e+07 nChanged 7503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122304 members Mstep: Class 2 contains 127809 members Entering Unmasked Estep Score: -31113254.000000 Penalty: 6165.115723 Iteration 2Q: 3 clusters Score -3.111325e+07 nChanged 8530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121552 members Mstep: Class 2 contains 128561 members Entering Unmasked Estep Score: -31115892.000000 Penalty: 6165.115723 Iteration 3Q: 3 clusters Score -3.111589e+07 nChanged 10127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120587 members Mstep: Class 2 contains 129526 members Entering Unmasked Estep Score: -31119584.000000 Penalty: 6165.115723 Iteration 4Q: 3 clusters Score -3.111958e+07 nChanged 12156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119159 members Mstep: Class 2 contains 130954 members Entering Unmasked Estep Score: -31125464.000000 Penalty: 6165.115723 Iteration 5Q: 3 clusters Score -3.112546e+07 nChanged 14577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117044 members Mstep: Class 2 contains 133069 members Entering Unmasked Estep Score: -31134298.000000 Penalty: 6165.115723 Iteration 6F: 3 clusters Score -3.11343e+07 nChanged 16070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114054 members Mstep: Class 2 contains 136059 members Entering Unmasked Estep Score: -31144830.000000 Penalty: 6165.115723 Iteration 7F: 3 clusters Score -3.114483e+07 nChanged 16251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110439 members Mstep: Class 2 contains 139674 members Entering Unmasked Estep Score: -31155596.000000 Penalty: 6165.115723 Iteration 8F: 3 clusters Score -3.11556e+07 nChanged 14721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106792 members Mstep: Class 2 contains 143321 members Entering Unmasked Estep Score: -31165042.000000 Penalty: 6165.115723 Iteration 9F: 3 clusters Score -3.116504e+07 nChanged 11518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103506 members Mstep: Class 2 contains 146607 members Entering Unmasked Estep Score: -31170276.000000 Penalty: 6165.115723 Iteration 10Q: 3 clusters Score -3.117028e+07 nChanged 8222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100782 members Mstep: Class 2 contains 149331 members Entering Unmasked Estep Score: -31173512.000000 Penalty: 6165.115723 Iteration 11Q: 3 clusters Score -3.117351e+07 nChanged 5647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98425 members Mstep: Class 2 contains 151688 members Entering Unmasked Estep Score: -31174754.000000 Penalty: 6165.115723 Iteration 12Q: 3 clusters Score -3.117475e+07 nChanged 4027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96302 members Mstep: Class 2 contains 153811 members Entering Unmasked Estep Score: -31175656.000000 Penalty: 6165.115723 Iteration 13Q: 3 clusters Score -3.117566e+07 nChanged 3095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94297 members Mstep: Class 2 contains 155816 members Entering Unmasked Estep Score: -31176312.000000 Penalty: 6165.115723 Iteration 14Q: 3 clusters Score -3.117631e+07 nChanged 2663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92324 members Mstep: Class 2 contains 157789 members Entering Unmasked Estep Score: -31176910.000000 Penalty: 6165.115723 Iteration 15Q: 3 clusters Score -3.117691e+07 nChanged 2540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90292 members Mstep: Class 2 contains 159821 members Entering Unmasked Estep Score: -31177212.000000 Penalty: 6165.115723 Iteration 16Q: 3 clusters Score -3.117721e+07 nChanged 2412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88198 members Mstep: Class 2 contains 161915 members Entering Unmasked Estep Score: -31177712.000000 Penalty: 6165.115723 Iteration 17Q: 3 clusters Score -3.117771e+07 nChanged 2490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85968 members Mstep: Class 2 contains 164145 members Entering Unmasked Estep Score: -31178150.000000 Penalty: 6165.115723 Iteration 18Q: 3 clusters Score -3.117815e+07 nChanged 2657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83511 members Mstep: Class 2 contains 166602 members Entering Unmasked Estep Score: -31178780.000000 Penalty: 6165.115723 Iteration 19Q: 3 clusters Score -3.117878e+07 nChanged 2777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80848 members Mstep: Class 2 contains 169265 members Entering Unmasked Estep Score: -31179284.000000 Penalty: 6165.115723 Iteration 20F: 3 clusters Score -3.117928e+07 nChanged 2881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78073 members Mstep: Class 2 contains 172040 members Entering Unmasked Estep Score: -31179806.000000 Penalty: 6165.115723 Iteration 21Q: 3 clusters Score -3.117981e+07 nChanged 3090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75101 members Mstep: Class 2 contains 175012 members Entering Unmasked Estep Score: -31180474.000000 Penalty: 6165.115723 Iteration 22Q: 3 clusters Score -3.118047e+07 nChanged 3282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71939 members Mstep: Class 2 contains 178174 members Entering Unmasked Estep Score: -31181194.000000 Penalty: 6165.115723 Iteration 23Q: 3 clusters Score -3.118119e+07 nChanged 3460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68569 members Mstep: Class 2 contains 181544 members Entering Unmasked Estep Score: -31182136.000000 Penalty: 6165.115723 Iteration 24Q: 3 clusters Score -3.118214e+07 nChanged 3600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65037 members Mstep: Class 2 contains 185076 members Entering Unmasked Estep Score: -31183092.000000 Penalty: 6165.115723 Iteration 25Q: 3 clusters Score -3.118309e+07 nChanged 3782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61327 members Mstep: Class 2 contains 188786 members Entering Unmasked Estep Score: -31184030.000000 Penalty: 6165.115723 Iteration 26Q: 3 clusters Score -3.118403e+07 nChanged 3931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57468 members Mstep: Class 2 contains 192645 members Entering Unmasked Estep Score: -31185006.000000 Penalty: 6165.115723 Iteration 27Q: 3 clusters Score -3.118501e+07 nChanged 3931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53589 members Mstep: Class 2 contains 196524 members Entering Unmasked Estep Score: -31186282.000000 Penalty: 6165.115723 Iteration 28Q: 3 clusters Score -3.118628e+07 nChanged 3970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49665 members Mstep: Class 2 contains 200448 members Entering Unmasked Estep Score: -31187278.000000 Penalty: 6165.115723 Iteration 29Q: 3 clusters Score -3.118728e+07 nChanged 3976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45709 members Mstep: Class 2 contains 204404 members Entering Unmasked Estep Score: -31188470.000000 Penalty: 6165.115723 Iteration 30Q: 3 clusters Score -3.118847e+07 nChanged 3931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41808 members Mstep: Class 2 contains 208305 members Entering Unmasked Estep Score: -31189674.000000 Penalty: 6165.115723 Iteration 31Q: 3 clusters Score -3.118967e+07 nChanged 3808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38016 members Mstep: Class 2 contains 212097 members Entering Unmasked Estep Score: -31190840.000000 Penalty: 6165.115723 Iteration 32Q: 3 clusters Score -3.119084e+07 nChanged 3570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34464 members Mstep: Class 2 contains 215649 members Entering Unmasked Estep Score: -31191868.000000 Penalty: 6165.115723 Iteration 33Q: 3 clusters Score -3.119187e+07 nChanged 3357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31111 members Mstep: Class 2 contains 219002 members Entering Unmasked Estep Score: -31192744.000000 Penalty: 6165.115723 Iteration 34Q: 3 clusters Score -3.119274e+07 nChanged 3107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28008 members Mstep: Class 2 contains 222105 members Entering Unmasked Estep Score: -31193570.000000 Penalty: 6165.115723 Iteration 35Q: 3 clusters Score -3.119357e+07 nChanged 2881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25127 members Mstep: Class 2 contains 224986 members Entering Unmasked Estep Score: -31194466.000000 Penalty: 6165.115723 Iteration 36Q: 3 clusters Score -3.119447e+07 nChanged 2550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22579 members Mstep: Class 2 contains 227534 members Entering Unmasked Estep Score: -31195064.000000 Penalty: 6165.115723 Iteration 37Q: 3 clusters Score -3.119506e+07 nChanged 2304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20277 members Mstep: Class 2 contains 229836 members Entering Unmasked Estep Score: -31195690.000000 Penalty: 6165.115723 Iteration 38Q: 3 clusters Score -3.119569e+07 nChanged 2017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18260 members Mstep: Class 2 contains 231853 members Entering Unmasked Estep Score: -31196012.000000 Penalty: 6165.115723 Iteration 39Q: 3 clusters Score -3.119601e+07 nChanged 1742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16520 members Mstep: Class 2 contains 233593 members Entering Unmasked Estep Score: -31196274.000000 Penalty: 6165.115723 Iteration 40F: 3 clusters Score -3.119627e+07 nChanged 1552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14968 members Mstep: Class 2 contains 235145 members Entering Unmasked Estep Score: -31196408.000000 Penalty: 6165.115723 Iteration 41Q: 3 clusters Score -3.119641e+07 nChanged 1341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13627 members Mstep: Class 2 contains 236486 members Entering Unmasked Estep Score: -31196716.000000 Penalty: 6165.115723 Iteration 42Q: 3 clusters Score -3.119672e+07 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12521 members Mstep: Class 2 contains 237592 members Entering Unmasked Estep Score: -31196812.000000 Penalty: 6165.115723 Iteration 43Q: 3 clusters Score -3.119681e+07 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11553 members Mstep: Class 2 contains 238560 members Entering Unmasked Estep Score: -31197036.000000 Penalty: 6165.115723 Iteration 44Q: 3 clusters Score -3.119704e+07 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10722 members Mstep: Class 2 contains 239391 members Entering Unmasked Estep Score: -31197124.000000 Penalty: 6165.115723 Iteration 45Q: 3 clusters Score -3.119712e+07 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10022 members Mstep: Class 2 contains 240091 members Entering Unmasked Estep Score: -31197288.000000 Penalty: 6165.115723 Iteration 46Q: 3 clusters Score -3.119729e+07 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9402 members Mstep: Class 2 contains 240711 members Entering Unmasked Estep Score: -31197340.000000 Penalty: 6165.115723 Iteration 47Q: 3 clusters Score -3.119734e+07 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8860 members Mstep: Class 2 contains 241253 members Entering Unmasked Estep Score: -31197412.000000 Penalty: 6165.115723 Iteration 48Q: 3 clusters Score -3.119741e+07 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8391 members Mstep: Class 2 contains 241722 members Entering Unmasked Estep Score: -31197424.000000 Penalty: 6165.115723 Iteration 49Q: 3 clusters Score -3.119742e+07 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7982 members Mstep: Class 2 contains 242131 members Entering Unmasked Estep Score: -31197414.000000 Penalty: 6165.115723 Iteration 50Q: 3 clusters Score -3.119741e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7649 members Mstep: Class 2 contains 242464 members Entering Unmasked Estep Score: -31197484.000000 Penalty: 6165.115723 Iteration 51Q: 3 clusters Score -3.119748e+07 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7360 members Mstep: Class 2 contains 242753 members Entering Unmasked Estep Score: -31197518.000000 Penalty: 6165.115723 Iteration 52Q: 3 clusters Score -3.119752e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7075 members Mstep: Class 2 contains 243038 members Entering Unmasked Estep Score: -31197574.000000 Penalty: 6165.115723 Iteration 53Q: 3 clusters Score -3.119757e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6834 members Mstep: Class 2 contains 243279 members Entering Unmasked Estep Score: -31197500.000000 Penalty: 6165.115723 Iteration 54Q: 3 clusters Score -3.11975e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6620 members Mstep: Class 2 contains 243493 members Entering Unmasked Estep Score: -31197482.000000 Penalty: 6165.115723 Iteration 55Q: 3 clusters Score -3.119748e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6422 members Mstep: Class 2 contains 243691 members Entering Unmasked Estep Score: -31197528.000000 Penalty: 6165.115723 Iteration 56Q: 3 clusters Score -3.119753e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6226 members Mstep: Class 2 contains 243887 members Entering Unmasked Estep Score: -31197528.000000 Penalty: 6165.115723 Iteration 57Q: 3 clusters Score -3.119753e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6049 members Mstep: Class 2 contains 244064 members Entering Unmasked Estep Score: -31197604.000000 Penalty: 6165.115723 Iteration 58Q: 3 clusters Score -3.11976e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 244206 members Entering Unmasked Estep Score: -31197626.000000 Penalty: 6165.115723 Iteration 59Q: 3 clusters Score -3.119763e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 244312 members Entering Unmasked Estep Score: -31197666.000000 Penalty: 6165.115723 Iteration 60F: 3 clusters Score -3.119767e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5709 members Mstep: Class 2 contains 244404 members Entering Unmasked Estep Score: -31197702.000000 Penalty: 6165.115723 Iteration 61Q: 3 clusters Score -3.11977e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 244480 members Entering Unmasked Estep Score: -31197702.000000 Penalty: 6165.115723 Iteration 62Q: 3 clusters Score -3.11977e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5554 members Mstep: Class 2 contains 244559 members Entering Unmasked Estep Score: -31197736.000000 Penalty: 6165.115723 Iteration 63Q: 3 clusters Score -3.119774e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 244628 members Entering Unmasked Estep Score: -31197722.000000 Penalty: 6165.115723 Iteration 64Q: 3 clusters Score -3.119772e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 244687 members Entering Unmasked Estep Score: -31197714.000000 Penalty: 6165.115723 Iteration 65Q: 3 clusters Score -3.119771e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 244736 members Entering Unmasked Estep Score: -31197704.000000 Penalty: 6165.115723 Iteration 66Q: 3 clusters Score -3.11977e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5333 members Mstep: Class 2 contains 244780 members Entering Unmasked Estep Score: -31197714.000000 Penalty: 6165.115723 Iteration 67Q: 3 clusters Score -3.119771e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5286 members Mstep: Class 2 contains 244827 members Entering Unmasked Estep Score: -31197704.000000 Penalty: 6165.115723 Iteration 68Q: 3 clusters Score -3.11977e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5256 members Mstep: Class 2 contains 244857 members Entering Unmasked Estep Score: -31197664.000000 Penalty: 6165.115723 Iteration 69Q: 3 clusters Score -3.119766e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Mstep: Class 2 contains 244890 members Entering Unmasked Estep Score: -31197642.000000 Penalty: 6165.115723 Iteration 70Q: 3 clusters Score -3.119764e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 244926 members Entering Unmasked Estep Score: -31197646.000000 Penalty: 6165.115723 Iteration 71Q: 3 clusters Score -3.119765e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 244968 members Entering Unmasked Estep Score: -31197656.000000 Penalty: 6165.115723 Iteration 72Q: 3 clusters Score -3.119766e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 244995 members Entering Unmasked Estep Score: -31197664.000000 Penalty: 6165.115723 Iteration 73Q: 3 clusters Score -3.119766e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 245024 members Entering Unmasked Estep Score: -31197664.000000 Penalty: 6165.115723 Iteration 74Q: 3 clusters Score -3.119766e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 245046 members Entering Unmasked Estep Score: -31197696.000000 Penalty: 6165.115723 Iteration 75Q: 3 clusters Score -3.11977e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 245084 members Entering Unmasked Estep Score: -31197680.000000 Penalty: 6165.115723 Iteration 76Q: 3 clusters Score -3.119768e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 245110 members Entering Unmasked Estep Score: -31197696.000000 Penalty: 6165.115723 Iteration 77Q: 3 clusters Score -3.11977e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 245132 members Entering Unmasked Estep Score: -31197694.000000 Penalty: 6165.115723 Iteration 78Q: 3 clusters Score -3.119769e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4958 members Mstep: Class 2 contains 245155 members Entering Unmasked Estep Score: -31197690.000000 Penalty: 6165.115723 Iteration 79Q: 3 clusters Score -3.119769e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 245174 members Entering Unmasked Estep Score: -31197686.000000 Penalty: 6165.115723 Iteration 80F: 3 clusters Score -3.119769e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4920 members Mstep: Class 2 contains 245193 members Entering Unmasked Estep Score: -31197710.000000 Penalty: 6165.115723 Iteration 81Q: 3 clusters Score -3.119771e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4909 members Mstep: Class 2 contains 245204 members Entering Unmasked Estep Score: -31197718.000000 Penalty: 6165.115723 Iteration 82Q: 3 clusters Score -3.119772e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4900 members Mstep: Class 2 contains 245213 members Entering Unmasked Estep Score: -31197712.000000 Penalty: 6165.115723 Iteration 83Q: 3 clusters Score -3.119771e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4889 members Mstep: Class 2 contains 245224 members Entering Unmasked Estep Score: -31197678.000000 Penalty: 6165.115723 Iteration 84Q: 3 clusters Score -3.119768e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 245241 members Entering Unmasked Estep Score: -31197694.000000 Penalty: 6165.115723 Iteration 85Q: 3 clusters Score -3.119769e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 245258 members Entering Unmasked Estep Score: -31197696.000000 Penalty: 6165.115723 Iteration 86Q: 3 clusters Score -3.11977e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4839 members Mstep: Class 2 contains 245274 members Entering Unmasked Estep Score: -31197688.000000 Penalty: 6165.115723 Iteration 87Q: 3 clusters Score -3.119769e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 245288 members Entering Unmasked Estep Score: -31197718.000000 Penalty: 6165.115723 Iteration 88Q: 3 clusters Score -3.119772e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 245302 members Entering Unmasked Estep Score: -31197708.000000 Penalty: 6165.115723 Iteration 89Q: 3 clusters Score -3.119771e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 245309 members Entering Unmasked Estep Score: -31197724.000000 Penalty: 6165.115723 Iteration 90Q: 3 clusters Score -3.119772e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 245318 members Entering Unmasked Estep Score: -31197724.000000 Penalty: 6165.115723 Iteration 91Q: 3 clusters Score -3.119772e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 245324 members Entering Unmasked Estep Score: -31197724.000000 Penalty: 6165.115723 Iteration 92Q: 3 clusters Score -3.119772e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 245332 members Entering Unmasked Estep Score: -31197728.000000 Penalty: 6165.115723 Iteration 93Q: 3 clusters Score -3.119773e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 245337 members Entering Unmasked Estep Score: -31197724.000000 Penalty: 6165.115723 Iteration 94Q: 3 clusters Score -3.119772e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Mstep: Class 2 contains 245344 members Entering Unmasked Estep Score: -31197722.000000 Penalty: 6165.115723 Iteration 95Q: 3 clusters Score -3.119772e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 245350 members Entering Unmasked Estep Score: -31197722.000000 Penalty: 6165.115723 Iteration 96Q: 3 clusters Score -3.119772e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 245351 members Entering Unmasked Estep Score: -31197714.000000 Penalty: 6165.115723 Iteration 97Q: 3 clusters Score -3.119771e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 245351 members Entering Unmasked Estep Score: -31197708.000000 Penalty: 6165.115723 Iteration 98Q: 3 clusters Score -3.119771e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4758 members Mstep: Class 2 contains 245355 members Entering Unmasked Estep Score: -31197702.000000 Penalty: 6165.115723 Iteration 99Q: 3 clusters Score -3.11977e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4751 members Mstep: Class 2 contains 245362 members Entering Unmasked Estep Score: -31197696.000000 Penalty: 6165.115723 Iteration 100F: 3 clusters Score -3.11977e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 245368 members Entering Unmasked Estep Score: -31197710.000000 Penalty: 6165.115723 Iteration 101Q: 3 clusters Score -3.119771e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 245381 members Entering Unmasked Estep Score: -31197706.000000 Penalty: 6165.115723 Iteration 102Q: 3 clusters Score -3.119771e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 245393 members Entering Unmasked Estep Score: -31197702.000000 Penalty: 6165.115723 Iteration 103Q: 3 clusters Score -3.11977e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 245405 members Entering Unmasked Estep Score: -31197720.000000 Penalty: 6165.115723 Iteration 104Q: 3 clusters Score -3.119772e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4698 members Mstep: Class 2 contains 245415 members Entering Unmasked Estep Score: -31197730.000000 Penalty: 6165.115723 Iteration 105Q: 3 clusters Score -3.119773e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 245421 members Entering Unmasked Estep Score: -31197708.000000 Penalty: 6165.115723 Iteration 106Q: 3 clusters Score -3.119771e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 245426 members Entering Unmasked Estep Score: -31197726.000000 Penalty: 6165.115723 Iteration 107Q: 3 clusters Score -3.119773e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 245428 members Entering Unmasked Estep Score: -31197714.000000 Penalty: 6165.115723 Iteration 108Q: 3 clusters Score -3.119771e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 245429 members Entering Unmasked Estep Score: -31197704.000000 Penalty: 6165.115723 Iteration 109Q: 3 clusters Score -3.11977e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 245432 members Entering Unmasked Estep Score: -31197702.000000 Penalty: 6165.115723 Iteration 110Q: 3 clusters Score -3.11977e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 245436 members Entering Unmasked Estep Score: -31197710.000000 Penalty: 6165.115723 Iteration 111Q: 3 clusters Score -3.119771e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 245436 members Entering Unmasked Estep Score: -31197710.000000 Penalty: 6165.115723 Iteration 112F: 3 clusters Score -3.119771e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2624 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Entering Unmasked Estep Score: -335675.312500 Penalty: 1952.368896 Iteration 0F: 2 clusters Score -335675.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -332651.093750 Penalty: 3904.737793 Iteration 0F: 3 clusters Score -332651.1 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -333197.375000 Penalty: 3904.737793 Iteration 1F: 3 clusters Score -333197.4 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -333308.531250 Penalty: 3904.737793 Iteration 2F: 3 clusters Score -333308.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -333377.437500 Penalty: 3904.737793 Iteration 3Q: 3 clusters Score -333377.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -333432.937500 Penalty: 3904.737793 Iteration 4Q: 3 clusters Score -333432.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -333471.718750 Penalty: 3904.737793 Iteration 5Q: 3 clusters Score -333471.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -333498.656250 Penalty: 3904.737793 Iteration 6Q: 3 clusters Score -333498.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -333523.625000 Penalty: 3904.737793 Iteration 7Q: 3 clusters Score -333523.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -333540.875000 Penalty: 3904.737793 Iteration 8Q: 3 clusters Score -333540.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -333559.031250 Penalty: 3904.737793 Iteration 9Q: 3 clusters Score -333559 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -333571.968750 Penalty: 3904.737793 Iteration 10Q: 3 clusters Score -333572 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -333579.781250 Penalty: 3904.737793 Iteration 11Q: 3 clusters Score -333579.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -333584.281250 Penalty: 3904.737793 Iteration 12Q: 3 clusters Score -333584.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -333589.156250 Penalty: 3904.737793 Iteration 13Q: 3 clusters Score -333589.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -333594.593750 Penalty: 3904.737793 Iteration 14Q: 3 clusters Score -333594.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -333597.625000 Penalty: 3904.737793 Iteration 15Q: 3 clusters Score -333597.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -333600.968750 Penalty: 3904.737793 Iteration 16Q: 3 clusters Score -333601 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -333603.531250 Penalty: 3904.737793 Iteration 17Q: 3 clusters Score -333603.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -333605.781250 Penalty: 3904.737793 Iteration 18Q: 3 clusters Score -333605.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -333607.750000 Penalty: 3904.737793 Iteration 19Q: 3 clusters Score -333607.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -333610.937500 Penalty: 3904.737793 Iteration 20F: 3 clusters Score -333610.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -333612.875000 Penalty: 3904.737793 Iteration 21Q: 3 clusters Score -333612.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -333615.562500 Penalty: 3904.737793 Iteration 22Q: 3 clusters Score -333615.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -333616.843750 Penalty: 3904.737793 Iteration 23Q: 3 clusters Score -333616.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -333619.562500 Penalty: 3904.737793 Iteration 24Q: 3 clusters Score -333619.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -333622.343750 Penalty: 3904.737793 Iteration 25Q: 3 clusters Score -333622.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -333623.718750 Penalty: 3904.737793 Iteration 26Q: 3 clusters Score -333623.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -333624.937500 Penalty: 3904.737793 Iteration 27Q: 3 clusters Score -333624.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -333625.156250 Penalty: 3904.737793 Iteration 28Q: 3 clusters Score -333625.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -333625.031250 Penalty: 3904.737793 Iteration 29Q: 3 clusters Score -333625 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -333625.468750 Penalty: 3904.737793 Iteration 30Q: 3 clusters Score -333625.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -333625.562500 Penalty: 3904.737793 Iteration 31Q: 3 clusters Score -333625.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -333626.000000 Penalty: 3904.737793 Iteration 32Q: 3 clusters Score -333626 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -333627.750000 Penalty: 3904.737793 Iteration 33Q: 3 clusters Score -333627.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -333628.843750 Penalty: 3904.737793 Iteration 34Q: 3 clusters Score -333628.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -333629.781250 Penalty: 3904.737793 Iteration 35Q: 3 clusters Score -333629.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -333630.250000 Penalty: 3904.737793 Iteration 36Q: 3 clusters Score -333630.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -333630.250000 Penalty: 3904.737793 Iteration 37F: 3 clusters Score -333630.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (52310 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52310 members Entering Unmasked Estep Score: -6683102.500000 Penalty: 2694.505859 Iteration 0F: 2 clusters Score -6683102 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26038 members Mstep: Class 2 contains 26272 members Entering Unmasked Estep Score: -6647830.000000 Penalty: 5389.011719 Iteration 0F: 3 clusters Score -6647830 nChanged 24263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25715 members Mstep: Class 2 contains 26595 members Entering Unmasked Estep Score: -6661607.500000 Penalty: 5389.011719 Iteration 1F: 3 clusters Score -6661608 nChanged 2160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25661 members Mstep: Class 2 contains 26649 members Entering Unmasked Estep Score: -6662431.500000 Penalty: 5389.011719 Iteration 2Q: 3 clusters Score -6662432 nChanged 2281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25618 members Mstep: Class 2 contains 26692 members Entering Unmasked Estep Score: -6663462.000000 Penalty: 5389.011719 Iteration 3Q: 3 clusters Score -6663462 nChanged 2388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25720 members Mstep: Class 2 contains 26590 members Entering Unmasked Estep Score: -6664483.500000 Penalty: 5389.011719 Iteration 4Q: 3 clusters Score -6664484 nChanged 2378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25986 members Mstep: Class 2 contains 26324 members Entering Unmasked Estep Score: -6665424.000000 Penalty: 5389.011719 Iteration 5Q: 3 clusters Score -6665424 nChanged 2370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26400 members Mstep: Class 2 contains 25910 members Entering Unmasked Estep Score: -6666349.000000 Penalty: 5389.011719 Iteration 6Q: 3 clusters Score -6666349 nChanged 2281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27049 members Mstep: Class 2 contains 25261 members Entering Unmasked Estep Score: -6667064.500000 Penalty: 5389.011719 Iteration 7Q: 3 clusters Score -6667064 nChanged 2107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27788 members Mstep: Class 2 contains 24522 members Entering Unmasked Estep Score: -6667788.000000 Penalty: 5389.011719 Iteration 8Q: 3 clusters Score -6667788 nChanged 1877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28683 members Mstep: Class 2 contains 23627 members Entering Unmasked Estep Score: -6668402.500000 Penalty: 5389.011719 Iteration 9Q: 3 clusters Score -6668402 nChanged 1801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29808 members Mstep: Class 2 contains 22502 members Entering Unmasked Estep Score: -6669015.500000 Penalty: 5389.011719 Iteration 10Q: 3 clusters Score -6669016 nChanged 1763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31183 members Mstep: Class 2 contains 21127 members Entering Unmasked Estep Score: -6669620.500000 Penalty: 5389.011719 Iteration 11Q: 3 clusters Score -6669620 nChanged 1785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32798 members Mstep: Class 2 contains 19512 members Entering Unmasked Estep Score: -6670389.500000 Penalty: 5389.011719 Iteration 12Q: 3 clusters Score -6670390 nChanged 1982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34704 members Mstep: Class 2 contains 17606 members Entering Unmasked Estep Score: -6671335.500000 Penalty: 5389.011719 Iteration 13Q: 3 clusters Score -6671336 nChanged 2228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36902 members Mstep: Class 2 contains 15408 members Entering Unmasked Estep Score: -6672555.500000 Penalty: 5389.011719 Iteration 14Q: 3 clusters Score -6672556 nChanged 2383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39279 members Mstep: Class 2 contains 13031 members Entering Unmasked Estep Score: -6674038.000000 Penalty: 5389.011719 Iteration 15Q: 3 clusters Score -6674038 nChanged 2422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41697 members Mstep: Class 2 contains 10613 members Entering Unmasked Estep Score: -6675634.000000 Penalty: 5389.011719 Iteration 16Q: 3 clusters Score -6675634 nChanged 2232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43927 members Mstep: Class 2 contains 8383 members Entering Unmasked Estep Score: -6677223.500000 Penalty: 5389.011719 Iteration 17Q: 3 clusters Score -6677224 nChanged 1842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45767 members Mstep: Class 2 contains 6543 members Entering Unmasked Estep Score: -6678650.500000 Penalty: 5389.011719 Iteration 18Q: 3 clusters Score -6678650 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47145 members Mstep: Class 2 contains 5165 members Entering Unmasked Estep Score: -6679739.500000 Penalty: 5389.011719 Iteration 19Q: 3 clusters Score -6679740 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48082 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -6680459.500000 Penalty: 5389.011719 Iteration 20F: 3 clusters Score -6680460 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48710 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -6680926.000000 Penalty: 5389.011719 Iteration 21Q: 3 clusters Score -6680926 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49155 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -6681231.000000 Penalty: 5389.011719 Iteration 22Q: 3 clusters Score -6681231 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49478 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -6681437.500000 Penalty: 5389.011719 Iteration 23Q: 3 clusters Score -6681438 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49720 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -6681570.000000 Penalty: 5389.011719 Iteration 24Q: 3 clusters Score -6681570 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49899 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -6681655.500000 Penalty: 5389.011719 Iteration 25Q: 3 clusters Score -6681656 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50040 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -6681723.500000 Penalty: 5389.011719 Iteration 26Q: 3 clusters Score -6681724 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50141 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -6681771.000000 Penalty: 5389.011719 Iteration 27Q: 3 clusters Score -6681771 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50220 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -6681828.000000 Penalty: 5389.011719 Iteration 28Q: 3 clusters Score -6681828 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50298 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -6681882.500000 Penalty: 5389.011719 Iteration 29Q: 3 clusters Score -6681882 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50360 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -6681884.500000 Penalty: 5389.011719 Iteration 30Q: 3 clusters Score -6681884 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50413 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -6681909.000000 Penalty: 5389.011719 Iteration 31Q: 3 clusters Score -6681909 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50459 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -6681944.000000 Penalty: 5389.011719 Iteration 32Q: 3 clusters Score -6681944 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50492 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -6681964.000000 Penalty: 5389.011719 Iteration 33Q: 3 clusters Score -6681964 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50518 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -6681972.000000 Penalty: 5389.011719 Iteration 34Q: 3 clusters Score -6681972 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50542 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -6681972.500000 Penalty: 5389.011719 Iteration 35Q: 3 clusters Score -6681972 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50565 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -6681988.000000 Penalty: 5389.011719 Iteration 36Q: 3 clusters Score -6681988 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50580 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -6681994.000000 Penalty: 5389.011719 Iteration 37Q: 3 clusters Score -6681994 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50596 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -6681992.000000 Penalty: 5389.011719 Iteration 38Q: 3 clusters Score -6681992 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50618 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -6682000.000000 Penalty: 5389.011719 Iteration 39Q: 3 clusters Score -6682000 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50635 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -6681997.000000 Penalty: 5389.011719 Iteration 40F: 3 clusters Score -6681997 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50643 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -6681994.500000 Penalty: 5389.011719 Iteration 41Q: 3 clusters Score -6681994 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50650 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -6681991.000000 Penalty: 5389.011719 Iteration 42Q: 3 clusters Score -6681991 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50654 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -6681994.000000 Penalty: 5389.011719 Iteration 43Q: 3 clusters Score -6681994 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50658 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -6681993.500000 Penalty: 5389.011719 Iteration 44Q: 3 clusters Score -6681994 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50662 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -6681988.500000 Penalty: 5389.011719 Iteration 45Q: 3 clusters Score -6681988 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50665 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -6681993.500000 Penalty: 5389.011719 Iteration 46Q: 3 clusters Score -6681994 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50667 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -6681985.500000 Penalty: 5389.011719 Iteration 47Q: 3 clusters Score -6681986 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50668 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -6681988.500000 Penalty: 5389.011719 Iteration 48Q: 3 clusters Score -6681988 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50669 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -6681994.500000 Penalty: 5389.011719 Iteration 49Q: 3 clusters Score -6681994 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50671 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -6682000.500000 Penalty: 5389.011719 Iteration 50Q: 3 clusters Score -6682000 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50674 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -6681999.500000 Penalty: 5389.011719 Iteration 51Q: 3 clusters Score -6682000 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50676 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -6681994.500000 Penalty: 5389.011719 Iteration 52Q: 3 clusters Score -6681994 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50676 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -6681994.500000 Penalty: 5389.011719 Iteration 53F: 3 clusters Score -6681994 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2707 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Entering Unmasked Estep Score: -316180.187500 Penalty: 1960.091919 Iteration 0F: 2 clusters Score -316180.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -313158.750000 Penalty: 3920.183838 Iteration 0F: 3 clusters Score -313158.8 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -314016.437500 Penalty: 3920.183838 Iteration 1F: 3 clusters Score -314016.4 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -314533.656250 Penalty: 3920.183838 Iteration 2F: 3 clusters Score -314533.7 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -315197.750000 Penalty: 3920.183838 Iteration 3F: 3 clusters Score -315197.8 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -315915.250000 Penalty: 3920.183838 Iteration 4F: 3 clusters Score -315915.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -316337.343750 Penalty: 3920.183838 Iteration 5F: 3 clusters Score -316337.3 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -316696.937500 Penalty: 3920.183838 Iteration 6Q: 3 clusters Score -316696.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -316861.968750 Penalty: 3920.183838 Iteration 7Q: 3 clusters Score -316862 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -316945.187500 Penalty: 3920.183838 Iteration 8Q: 3 clusters Score -316945.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -316987.875000 Penalty: 3920.183838 Iteration 9Q: 3 clusters Score -316987.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -317001.625000 Penalty: 3920.183838 Iteration 10Q: 3 clusters Score -317001.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -317005.343750 Penalty: 3920.183838 Iteration 11Q: 3 clusters Score -317005.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -317009.656250 Penalty: 3920.183838 Iteration 12Q: 3 clusters Score -317009.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -317011.687500 Penalty: 3920.183838 Iteration 13Q: 3 clusters Score -317011.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -317016.218750 Penalty: 3920.183838 Iteration 14Q: 3 clusters Score -317016.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -317016.406250 Penalty: 3920.183838 Iteration 15Q: 3 clusters Score -317016.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -317016.406250 Penalty: 3920.183838 Iteration 16F: 3 clusters Score -317016.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 816 members Mstep: Class 3 contains 29043 members Mstep: Class 4 contains 8997 members Mstep: Class 5 contains 3502 members Mstep: Class 6 contains 4540 members Mstep: Class 7 contains 14059 members Mstep: Class 8 contains 222 members Mstep: Class 9 contains 250113 members Mstep: Class 10 contains 2624 members Mstep: Class 11 contains 52310 members Mstep: Class 12 contains 1867 members Mstep: Class 13 contains 840 members Mstep: Class 15 contains 1199 members Mstep: Class 16 contains 3208 members Mstep: Class 18 contains 2949 members Mstep: Class 19 contains 66702 members Mstep: Class 20 contains 5163 members Entering Unmasked Estep Score: -55419240.000000 Penalty: 58095.562500 Splitting cluster 13 changes total score from -55415416.000000 to -55419240.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 15 (1199 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Entering Unmasked Estep Score: -119873.023438 Penalty: 1758.132202 Iteration 0F: 2 clusters Score -119873 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -117965.421875 Penalty: 3516.264404 Iteration 0F: 3 clusters Score -117965.4 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -118892.257812 Penalty: 3516.264404 Iteration 1F: 3 clusters Score -118892.3 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -119544.914062 Penalty: 3516.264404 Iteration 2F: 3 clusters Score -119544.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -120012.632812 Penalty: 3516.264404 Iteration 3F: 3 clusters Score -120012.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -120854.804688 Penalty: 3516.264404 Iteration 4F: 3 clusters Score -120854.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -121185.218750 Penalty: 3516.264404 Iteration 5Q: 3 clusters Score -121185.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -121229.804688 Penalty: 3516.264404 Iteration 6Q: 3 clusters Score -121229.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -121250.312500 Penalty: 3516.264404 Iteration 7Q: 3 clusters Score -121250.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -121268.179688 Penalty: 3516.264404 Iteration 8Q: 3 clusters Score -121268.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -121297.789062 Penalty: 3516.264404 Iteration 9Q: 3 clusters Score -121297.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -121340.171875 Penalty: 3516.264404 Iteration 10Q: 3 clusters Score -121340.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -121371.023438 Penalty: 3516.264404 Iteration 11Q: 3 clusters Score -121371 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -121384.265625 Penalty: 3516.264404 Iteration 12Q: 3 clusters Score -121384.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -121393.195312 Penalty: 3516.264404 Iteration 13Q: 3 clusters Score -121393.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -121398.101562 Penalty: 3516.264404 Iteration 14Q: 3 clusters Score -121398.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -121401.156250 Penalty: 3516.264404 Iteration 15Q: 3 clusters Score -121401.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -121403.734375 Penalty: 3516.264404 Iteration 16Q: 3 clusters Score -121403.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -121405.843750 Penalty: 3516.264404 Iteration 17Q: 3 clusters Score -121405.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -121406.476562 Penalty: 3516.264404 Iteration 18Q: 3 clusters Score -121406.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -121411.015625 Penalty: 3516.264404 Iteration 19Q: 3 clusters Score -121411 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -121416.148438 Penalty: 3516.264404 Iteration 20F: 3 clusters Score -121416.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -121465.789062 Penalty: 3516.264404 Iteration 21Q: 3 clusters Score -121465.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -121481.343750 Penalty: 3516.264404 Iteration 22Q: 3 clusters Score -121481.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -121498.984375 Penalty: 3516.264404 Iteration 23Q: 3 clusters Score -121499 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -121511.046875 Penalty: 3516.264404 Iteration 24Q: 3 clusters Score -121511 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -121518.656250 Penalty: 3516.264404 Iteration 25Q: 3 clusters Score -121518.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -121560.632812 Penalty: 3516.264404 Iteration 26Q: 3 clusters Score -121560.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -121588.289062 Penalty: 3516.264404 Iteration 27Q: 3 clusters Score -121588.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -121602.148438 Penalty: 3516.264404 Iteration 28Q: 3 clusters Score -121602.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -121612.625000 Penalty: 3516.264404 Iteration 29Q: 3 clusters Score -121612.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -121620.492188 Penalty: 3516.264404 Iteration 30Q: 3 clusters Score -121620.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -121630.117188 Penalty: 3516.264404 Iteration 31Q: 3 clusters Score -121630.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -121635.187500 Penalty: 3516.264404 Iteration 32Q: 3 clusters Score -121635.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -121637.484375 Penalty: 3516.264404 Iteration 33Q: 3 clusters Score -121637.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -121640.093750 Penalty: 3516.264404 Iteration 34Q: 3 clusters Score -121640.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -121640.093750 Penalty: 3516.264404 Iteration 35F: 3 clusters Score -121640.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 816 members Mstep: Class 3 contains 29043 members Mstep: Class 4 contains 8997 members Mstep: Class 5 contains 3502 members Mstep: Class 6 contains 4540 members Mstep: Class 7 contains 14059 members Mstep: Class 8 contains 222 members Mstep: Class 9 contains 250113 members Mstep: Class 10 contains 2624 members Mstep: Class 11 contains 52310 members Mstep: Class 12 contains 1867 members Mstep: Class 13 contains 840 members Mstep: Class 14 contains 581 members Mstep: Class 15 contains 618 members Mstep: Class 16 contains 3208 members Mstep: Class 18 contains 2949 members Mstep: Class 19 contains 66702 members Mstep: Class 20 contains 5163 members Entering Unmasked Estep Score: -55419460.000000 Penalty: 61323.093750 Splitting cluster 15 changes total score from -55415416.000000 to -55419460.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 16 (3208 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Entering Unmasked Estep Score: -410482.187500 Penalty: 2002.203979 Iteration 0F: 2 clusters Score -410482.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -407103.406250 Penalty: 4004.407959 Iteration 0F: 3 clusters Score -407103.4 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -407828.281250 Penalty: 4004.407959 Iteration 1F: 3 clusters Score -407828.3 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -407971.218750 Penalty: 4004.407959 Iteration 2F: 3 clusters Score -407971.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -408054.062500 Penalty: 4004.407959 Iteration 3Q: 3 clusters Score -408054.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -408106.375000 Penalty: 4004.407959 Iteration 4Q: 3 clusters Score -408106.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -408146.437500 Penalty: 4004.407959 Iteration 5Q: 3 clusters Score -408146.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -408181.468750 Penalty: 4004.407959 Iteration 6Q: 3 clusters Score -408181.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -408213.281250 Penalty: 4004.407959 Iteration 7Q: 3 clusters Score -408213.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -408235.375000 Penalty: 4004.407959 Iteration 8Q: 3 clusters Score -408235.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -408256.531250 Penalty: 4004.407959 Iteration 9Q: 3 clusters Score -408256.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -408273.718750 Penalty: 4004.407959 Iteration 10Q: 3 clusters Score -408273.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -408286.625000 Penalty: 4004.407959 Iteration 11Q: 3 clusters Score -408286.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -408296.750000 Penalty: 4004.407959 Iteration 12Q: 3 clusters Score -408296.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -408304.500000 Penalty: 4004.407959 Iteration 13Q: 3 clusters Score -408304.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -408316.281250 Penalty: 4004.407959 Iteration 14Q: 3 clusters Score -408316.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -408323.812500 Penalty: 4004.407959 Iteration 15Q: 3 clusters Score -408323.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -408332.875000 Penalty: 4004.407959 Iteration 16Q: 3 clusters Score -408332.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -408340.687500 Penalty: 4004.407959 Iteration 17Q: 3 clusters Score -408340.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -408342.750000 Penalty: 4004.407959 Iteration 18Q: 3 clusters Score -408342.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -408346.843750 Penalty: 4004.407959 Iteration 19Q: 3 clusters Score -408346.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -408349.437500 Penalty: 4004.407959 Iteration 20F: 3 clusters Score -408349.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -408356.718750 Penalty: 4004.407959 Iteration 21Q: 3 clusters Score -408356.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -408360.468750 Penalty: 4004.407959 Iteration 22Q: 3 clusters Score -408360.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -408361.625000 Penalty: 4004.407959 Iteration 23Q: 3 clusters Score -408361.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -408362.843750 Penalty: 4004.407959 Iteration 24Q: 3 clusters Score -408362.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -408364.750000 Penalty: 4004.407959 Iteration 25Q: 3 clusters Score -408364.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -408367.843750 Penalty: 4004.407959 Iteration 26Q: 3 clusters Score -408367.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -408370.500000 Penalty: 4004.407959 Iteration 27Q: 3 clusters Score -408370.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -408373.156250 Penalty: 4004.407959 Iteration 28Q: 3 clusters Score -408373.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -408376.375000 Penalty: 4004.407959 Iteration 29Q: 3 clusters Score -408376.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -408382.750000 Penalty: 4004.407959 Iteration 30Q: 3 clusters Score -408382.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -408388.093750 Penalty: 4004.407959 Iteration 31Q: 3 clusters Score -408388.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -408396.531250 Penalty: 4004.407959 Iteration 32Q: 3 clusters Score -408396.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -408404.156250 Penalty: 4004.407959 Iteration 33Q: 3 clusters Score -408404.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -408411.468750 Penalty: 4004.407959 Iteration 34Q: 3 clusters Score -408411.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -408420.343750 Penalty: 4004.407959 Iteration 35Q: 3 clusters Score -408420.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -408429.218750 Penalty: 4004.407959 Iteration 36Q: 3 clusters Score -408429.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -408436.406250 Penalty: 4004.407959 Iteration 37Q: 3 clusters Score -408436.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -408444.156250 Penalty: 4004.407959 Iteration 38Q: 3 clusters Score -408444.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -408452.750000 Penalty: 4004.407959 Iteration 39Q: 3 clusters Score -408452.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -408461.968750 Penalty: 4004.407959 Iteration 40F: 3 clusters Score -408462 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -408468.093750 Penalty: 4004.407959 Iteration 41Q: 3 clusters Score -408468.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -408476.593750 Penalty: 4004.407959 Iteration 42Q: 3 clusters Score -408476.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -408484.687500 Penalty: 4004.407959 Iteration 43Q: 3 clusters Score -408484.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -408488.687500 Penalty: 4004.407959 Iteration 44Q: 3 clusters Score -408488.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -408492.531250 Penalty: 4004.407959 Iteration 45Q: 3 clusters Score -408492.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -408493.937500 Penalty: 4004.407959 Iteration 46Q: 3 clusters Score -408493.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -408494.093750 Penalty: 4004.407959 Iteration 47Q: 3 clusters Score -408494.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -408495.500000 Penalty: 4004.407959 Iteration 48Q: 3 clusters Score -408495.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -408498.125000 Penalty: 4004.407959 Iteration 49Q: 3 clusters Score -408498.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -408499.656250 Penalty: 4004.407959 Iteration 50Q: 3 clusters Score -408499.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -408500.562500 Penalty: 4004.407959 Iteration 51Q: 3 clusters Score -408500.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -408500.718750 Penalty: 4004.407959 Iteration 52Q: 3 clusters Score -408500.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -408501.312500 Penalty: 4004.407959 Iteration 53Q: 3 clusters Score -408501.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -408501.406250 Penalty: 4004.407959 Iteration 54Q: 3 clusters Score -408501.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -408502.218750 Penalty: 4004.407959 Iteration 55Q: 3 clusters Score -408502.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -408503.437500 Penalty: 4004.407959 Iteration 56Q: 3 clusters Score -408503.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -408505.187500 Penalty: 4004.407959 Iteration 57Q: 3 clusters Score -408505.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -408505.781250 Penalty: 4004.407959 Iteration 58Q: 3 clusters Score -408505.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -408505.781250 Penalty: 4004.407959 Iteration 59F: 3 clusters Score -408505.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2949 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Entering Unmasked Estep Score: -339866.218750 Penalty: 1981.326904 Iteration 0F: 2 clusters Score -339866.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -336682.656250 Penalty: 3962.653809 Iteration 0F: 3 clusters Score -336682.7 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -337625.625000 Penalty: 3962.653809 Iteration 1F: 3 clusters Score -337625.6 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -338083.125000 Penalty: 3962.653809 Iteration 2F: 3 clusters Score -338083.1 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -338509.750000 Penalty: 3962.653809 Iteration 3F: 3 clusters Score -338509.8 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -339008.187500 Penalty: 3962.653809 Iteration 4F: 3 clusters Score -339008.2 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -339769.187500 Penalty: 3962.653809 Iteration 5F: 3 clusters Score -339769.2 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -340368.781250 Penalty: 3962.653809 Iteration 6F: 3 clusters Score -340368.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -340776.875000 Penalty: 3962.653809 Iteration 7F: 3 clusters Score -340776.9 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -341184.562500 Penalty: 3962.653809 Iteration 8F: 3 clusters Score -341184.6 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -341814.500000 Penalty: 3962.653809 Iteration 9F: 3 clusters Score -341814.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -342446.312500 Penalty: 3962.653809 Iteration 10Q: 3 clusters Score -342446.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -342639.281250 Penalty: 3962.653809 Iteration 11Q: 3 clusters Score -342639.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -342677.812500 Penalty: 3962.653809 Iteration 12Q: 3 clusters Score -342677.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -342688.687500 Penalty: 3962.653809 Iteration 13Q: 3 clusters Score -342688.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -342689.281250 Penalty: 3962.653809 Iteration 14Q: 3 clusters Score -342689.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -342689.281250 Penalty: 3962.653809 Iteration 15F: 3 clusters Score -342689.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 816 members Mstep: Class 3 contains 29043 members Mstep: Class 4 contains 8997 members Mstep: Class 5 contains 3502 members Mstep: Class 6 contains 4540 members Mstep: Class 7 contains 14059 members Mstep: Class 8 contains 222 members Mstep: Class 9 contains 250113 members Mstep: Class 10 contains 2624 members Mstep: Class 11 contains 52310 members Mstep: Class 12 contains 1867 members Mstep: Class 13 contains 840 members Mstep: Class 14 contains 581 members Mstep: Class 15 contains 618 members Mstep: Class 16 contains 3208 members Mstep: Class 17 contains 1779 members Mstep: Class 18 contains 1170 members Mstep: Class 19 contains 66702 members Mstep: Class 20 contains 5163 members Entering Unmasked Estep Score: -55421164.000000 Penalty: 64550.628906 Splitting cluster 18 changes total score from -55415416.000000 to -55421164.000000 So it's getting split into cluster 17. Entering ConstructFrom: Trying to split cluster 19 (66702 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66702 members Entering Unmasked Estep Score: -8382991.000000 Penalty: 2754.781494 Iteration 0F: 2 clusters Score -8382991 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33407 members Mstep: Class 2 contains 33295 members Entering Unmasked Estep Score: -8338253.500000 Penalty: 5509.562988 Iteration 0F: 3 clusters Score -8338254 nChanged 31259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33430 members Mstep: Class 2 contains 33272 members Entering Unmasked Estep Score: -8355701.500000 Penalty: 5509.562988 Iteration 1F: 3 clusters Score -8355702 nChanged 2355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33431 members Mstep: Class 2 contains 33271 members Entering Unmasked Estep Score: -8356376.500000 Penalty: 5509.562988 Iteration 2Q: 3 clusters Score -8356376 nChanged 2365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33494 members Mstep: Class 2 contains 33208 members Entering Unmasked Estep Score: -8357048.000000 Penalty: 5509.562988 Iteration 3Q: 3 clusters Score -8357048 nChanged 2318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33602 members Mstep: Class 2 contains 33100 members Entering Unmasked Estep Score: -8357784.500000 Penalty: 5509.562988 Iteration 4Q: 3 clusters Score -8357784 nChanged 2417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33707 members Mstep: Class 2 contains 32995 members Entering Unmasked Estep Score: -8358589.000000 Penalty: 5509.562988 Iteration 5Q: 3 clusters Score -8358589 nChanged 2582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33817 members Mstep: Class 2 contains 32885 members Entering Unmasked Estep Score: -8359595.000000 Penalty: 5509.562988 Iteration 6Q: 3 clusters Score -8359595 nChanged 2740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34045 members Mstep: Class 2 contains 32657 members Entering Unmasked Estep Score: -8360702.000000 Penalty: 5509.562988 Iteration 7Q: 3 clusters Score -8360702 nChanged 2997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34374 members Mstep: Class 2 contains 32328 members Entering Unmasked Estep Score: -8362087.000000 Penalty: 5509.562988 Iteration 8Q: 3 clusters Score -8362087 nChanged 3075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34951 members Mstep: Class 2 contains 31751 members Entering Unmasked Estep Score: -8363539.500000 Penalty: 5509.562988 Iteration 9Q: 3 clusters Score -8363540 nChanged 2982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35649 members Mstep: Class 2 contains 31053 members Entering Unmasked Estep Score: -8364874.500000 Penalty: 5509.562988 Iteration 10Q: 3 clusters Score -8364874 nChanged 2921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36424 members Mstep: Class 2 contains 30278 members Entering Unmasked Estep Score: -8366115.000000 Penalty: 5509.562988 Iteration 11Q: 3 clusters Score -8366115 nChanged 2847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37431 members Mstep: Class 2 contains 29271 members Entering Unmasked Estep Score: -8367458.500000 Penalty: 5509.562988 Iteration 12Q: 3 clusters Score -8367458 nChanged 2910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38655 members Mstep: Class 2 contains 28047 members Entering Unmasked Estep Score: -8368885.000000 Penalty: 5509.562988 Iteration 13Q: 3 clusters Score -8368885 nChanged 2821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40028 members Mstep: Class 2 contains 26674 members Entering Unmasked Estep Score: -8370311.000000 Penalty: 5509.562988 Iteration 14Q: 3 clusters Score -8370311 nChanged 2678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41386 members Mstep: Class 2 contains 25316 members Entering Unmasked Estep Score: -8371566.500000 Penalty: 5509.562988 Iteration 15Q: 3 clusters Score -8371566 nChanged 2457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42837 members Mstep: Class 2 contains 23865 members Entering Unmasked Estep Score: -8372655.000000 Penalty: 5509.562988 Iteration 16Q: 3 clusters Score -8372655 nChanged 2094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44311 members Mstep: Class 2 contains 22391 members Entering Unmasked Estep Score: -8373622.500000 Penalty: 5509.562988 Iteration 17Q: 3 clusters Score -8373622 nChanged 1923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45932 members Mstep: Class 2 contains 20770 members Entering Unmasked Estep Score: -8374485.500000 Penalty: 5509.562988 Iteration 18Q: 3 clusters Score -8374486 nChanged 1758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47492 members Mstep: Class 2 contains 19210 members Entering Unmasked Estep Score: -8375365.500000 Penalty: 5509.562988 Iteration 19Q: 3 clusters Score -8375366 nChanged 1744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49128 members Mstep: Class 2 contains 17574 members Entering Unmasked Estep Score: -8376389.500000 Penalty: 5509.562988 Iteration 20F: 3 clusters Score -8376390 nChanged 1665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50709 members Mstep: Class 2 contains 15993 members Entering Unmasked Estep Score: -8377442.000000 Penalty: 5509.562988 Iteration 21Q: 3 clusters Score -8377442 nChanged 1584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52215 members Mstep: Class 2 contains 14487 members Entering Unmasked Estep Score: -8378396.500000 Penalty: 5509.562988 Iteration 22Q: 3 clusters Score -8378396 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53506 members Mstep: Class 2 contains 13196 members Entering Unmasked Estep Score: -8379256.000000 Penalty: 5509.562988 Iteration 23Q: 3 clusters Score -8379256 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54587 members Mstep: Class 2 contains 12115 members Entering Unmasked Estep Score: -8379926.000000 Penalty: 5509.562988 Iteration 24Q: 3 clusters Score -8379926 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55535 members Mstep: Class 2 contains 11167 members Entering Unmasked Estep Score: -8380397.500000 Penalty: 5509.562988 Iteration 25Q: 3 clusters Score -8380398 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56305 members Mstep: Class 2 contains 10397 members Entering Unmasked Estep Score: -8380706.500000 Penalty: 5509.562988 Iteration 26Q: 3 clusters Score -8380706 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56936 members Mstep: Class 2 contains 9766 members Entering Unmasked Estep Score: -8380943.500000 Penalty: 5509.562988 Iteration 27Q: 3 clusters Score -8380944 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57477 members Mstep: Class 2 contains 9225 members Entering Unmasked Estep Score: -8381106.000000 Penalty: 5509.562988 Iteration 28Q: 3 clusters Score -8381106 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57952 members Mstep: Class 2 contains 8750 members Entering Unmasked Estep Score: -8381248.500000 Penalty: 5509.562988 Iteration 29Q: 3 clusters Score -8381248 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58357 members Mstep: Class 2 contains 8345 members Entering Unmasked Estep Score: -8381416.000000 Penalty: 5509.562988 Iteration 30Q: 3 clusters Score -8381416 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58720 members Mstep: Class 2 contains 7982 members Entering Unmasked Estep Score: -8381501.000000 Penalty: 5509.562988 Iteration 31Q: 3 clusters Score -8381501 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59020 members Mstep: Class 2 contains 7682 members Entering Unmasked Estep Score: -8381579.000000 Penalty: 5509.562988 Iteration 32Q: 3 clusters Score -8381579 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59260 members Mstep: Class 2 contains 7442 members Entering Unmasked Estep Score: -8381616.000000 Penalty: 5509.562988 Iteration 33Q: 3 clusters Score -8381616 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59466 members Mstep: Class 2 contains 7236 members Entering Unmasked Estep Score: -8381634.000000 Penalty: 5509.562988 Iteration 34Q: 3 clusters Score -8381634 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59641 members Mstep: Class 2 contains 7061 members Entering Unmasked Estep Score: -8381652.500000 Penalty: 5509.562988 Iteration 35Q: 3 clusters Score -8381652 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59779 members Mstep: Class 2 contains 6923 members Entering Unmasked Estep Score: -8381671.500000 Penalty: 5509.562988 Iteration 36Q: 3 clusters Score -8381672 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59899 members Mstep: Class 2 contains 6803 members Entering Unmasked Estep Score: -8381697.000000 Penalty: 5509.562988 Iteration 37Q: 3 clusters Score -8381697 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60006 members Mstep: Class 2 contains 6696 members Entering Unmasked Estep Score: -8381700.500000 Penalty: 5509.562988 Iteration 38Q: 3 clusters Score -8381700 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60101 members Mstep: Class 2 contains 6601 members Entering Unmasked Estep Score: -8381725.000000 Penalty: 5509.562988 Iteration 39Q: 3 clusters Score -8381725 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60187 members Mstep: Class 2 contains 6515 members Entering Unmasked Estep Score: -8381735.500000 Penalty: 5509.562988 Iteration 40F: 3 clusters Score -8381736 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60271 members Mstep: Class 2 contains 6431 members Entering Unmasked Estep Score: -8381739.500000 Penalty: 5509.562988 Iteration 41Q: 3 clusters Score -8381740 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60333 members Mstep: Class 2 contains 6369 members Entering Unmasked Estep Score: -8381755.500000 Penalty: 5509.562988 Iteration 42Q: 3 clusters Score -8381756 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60386 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -8381755.500000 Penalty: 5509.562988 Iteration 43Q: 3 clusters Score -8381756 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60435 members Mstep: Class 2 contains 6267 members Entering Unmasked Estep Score: -8381762.500000 Penalty: 5509.562988 Iteration 44Q: 3 clusters Score -8381762 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60483 members Mstep: Class 2 contains 6219 members Entering Unmasked Estep Score: -8381767.000000 Penalty: 5509.562988 Iteration 45Q: 3 clusters Score -8381767 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60531 members Mstep: Class 2 contains 6171 members Entering Unmasked Estep Score: -8381777.500000 Penalty: 5509.562988 Iteration 46Q: 3 clusters Score -8381778 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60578 members Mstep: Class 2 contains 6124 members Entering Unmasked Estep Score: -8381777.500000 Penalty: 5509.562988 Iteration 47Q: 3 clusters Score -8381778 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60620 members Mstep: Class 2 contains 6082 members Entering Unmasked Estep Score: -8381784.000000 Penalty: 5509.562988 Iteration 48Q: 3 clusters Score -8381784 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60648 members Mstep: Class 2 contains 6054 members Entering Unmasked Estep Score: -8381789.000000 Penalty: 5509.562988 Iteration 49Q: 3 clusters Score -8381789 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60671 members Mstep: Class 2 contains 6031 members Entering Unmasked Estep Score: -8381794.500000 Penalty: 5509.562988 Iteration 50Q: 3 clusters Score -8381794 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60704 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -8381784.500000 Penalty: 5509.562988 Iteration 51Q: 3 clusters Score -8381784 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60723 members Mstep: Class 2 contains 5979 members Entering Unmasked Estep Score: -8381780.500000 Penalty: 5509.562988 Iteration 52Q: 3 clusters Score -8381780 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60742 members Mstep: Class 2 contains 5960 members Entering Unmasked Estep Score: -8381785.000000 Penalty: 5509.562988 Iteration 53Q: 3 clusters Score -8381785 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60764 members Mstep: Class 2 contains 5938 members Entering Unmasked Estep Score: -8381779.500000 Penalty: 5509.562988 Iteration 54Q: 3 clusters Score -8381780 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60795 members Mstep: Class 2 contains 5907 members Entering Unmasked Estep Score: -8381778.000000 Penalty: 5509.562988 Iteration 55Q: 3 clusters Score -8381778 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60825 members Mstep: Class 2 contains 5877 members Entering Unmasked Estep Score: -8381797.000000 Penalty: 5509.562988 Iteration 56Q: 3 clusters Score -8381797 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60849 members Mstep: Class 2 contains 5853 members Entering Unmasked Estep Score: -8381801.000000 Penalty: 5509.562988 Iteration 57Q: 3 clusters Score -8381801 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60870 members Mstep: Class 2 contains 5832 members Entering Unmasked Estep Score: -8381799.500000 Penalty: 5509.562988 Iteration 58Q: 3 clusters Score -8381800 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60896 members Mstep: Class 2 contains 5806 members Entering Unmasked Estep Score: -8381807.500000 Penalty: 5509.562988 Iteration 59Q: 3 clusters Score -8381808 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60915 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -8381807.500000 Penalty: 5509.562988 Iteration 60F: 3 clusters Score -8381808 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60937 members Mstep: Class 2 contains 5765 members Entering Unmasked Estep Score: -8381814.500000 Penalty: 5509.562988 Iteration 61Q: 3 clusters Score -8381814 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60967 members Mstep: Class 2 contains 5735 members Entering Unmasked Estep Score: -8381825.000000 Penalty: 5509.562988 Iteration 62Q: 3 clusters Score -8381825 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60982 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -8381824.000000 Penalty: 5509.562988 Iteration 63Q: 3 clusters Score -8381824 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60997 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -8381830.000000 Penalty: 5509.562988 Iteration 64Q: 3 clusters Score -8381830 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61013 members Mstep: Class 2 contains 5689 members Entering Unmasked Estep Score: -8381816.500000 Penalty: 5509.562988 Iteration 65Q: 3 clusters Score -8381816 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61026 members Mstep: Class 2 contains 5676 members Entering Unmasked Estep Score: -8381836.500000 Penalty: 5509.562988 Iteration 66Q: 3 clusters Score -8381836 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61039 members Mstep: Class 2 contains 5663 members Entering Unmasked Estep Score: -8381832.500000 Penalty: 5509.562988 Iteration 67Q: 3 clusters Score -8381832 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61046 members Mstep: Class 2 contains 5656 members Entering Unmasked Estep Score: -8381826.500000 Penalty: 5509.562988 Iteration 68Q: 3 clusters Score -8381826 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61058 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -8381825.000000 Penalty: 5509.562988 Iteration 69Q: 3 clusters Score -8381825 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61066 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -8381825.500000 Penalty: 5509.562988 Iteration 70Q: 3 clusters Score -8381826 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61075 members Mstep: Class 2 contains 5627 members Entering Unmasked Estep Score: -8381824.000000 Penalty: 5509.562988 Iteration 71Q: 3 clusters Score -8381824 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61080 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -8381829.500000 Penalty: 5509.562988 Iteration 72Q: 3 clusters Score -8381830 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61087 members Mstep: Class 2 contains 5615 members Entering Unmasked Estep Score: -8381822.000000 Penalty: 5509.562988 Iteration 73Q: 3 clusters Score -8381822 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61093 members Mstep: Class 2 contains 5609 members Entering Unmasked Estep Score: -8381824.000000 Penalty: 5509.562988 Iteration 74Q: 3 clusters Score -8381824 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61100 members Mstep: Class 2 contains 5602 members Entering Unmasked Estep Score: -8381832.500000 Penalty: 5509.562988 Iteration 75Q: 3 clusters Score -8381832 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61104 members Mstep: Class 2 contains 5598 members Entering Unmasked Estep Score: -8381833.500000 Penalty: 5509.562988 Iteration 76Q: 3 clusters Score -8381834 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61113 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -8381831.000000 Penalty: 5509.562988 Iteration 77Q: 3 clusters Score -8381831 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61120 members Mstep: Class 2 contains 5582 members Entering Unmasked Estep Score: -8381828.000000 Penalty: 5509.562988 Iteration 78Q: 3 clusters Score -8381828 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61126 members Mstep: Class 2 contains 5576 members Entering Unmasked Estep Score: -8381831.500000 Penalty: 5509.562988 Iteration 79Q: 3 clusters Score -8381832 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61131 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -8381827.000000 Penalty: 5509.562988 Iteration 80F: 3 clusters Score -8381827 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61134 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -8381828.000000 Penalty: 5509.562988 Iteration 81Q: 3 clusters Score -8381828 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61138 members Mstep: Class 2 contains 5564 members Entering Unmasked Estep Score: -8381824.500000 Penalty: 5509.562988 Iteration 82Q: 3 clusters Score -8381824 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61143 members Mstep: Class 2 contains 5559 members Entering Unmasked Estep Score: -8381822.000000 Penalty: 5509.562988 Iteration 83Q: 3 clusters Score -8381822 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61148 members Mstep: Class 2 contains 5554 members Entering Unmasked Estep Score: -8381832.500000 Penalty: 5509.562988 Iteration 84Q: 3 clusters Score -8381832 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61154 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -8381842.500000 Penalty: 5509.562988 Iteration 85Q: 3 clusters Score -8381842 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61158 members Mstep: Class 2 contains 5544 members Entering Unmasked Estep Score: -8381843.500000 Penalty: 5509.562988 Iteration 86Q: 3 clusters Score -8381844 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61160 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -8381834.500000 Penalty: 5509.562988 Iteration 87Q: 3 clusters Score -8381834 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61164 members Mstep: Class 2 contains 5538 members Entering Unmasked Estep Score: -8381833.000000 Penalty: 5509.562988 Iteration 88Q: 3 clusters Score -8381833 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61169 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -8381836.500000 Penalty: 5509.562988 Iteration 89Q: 3 clusters Score -8381836 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61173 members Mstep: Class 2 contains 5529 members Entering Unmasked Estep Score: -8381835.000000 Penalty: 5509.562988 Iteration 90Q: 3 clusters Score -8381835 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61176 members Mstep: Class 2 contains 5526 members Entering Unmasked Estep Score: -8381835.000000 Penalty: 5509.562988 Iteration 91Q: 3 clusters Score -8381835 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61178 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -8381831.000000 Penalty: 5509.562988 Iteration 92Q: 3 clusters Score -8381831 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61180 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -8381837.000000 Penalty: 5509.562988 Iteration 93Q: 3 clusters Score -8381837 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61181 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -8381832.500000 Penalty: 5509.562988 Iteration 94Q: 3 clusters Score -8381832 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61181 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -8381832.500000 Penalty: 5509.562988 Iteration 95F: 3 clusters Score -8381832 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (5163 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5163 members Entering Unmasked Estep Score: -658797.062500 Penalty: 2120.219727 Iteration 0F: 2 clusters Score -658797.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -654213.062500 Penalty: 4240.439453 Iteration 0F: 3 clusters Score -654213.1 nChanged 1956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -655313.437500 Penalty: 4240.439453 Iteration 1F: 3 clusters Score -655313.4 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -655502.062500 Penalty: 4240.439453 Iteration 2F: 3 clusters Score -655502.1 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -655619.312500 Penalty: 4240.439453 Iteration 3Q: 3 clusters Score -655619.3 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -655696.625000 Penalty: 4240.439453 Iteration 4Q: 3 clusters Score -655696.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -655763.375000 Penalty: 4240.439453 Iteration 5Q: 3 clusters Score -655763.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -655819.312500 Penalty: 4240.439453 Iteration 6Q: 3 clusters Score -655819.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -655860.812500 Penalty: 4240.439453 Iteration 7Q: 3 clusters Score -655860.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -655897.312500 Penalty: 4240.439453 Iteration 8Q: 3 clusters Score -655897.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -655930.500000 Penalty: 4240.439453 Iteration 9Q: 3 clusters Score -655930.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -655960.000000 Penalty: 4240.439453 Iteration 10Q: 3 clusters Score -655960 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -655975.812500 Penalty: 4240.439453 Iteration 11Q: 3 clusters Score -655975.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -655988.125000 Penalty: 4240.439453 Iteration 12Q: 3 clusters Score -655988.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -655998.875000 Penalty: 4240.439453 Iteration 13Q: 3 clusters Score -655998.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -656007.500000 Penalty: 4240.439453 Iteration 14Q: 3 clusters Score -656007.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -656013.937500 Penalty: 4240.439453 Iteration 15Q: 3 clusters Score -656013.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -656017.937500 Penalty: 4240.439453 Iteration 16Q: 3 clusters Score -656017.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -656024.937500 Penalty: 4240.439453 Iteration 17Q: 3 clusters Score -656024.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -656029.312500 Penalty: 4240.439453 Iteration 18Q: 3 clusters Score -656029.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -656035.312500 Penalty: 4240.439453 Iteration 19Q: 3 clusters Score -656035.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -656038.375000 Penalty: 4240.439453 Iteration 20F: 3 clusters Score -656038.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -656040.312500 Penalty: 4240.439453 Iteration 21Q: 3 clusters Score -656040.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -656043.250000 Penalty: 4240.439453 Iteration 22Q: 3 clusters Score -656043.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -656045.125000 Penalty: 4240.439453 Iteration 23Q: 3 clusters Score -656045.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -656044.937500 Penalty: 4240.439453 Iteration 24Q: 3 clusters Score -656044.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -656044.625000 Penalty: 4240.439453 Iteration 25Q: 3 clusters Score -656044.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -656044.625000 Penalty: 4240.439453 Iteration 26F: 3 clusters Score -656044.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 234 members Mstep: Class 1 contains 370 members Mstep: Class 3 contains 29043 members Mstep: Class 4 contains 8997 members Mstep: Class 5 contains 3502 members Mstep: Class 6 contains 4540 members Mstep: Class 7 contains 14059 members Mstep: Class 9 contains 250113 members Mstep: Class 10 contains 2624 members Mstep: Class 11 contains 52310 members Mstep: Class 13 contains 840 members Mstep: Class 15 contains 618 members Mstep: Class 16 contains 3208 members Mstep: Class 18 contains 1170 members Mstep: Class 19 contains 66702 members Mstep: Class 20 contains 5163 members Entering Unmasked Estep ConsiderDeletion Score: -55421868.000000 Penalty: 64550.628906 Iteration 39Q: 21 clusters Score -5.542187e+07 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 235 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 817 members Mstep: Class 3 contains 28806 members Mstep: Class 4 contains 8999 members Mstep: Class 5 contains 3469 members Mstep: Class 6 contains 4572 members Mstep: Class 7 contains 14083 members Mstep: Class 8 contains 226 members Mstep: Class 9 contains 250118 members Mstep: Class 10 contains 2637 members Mstep: Class 11 contains 52308 members Mstep: Class 12 contains 1843 members Mstep: Class 13 contains 1008 members Mstep: Class 14 contains 580 members Mstep: Class 15 contains 619 members Mstep: Class 16 contains 3207 members Mstep: Class 17 contains 1832 members Mstep: Class 18 contains 1168 members Mstep: Class 19 contains 66696 members Mstep: Class 20 contains 5165 members Entering Unmasked Estep ConsiderDeletion Score: -55423352.000000 Penalty: 64550.628906 Iteration 40F: 21 clusters Score -5.542335e+07 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 817 members Mstep: Class 3 contains 28638 members Mstep: Class 4 contains 8998 members Mstep: Class 5 contains 3452 members Mstep: Class 6 contains 4599 members Mstep: Class 7 contains 14024 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 249710 members Mstep: Class 10 contains 2671 members Mstep: Class 11 contains 52297 members Mstep: Class 12 contains 2228 members Mstep: Class 13 contains 1127 members Mstep: Class 14 contains 581 members Mstep: Class 15 contains 618 members Mstep: Class 16 contains 3205 members Mstep: Class 17 contains 2204 members Mstep: Class 18 contains 1168 members Mstep: Class 19 contains 66406 members Mstep: Class 20 contains 5162 members Entering Unmasked Estep ConsiderDeletion Score: -55424048.000000 Penalty: 64550.628906 Iteration 41Q: 21 clusters Score -5.542405e+07 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 28551 members Mstep: Class 4 contains 9003 members Mstep: Class 5 contains 3453 members Mstep: Class 6 contains 4624 members Mstep: Class 7 contains 14018 members Mstep: Class 8 contains 256 members Mstep: Class 9 contains 249379 members Mstep: Class 10 contains 2700 members Mstep: Class 11 contains 52292 members Mstep: Class 12 contains 2447 members Mstep: Class 13 contains 1228 members Mstep: Class 14 contains 583 members Mstep: Class 15 contains 616 members Mstep: Class 16 contains 3205 members Mstep: Class 17 contains 2396 members Mstep: Class 18 contains 1168 members Mstep: Class 19 contains 66255 members Mstep: Class 20 contains 5165 members Entering Unmasked Estep ConsiderDeletion Score: -55424380.000000 Penalty: 64550.628906 Iteration 42Q: 21 clusters Score -5.542438e+07 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 28538 members Mstep: Class 4 contains 9005 members Mstep: Class 5 contains 3457 members Mstep: Class 6 contains 4648 members Mstep: Class 7 contains 14046 members Mstep: Class 8 contains 254 members Mstep: Class 9 contains 249134 members Mstep: Class 10 contains 2721 members Mstep: Class 11 contains 52293 members Mstep: Class 12 contains 2565 members Mstep: Class 13 contains 1297 members Mstep: Class 14 contains 584 members Mstep: Class 15 contains 615 members Mstep: Class 16 contains 3205 members Mstep: Class 17 contains 2477 members Mstep: Class 18 contains 1167 members Mstep: Class 19 contains 66166 members Mstep: Class 20 contains 5167 members Entering Unmasked Estep ConsiderDeletion Score: -55424500.000000 Penalty: 64550.628906 Iteration 43Q: 21 clusters Score -5.54245e+07 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 28546 members Mstep: Class 4 contains 9007 members Mstep: Class 5 contains 3461 members Mstep: Class 6 contains 4670 members Mstep: Class 7 contains 14076 members Mstep: Class 8 contains 250 members Mstep: Class 9 contains 248918 members Mstep: Class 10 contains 2730 members Mstep: Class 11 contains 52299 members Mstep: Class 12 contains 2634 members Mstep: Class 13 contains 1357 members Mstep: Class 14 contains 585 members Mstep: Class 15 contains 614 members Mstep: Class 16 contains 3203 members Mstep: Class 17 contains 2536 members Mstep: Class 18 contains 1166 members Mstep: Class 19 contains 66120 members Mstep: Class 20 contains 5167 members Entering Unmasked Estep ConsiderDeletion Score: -55424480.000000 Penalty: 64550.628906 Iteration 44Q: 21 clusters Score -5.542448e+07 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 28553 members Mstep: Class 4 contains 9010 members Mstep: Class 5 contains 3459 members Mstep: Class 6 contains 4697 members Mstep: Class 7 contains 14093 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 248739 members Mstep: Class 10 contains 2737 members Mstep: Class 11 contains 52306 members Mstep: Class 12 contains 2672 members Mstep: Class 13 contains 1424 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2572 members Mstep: Class 18 contains 1166 members Mstep: Class 19 contains 66096 members Mstep: Class 20 contains 5166 members Entering Unmasked Estep ConsiderDeletion Score: -55424676.000000 Penalty: 64550.628906 Iteration 45Q: 21 clusters Score -5.542468e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 28582 members Mstep: Class 4 contains 9011 members Mstep: Class 5 contains 3459 members Mstep: Class 6 contains 4723 members Mstep: Class 7 contains 14115 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 248574 members Mstep: Class 10 contains 2747 members Mstep: Class 11 contains 52307 members Mstep: Class 12 contains 2696 members Mstep: Class 13 contains 1480 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2585 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66079 members Mstep: Class 20 contains 5167 members Entering Unmasked Estep ConsiderDeletion Score: -55424760.000000 Penalty: 64550.628906 Iteration 46Q: 21 clusters Score -5.542476e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 28591 members Mstep: Class 4 contains 9011 members Mstep: Class 5 contains 3463 members Mstep: Class 6 contains 4748 members Mstep: Class 7 contains 14127 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 248431 members Mstep: Class 10 contains 2757 members Mstep: Class 11 contains 52305 members Mstep: Class 12 contains 2708 members Mstep: Class 13 contains 1546 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3200 members Mstep: Class 17 contains 2602 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66073 members Mstep: Class 20 contains 5167 members Entering Unmasked Estep ConsiderDeletion Score: -55424816.000000 Penalty: 64550.628906 Iteration 47Q: 21 clusters Score -5.542482e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 28612 members Mstep: Class 4 contains 9013 members Mstep: Class 5 contains 3464 members Mstep: Class 6 contains 4766 members Mstep: Class 7 contains 14133 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 248313 members Mstep: Class 10 contains 2758 members Mstep: Class 11 contains 52307 members Mstep: Class 12 contains 2716 members Mstep: Class 13 contains 1596 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2618 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66067 members Mstep: Class 20 contains 5167 members Entering Unmasked Estep ConsiderDeletion Score: -55424896.000000 Penalty: 64550.628906 Iteration 48Q: 21 clusters Score -5.54249e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 28636 members Mstep: Class 4 contains 9017 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4778 members Mstep: Class 7 contains 14133 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 248210 members Mstep: Class 10 contains 2759 members Mstep: Class 11 contains 52305 members Mstep: Class 12 contains 2724 members Mstep: Class 13 contains 1645 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2629 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66062 members Mstep: Class 20 contains 5167 members Entering Unmasked Estep ConsiderDeletion Score: -55425008.000000 Penalty: 64550.628906 Iteration 49Q: 21 clusters Score -5.542501e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 28682 members Mstep: Class 4 contains 9020 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4785 members Mstep: Class 7 contains 14134 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 248101 members Mstep: Class 10 contains 2759 members Mstep: Class 11 contains 52303 members Mstep: Class 12 contains 2726 members Mstep: Class 13 contains 1690 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2640 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66058 members Mstep: Class 20 contains 5167 members Entering Unmasked Estep ConsiderDeletion Score: -55425040.000000 Penalty: 64550.628906 Iteration 50Q: 21 clusters Score -5.542504e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 28713 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4789 members Mstep: Class 7 contains 14145 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247995 members Mstep: Class 10 contains 2760 members Mstep: Class 11 contains 52301 members Mstep: Class 12 contains 2727 members Mstep: Class 13 contains 1736 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2652 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66057 members Mstep: Class 20 contains 5167 members Entering Unmasked Estep ConsiderDeletion Score: -55425100.000000 Penalty: 64550.628906 Iteration 51Q: 21 clusters Score -5.54251e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 28757 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4794 members Mstep: Class 7 contains 14151 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247899 members Mstep: Class 10 contains 2760 members Mstep: Class 11 contains 52301 members Mstep: Class 12 contains 2729 members Mstep: Class 13 contains 1769 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2660 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66056 members Mstep: Class 20 contains 5166 members Entering Unmasked Estep ConsiderDeletion Score: -55424956.000000 Penalty: 64550.628906 Iteration 52Q: 21 clusters Score -5.542496e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 28791 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4798 members Mstep: Class 7 contains 14150 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247827 members Mstep: Class 10 contains 2762 members Mstep: Class 11 contains 52300 members Mstep: Class 12 contains 2732 members Mstep: Class 13 contains 1796 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2665 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66054 members Mstep: Class 20 contains 5167 members Entering Unmasked Estep ConsiderDeletion Score: -55425048.000000 Penalty: 64550.628906 Iteration 53Q: 21 clusters Score -5.542505e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 28843 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4805 members Mstep: Class 7 contains 14150 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247745 members Mstep: Class 10 contains 2762 members Mstep: Class 11 contains 52300 members Mstep: Class 12 contains 2737 members Mstep: Class 13 contains 1814 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2666 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66052 members Mstep: Class 20 contains 5168 members Entering Unmasked Estep ConsiderDeletion Score: -55425060.000000 Penalty: 64550.628906 Iteration 54Q: 21 clusters Score -5.542506e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 28888 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4809 members Mstep: Class 7 contains 14150 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247677 members Mstep: Class 10 contains 2763 members Mstep: Class 11 contains 52300 members Mstep: Class 12 contains 2740 members Mstep: Class 13 contains 1832 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2666 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66049 members Mstep: Class 20 contains 5168 members Entering Unmasked Estep ConsiderDeletion Score: -55425104.000000 Penalty: 64550.628906 Iteration 55Q: 21 clusters Score -5.54251e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 28924 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4810 members Mstep: Class 7 contains 14150 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247625 members Mstep: Class 10 contains 2765 members Mstep: Class 11 contains 52298 members Mstep: Class 12 contains 2741 members Mstep: Class 13 contains 1847 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2666 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66048 members Mstep: Class 20 contains 5168 members Entering Unmasked Estep ConsiderDeletion Score: -55425152.000000 Penalty: 64550.628906 Iteration 56Q: 21 clusters Score -5.542515e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 28955 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4811 members Mstep: Class 7 contains 14150 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247578 members Mstep: Class 10 contains 2768 members Mstep: Class 11 contains 52299 members Mstep: Class 12 contains 2740 members Mstep: Class 13 contains 1859 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2666 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66048 members Mstep: Class 20 contains 5168 members Entering Unmasked Estep ConsiderDeletion Score: -55425132.000000 Penalty: 64550.628906 Iteration 57Q: 21 clusters Score -5.542513e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 28988 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 14150 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247532 members Mstep: Class 10 contains 2768 members Mstep: Class 11 contains 52299 members Mstep: Class 12 contains 2740 members Mstep: Class 13 contains 1870 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2667 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66048 members Mstep: Class 20 contains 5168 members Entering Unmasked Estep ConsiderDeletion Score: -55425144.000000 Penalty: 64550.628906 Iteration 58Q: 21 clusters Score -5.542514e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 29016 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 14150 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247494 members Mstep: Class 10 contains 2767 members Mstep: Class 11 contains 52300 members Mstep: Class 12 contains 2740 members Mstep: Class 13 contains 1879 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2669 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66047 members Mstep: Class 20 contains 5168 members Entering Unmasked Estep ConsiderDeletion Score: -55425184.000000 Penalty: 64550.628906 Iteration 59Q: 21 clusters Score -5.542518e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 29032 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 14149 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247470 members Mstep: Class 10 contains 2767 members Mstep: Class 11 contains 52300 members Mstep: Class 12 contains 2740 members Mstep: Class 13 contains 1886 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2671 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66047 members Mstep: Class 20 contains 5168 members Entering Unmasked Estep ConsiderDeletion Score: -55425160.000000 Penalty: 64550.628906 Iteration 60F: 21 clusters Score -5.542516e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 29044 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 14149 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247442 members Mstep: Class 10 contains 2767 members Mstep: Class 11 contains 52300 members Mstep: Class 12 contains 2740 members Mstep: Class 13 contains 1898 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2676 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66046 members Mstep: Class 20 contains 5168 members Entering Unmasked Estep ConsiderDeletion Score: -55425192.000000 Penalty: 64550.628906 Iteration 61Q: 21 clusters Score -5.542519e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 29066 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 14147 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247409 members Mstep: Class 10 contains 2767 members Mstep: Class 11 contains 52300 members Mstep: Class 12 contains 2740 members Mstep: Class 13 contains 1909 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2679 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66045 members Mstep: Class 20 contains 5168 members Entering Unmasked Estep ConsiderDeletion Score: -55425212.000000 Penalty: 64550.628906 Iteration 62Q: 21 clusters Score -5.542521e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 29073 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 14147 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247389 members Mstep: Class 10 contains 2767 members Mstep: Class 11 contains 52299 members Mstep: Class 12 contains 2740 members Mstep: Class 13 contains 1922 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2681 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66044 members Mstep: Class 20 contains 5168 members Entering Unmasked Estep ConsiderDeletion Score: -55425264.000000 Penalty: 64550.628906 Iteration 63Q: 21 clusters Score -5.542526e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 29077 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 14148 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247373 members Mstep: Class 10 contains 2767 members Mstep: Class 11 contains 52297 members Mstep: Class 12 contains 2740 members Mstep: Class 13 contains 1937 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2681 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66042 members Mstep: Class 20 contains 5168 members Entering Unmasked Estep ConsiderDeletion Score: -55425256.000000 Penalty: 64550.628906 Iteration 64Q: 21 clusters Score -5.542526e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 29090 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 14150 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247354 members Mstep: Class 10 contains 2766 members Mstep: Class 11 contains 52296 members Mstep: Class 12 contains 2740 members Mstep: Class 13 contains 1944 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2682 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66040 members Mstep: Class 20 contains 5168 members Entering Unmasked Estep ConsiderDeletion Score: -55425240.000000 Penalty: 64550.628906 Iteration 65Q: 21 clusters Score -5.542524e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 29093 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 14151 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247340 members Mstep: Class 10 contains 2766 members Mstep: Class 11 contains 52296 members Mstep: Class 12 contains 2741 members Mstep: Class 13 contains 1954 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2682 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66039 members Mstep: Class 20 contains 5168 members Entering Unmasked Estep ConsiderDeletion Score: -55425236.000000 Penalty: 64550.628906 Iteration 66Q: 21 clusters Score -5.542524e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 29103 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 14151 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247324 members Mstep: Class 10 contains 2766 members Mstep: Class 11 contains 52295 members Mstep: Class 12 contains 2742 members Mstep: Class 13 contains 1960 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2682 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66039 members Mstep: Class 20 contains 5168 members Entering Unmasked Estep ConsiderDeletion Score: -55425268.000000 Penalty: 64550.628906 Iteration 67Q: 21 clusters Score -5.542527e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 29117 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 14151 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247309 members Mstep: Class 10 contains 2766 members Mstep: Class 11 contains 52294 members Mstep: Class 12 contains 2743 members Mstep: Class 13 contains 1961 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2682 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66039 members Mstep: Class 20 contains 5168 members Entering Unmasked Estep ConsiderDeletion Score: -55425232.000000 Penalty: 64550.628906 Iteration 68Q: 21 clusters Score -5.542523e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 29131 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 14151 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247295 members Mstep: Class 10 contains 2766 members Mstep: Class 11 contains 52293 members Mstep: Class 12 contains 2745 members Mstep: Class 13 contains 1962 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2682 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66038 members Mstep: Class 20 contains 5167 members Entering Unmasked Estep ConsiderDeletion Score: -55425244.000000 Penalty: 64550.628906 Iteration 69Q: 21 clusters Score -5.542524e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 29143 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 14152 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247283 members Mstep: Class 10 contains 2766 members Mstep: Class 11 contains 52290 members Mstep: Class 12 contains 2749 members Mstep: Class 13 contains 1962 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2682 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66036 members Mstep: Class 20 contains 5167 members Entering Unmasked Estep ConsiderDeletion Score: -55425208.000000 Penalty: 64550.628906 Iteration 70Q: 21 clusters Score -5.542521e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 29148 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 14152 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247279 members Mstep: Class 10 contains 2766 members Mstep: Class 11 contains 52290 members Mstep: Class 12 contains 2753 members Mstep: Class 13 contains 1962 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2682 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66031 members Mstep: Class 20 contains 5167 members Entering Unmasked Estep ConsiderDeletion Score: -55425204.000000 Penalty: 64550.628906 Iteration 71Q: 21 clusters Score -5.54252e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 29154 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 14151 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247276 members Mstep: Class 10 contains 2766 members Mstep: Class 11 contains 52289 members Mstep: Class 12 contains 2755 members Mstep: Class 13 contains 1962 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2682 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66028 members Mstep: Class 20 contains 5167 members Entering Unmasked Estep ConsiderDeletion Score: -55425240.000000 Penalty: 64550.628906 Iteration 72Q: 21 clusters Score -5.542524e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 29161 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 14151 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247270 members Mstep: Class 10 contains 2766 members Mstep: Class 11 contains 52289 members Mstep: Class 12 contains 2757 members Mstep: Class 13 contains 1962 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2682 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66025 members Mstep: Class 20 contains 5167 members Entering Unmasked Estep ConsiderDeletion Score: -55425228.000000 Penalty: 64550.628906 Iteration 73Q: 21 clusters Score -5.542523e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 29165 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 14151 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247266 members Mstep: Class 10 contains 2766 members Mstep: Class 11 contains 52289 members Mstep: Class 12 contains 2757 members Mstep: Class 13 contains 1962 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2682 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66025 members Mstep: Class 20 contains 5167 members Entering Unmasked Estep ConsiderDeletion Score: -55425232.000000 Penalty: 64550.628906 Iteration 74Q: 21 clusters Score -5.542523e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 29167 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 14151 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247264 members Mstep: Class 10 contains 2766 members Mstep: Class 11 contains 52289 members Mstep: Class 12 contains 2757 members Mstep: Class 13 contains 1962 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2682 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66025 members Mstep: Class 20 contains 5167 members Entering Unmasked Estep ConsiderDeletion Score: -55425220.000000 Penalty: 64550.628906 Iteration 75Q: 21 clusters Score -5.542522e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 29169 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 14151 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247262 members Mstep: Class 10 contains 2766 members Mstep: Class 11 contains 52289 members Mstep: Class 12 contains 2757 members Mstep: Class 13 contains 1962 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2682 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66025 members Mstep: Class 20 contains 5167 members Entering Unmasked Estep ConsiderDeletion Score: -55425240.000000 Penalty: 64550.628906 Iteration 76Q: 21 clusters Score -5.542524e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 29169 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 14151 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247262 members Mstep: Class 10 contains 2766 members Mstep: Class 11 contains 52289 members Mstep: Class 12 contains 2757 members Mstep: Class 13 contains 1962 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2682 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66025 members Mstep: Class 20 contains 5167 members Entering Unmasked Estep ConsiderDeletion Score: -55425240.000000 Penalty: 64550.628906 Iteration 77F: 21 clusters Score -5.542524e+07 nChanged 0 Entering ConstructFrom: Score: -55425240.000000 Penalty: 64550.628906 Entering ConstructFrom: Trying to split cluster 1 (371 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Entering Unmasked Estep Score: -37519.484375 Penalty: 1467.218140 Iteration 0F: 2 clusters Score -37519.48 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 177 members Entering Unmasked Estep Score: -36248.375000 Penalty: 2934.436279 Iteration 0F: 3 clusters Score -36248.38 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -36513.234375 Penalty: 2934.436279 Iteration 1F: 3 clusters Score -36513.23 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -36706.222656 Penalty: 2934.436279 Iteration 2F: 3 clusters Score -36706.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -36754.406250 Penalty: 2934.436279 Iteration 3Q: 3 clusters Score -36754.41 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -36788.476562 Penalty: 2934.436279 Iteration 4Q: 3 clusters Score -36788.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -36794.675781 Penalty: 2934.436279 Iteration 5Q: 3 clusters Score -36794.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -36798.652344 Penalty: 2934.436279 Iteration 6Q: 3 clusters Score -36798.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -36800.593750 Penalty: 2934.436279 Iteration 7Q: 3 clusters Score -36800.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -36804.707031 Penalty: 2934.436279 Iteration 8Q: 3 clusters Score -36804.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -36810.089844 Penalty: 2934.436279 Iteration 9Q: 3 clusters Score -36810.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -36814.136719 Penalty: 2934.436279 Iteration 10Q: 3 clusters Score -36814.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -36814.136719 Penalty: 2934.436279 Iteration 11F: 3 clusters Score -36814.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (818 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Entering Unmasked Estep Score: -86116.312500 Penalty: 1663.301880 Iteration 0F: 2 clusters Score -86116.31 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 402 members Entering Unmasked Estep Score: -84424.078125 Penalty: 3326.603760 Iteration 0F: 3 clusters Score -84424.08 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -85177.179688 Penalty: 3326.603760 Iteration 1F: 3 clusters Score -85177.18 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -85492.851562 Penalty: 3326.603760 Iteration 2F: 3 clusters Score -85492.85 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -85706.476562 Penalty: 3326.603760 Iteration 3F: 3 clusters Score -85706.48 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -85894.656250 Penalty: 3326.603760 Iteration 4F: 3 clusters Score -85894.66 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -86024.132812 Penalty: 3326.603760 Iteration 5Q: 3 clusters Score -86024.13 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -86108.007812 Penalty: 3326.603760 Iteration 6Q: 3 clusters Score -86108.01 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -86148.328125 Penalty: 3326.603760 Iteration 7Q: 3 clusters Score -86148.33 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -86190.351562 Penalty: 3326.603760 Iteration 8Q: 3 clusters Score -86190.35 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -86227.515625 Penalty: 3326.603760 Iteration 9Q: 3 clusters Score -86227.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -86252.320312 Penalty: 3326.603760 Iteration 10Q: 3 clusters Score -86252.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -86265.648438 Penalty: 3326.603760 Iteration 11Q: 3 clusters Score -86265.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -86269.703125 Penalty: 3326.603760 Iteration 12Q: 3 clusters Score -86269.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -86273.000000 Penalty: 3326.603760 Iteration 13Q: 3 clusters Score -86273 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -86273.000000 Penalty: 3326.603760 Iteration 14F: 3 clusters Score -86273 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 561 members Mstep: Class 3 contains 29169 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 14151 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247262 members Mstep: Class 10 contains 2766 members Mstep: Class 11 contains 52289 members Mstep: Class 12 contains 2757 members Mstep: Class 13 contains 1962 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2682 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66025 members Mstep: Class 20 contains 5167 members Mstep: Class 21 contains 257 members Entering Unmasked Estep Score: -55423880.000000 Penalty: 67778.156250 Splitting cluster 2 changes total score from -55425240.000000 to -55423880.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (29169 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29169 members Entering Unmasked Estep Score: -3605732.000000 Penalty: 2549.653809 Iteration 0F: 2 clusters Score -3605732 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14430 members Mstep: Class 2 contains 14739 members Entering Unmasked Estep Score: -3585740.250000 Penalty: 5099.307617 Iteration 0F: 3 clusters Score -3585740 nChanged 13132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13326 members Mstep: Class 2 contains 15843 members Entering Unmasked Estep Score: -3592967.750000 Penalty: 5099.307617 Iteration 1F: 3 clusters Score -3592968 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12540 members Mstep: Class 2 contains 16629 members Entering Unmasked Estep Score: -3593504.500000 Penalty: 5099.307617 Iteration 2F: 3 clusters Score -3593504 nChanged 1487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11463 members Mstep: Class 2 contains 17706 members Entering Unmasked Estep Score: -3594144.000000 Penalty: 5099.307617 Iteration 3F: 3 clusters Score -3594144 nChanged 1679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10044 members Mstep: Class 2 contains 19125 members Entering Unmasked Estep Score: -3595035.000000 Penalty: 5099.307617 Iteration 4F: 3 clusters Score -3595035 nChanged 1896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8254 members Mstep: Class 2 contains 20915 members Entering Unmasked Estep Score: -3596305.500000 Penalty: 5099.307617 Iteration 5F: 3 clusters Score -3596306 nChanged 2089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6215 members Mstep: Class 2 contains 22954 members Entering Unmasked Estep Score: -3597918.750000 Penalty: 5099.307617 Iteration 6F: 3 clusters Score -3597919 nChanged 2059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 24993 members Entering Unmasked Estep Score: -3599722.750000 Penalty: 5099.307617 Iteration 7F: 3 clusters Score -3599723 nChanged 1716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 26701 members Entering Unmasked Estep Score: -3601309.500000 Penalty: 5099.307617 Iteration 8F: 3 clusters Score -3601310 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 27804 members Entering Unmasked Estep Score: -3602309.000000 Penalty: 5099.307617 Iteration 9Q: 3 clusters Score -3602309 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 28424 members Entering Unmasked Estep Score: -3602882.750000 Penalty: 5099.307617 Iteration 10Q: 3 clusters Score -3602883 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 28703 members Entering Unmasked Estep Score: -3603180.000000 Penalty: 5099.307617 Iteration 11Q: 3 clusters Score -3603180 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 28813 members Entering Unmasked Estep Score: -3603296.500000 Penalty: 5099.307617 Iteration 12Q: 3 clusters Score -3603296 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 28865 members Entering Unmasked Estep Score: -3603349.500000 Penalty: 5099.307617 Iteration 13Q: 3 clusters Score -3603350 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 28888 members Entering Unmasked Estep Score: -3603390.000000 Penalty: 5099.307617 Iteration 14Q: 3 clusters Score -3603390 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 28903 members Entering Unmasked Estep Score: -3603410.000000 Penalty: 5099.307617 Iteration 15Q: 3 clusters Score -3603410 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 28913 members Entering Unmasked Estep Score: -3603426.000000 Penalty: 5099.307617 Iteration 16Q: 3 clusters Score -3603426 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 28916 members Entering Unmasked Estep Score: -3603435.500000 Penalty: 5099.307617 Iteration 17Q: 3 clusters Score -3603436 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 28918 members Entering Unmasked Estep Score: -3603434.250000 Penalty: 5099.307617 Iteration 18Q: 3 clusters Score -3603434 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 28923 members Entering Unmasked Estep Score: -3603451.000000 Penalty: 5099.307617 Iteration 19Q: 3 clusters Score -3603451 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 28931 members Entering Unmasked Estep Score: -3603460.000000 Penalty: 5099.307617 Iteration 20F: 3 clusters Score -3603460 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 28938 members Entering Unmasked Estep Score: -3603476.000000 Penalty: 5099.307617 Iteration 21Q: 3 clusters Score -3603476 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 28941 members Entering Unmasked Estep Score: -3603482.000000 Penalty: 5099.307617 Iteration 22Q: 3 clusters Score -3603482 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 28947 members Entering Unmasked Estep Score: -3603496.250000 Penalty: 5099.307617 Iteration 23Q: 3 clusters Score -3603496 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 28948 members Entering Unmasked Estep Score: -3603497.000000 Penalty: 5099.307617 Iteration 24Q: 3 clusters Score -3603497 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 28949 members Entering Unmasked Estep Score: -3603497.500000 Penalty: 5099.307617 Iteration 25Q: 3 clusters Score -3603498 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 28949 members Entering Unmasked Estep Score: -3603497.500000 Penalty: 5099.307617 Iteration 26F: 3 clusters Score -3603498 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (9023 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9023 members Entering Unmasked Estep Score: -1151944.875000 Penalty: 2258.667969 Iteration 0F: 2 clusters Score -1151945 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Mstep: Class 2 contains 4523 members Entering Unmasked Estep Score: -1144940.000000 Penalty: 4517.335938 Iteration 0F: 3 clusters Score -1144940 nChanged 3741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -1147037.125000 Penalty: 4517.335938 Iteration 1F: 3 clusters Score -1147037 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -1147535.625000 Penalty: 4517.335938 Iteration 2F: 3 clusters Score -1147536 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -1148092.250000 Penalty: 4517.335938 Iteration 3F: 3 clusters Score -1148092 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 5339 members Entering Unmasked Estep Score: -1148733.375000 Penalty: 4517.335938 Iteration 4F: 3 clusters Score -1148733 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 5704 members Entering Unmasked Estep Score: -1149330.250000 Penalty: 4517.335938 Iteration 5F: 3 clusters Score -1149330 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 6113 members Entering Unmasked Estep Score: -1149817.125000 Penalty: 4517.335938 Iteration 6F: 3 clusters Score -1149817 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -1150153.875000 Penalty: 4517.335938 Iteration 7F: 3 clusters Score -1150154 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 6744 members Entering Unmasked Estep Score: -1150361.000000 Penalty: 4517.335938 Iteration 8Q: 3 clusters Score -1150361 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 6981 members Entering Unmasked Estep Score: -1150505.500000 Penalty: 4517.335938 Iteration 9Q: 3 clusters Score -1150506 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 7152 members Entering Unmasked Estep Score: -1150608.625000 Penalty: 4517.335938 Iteration 10Q: 3 clusters Score -1150609 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 7277 members Entering Unmasked Estep Score: -1150667.500000 Penalty: 4517.335938 Iteration 11Q: 3 clusters Score -1150668 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 7370 members Entering Unmasked Estep Score: -1150706.125000 Penalty: 4517.335938 Iteration 12Q: 3 clusters Score -1150706 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 7445 members Entering Unmasked Estep Score: -1150733.000000 Penalty: 4517.335938 Iteration 13Q: 3 clusters Score -1150733 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 7510 members Entering Unmasked Estep Score: -1150766.125000 Penalty: 4517.335938 Iteration 14Q: 3 clusters Score -1150766 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 7581 members Entering Unmasked Estep Score: -1150798.125000 Penalty: 4517.335938 Iteration 15Q: 3 clusters Score -1150798 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 7634 members Entering Unmasked Estep Score: -1150819.375000 Penalty: 4517.335938 Iteration 16Q: 3 clusters Score -1150819 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 7675 members Entering Unmasked Estep Score: -1150835.250000 Penalty: 4517.335938 Iteration 17Q: 3 clusters Score -1150835 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 7713 members Entering Unmasked Estep Score: -1150844.125000 Penalty: 4517.335938 Iteration 18Q: 3 clusters Score -1150844 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 7744 members Entering Unmasked Estep Score: -1150854.375000 Penalty: 4517.335938 Iteration 19Q: 3 clusters Score -1150854 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 7770 members Entering Unmasked Estep Score: -1150863.375000 Penalty: 4517.335938 Iteration 20F: 3 clusters Score -1150863 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 7800 members Entering Unmasked Estep Score: -1150872.875000 Penalty: 4517.335938 Iteration 21Q: 3 clusters Score -1150873 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 7821 members Entering Unmasked Estep Score: -1150882.750000 Penalty: 4517.335938 Iteration 22Q: 3 clusters Score -1150883 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 7841 members Entering Unmasked Estep Score: -1150892.875000 Penalty: 4517.335938 Iteration 23Q: 3 clusters Score -1150893 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 7861 members Entering Unmasked Estep Score: -1150899.625000 Penalty: 4517.335938 Iteration 24Q: 3 clusters Score -1150900 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 7883 members Entering Unmasked Estep Score: -1150904.875000 Penalty: 4517.335938 Iteration 25Q: 3 clusters Score -1150905 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 7897 members Entering Unmasked Estep Score: -1150909.750000 Penalty: 4517.335938 Iteration 26Q: 3 clusters Score -1150910 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 7913 members Entering Unmasked Estep Score: -1150915.000000 Penalty: 4517.335938 Iteration 27Q: 3 clusters Score -1150915 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 7928 members Entering Unmasked Estep Score: -1150920.375000 Penalty: 4517.335938 Iteration 28Q: 3 clusters Score -1150920 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 7934 members Entering Unmasked Estep Score: -1150922.125000 Penalty: 4517.335938 Iteration 29Q: 3 clusters Score -1150922 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 7940 members Entering Unmasked Estep Score: -1150926.250000 Penalty: 4517.335938 Iteration 30Q: 3 clusters Score -1150926 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 7944 members Entering Unmasked Estep Score: -1150929.000000 Penalty: 4517.335938 Iteration 31Q: 3 clusters Score -1150929 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 7948 members Entering Unmasked Estep Score: -1150930.375000 Penalty: 4517.335938 Iteration 32Q: 3 clusters Score -1150930 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 7953 members Entering Unmasked Estep Score: -1150931.875000 Penalty: 4517.335938 Iteration 33Q: 3 clusters Score -1150932 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 7957 members Entering Unmasked Estep Score: -1150931.875000 Penalty: 4517.335938 Iteration 34Q: 3 clusters Score -1150932 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 7962 members Entering Unmasked Estep Score: -1150931.375000 Penalty: 4517.335938 Iteration 35Q: 3 clusters Score -1150931 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 7965 members Entering Unmasked Estep Score: -1150932.000000 Penalty: 4517.335938 Iteration 36Q: 3 clusters Score -1150932 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 7968 members Entering Unmasked Estep Score: -1150932.625000 Penalty: 4517.335938 Iteration 37Q: 3 clusters Score -1150933 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 7972 members Entering Unmasked Estep Score: -1150933.000000 Penalty: 4517.335938 Iteration 38Q: 3 clusters Score -1150933 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 7976 members Entering Unmasked Estep Score: -1150934.625000 Penalty: 4517.335938 Iteration 39Q: 3 clusters Score -1150935 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 7979 members Entering Unmasked Estep Score: -1150935.375000 Penalty: 4517.335938 Iteration 40F: 3 clusters Score -1150935 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3465 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Entering Unmasked Estep Score: -431769.937500 Penalty: 2021.316040 Iteration 0F: 2 clusters Score -431769.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -428216.031250 Penalty: 4042.632080 Iteration 0F: 3 clusters Score -428216 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -428997.218750 Penalty: 4042.632080 Iteration 1F: 3 clusters Score -428997.2 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -429198.375000 Penalty: 4042.632080 Iteration 2F: 3 clusters Score -429198.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -429310.500000 Penalty: 4042.632080 Iteration 3Q: 3 clusters Score -429310.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -429380.562500 Penalty: 4042.632080 Iteration 4Q: 3 clusters Score -429380.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -429439.375000 Penalty: 4042.632080 Iteration 5Q: 3 clusters Score -429439.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -429474.937500 Penalty: 4042.632080 Iteration 6Q: 3 clusters Score -429474.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -429506.156250 Penalty: 4042.632080 Iteration 7Q: 3 clusters Score -429506.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -429528.781250 Penalty: 4042.632080 Iteration 8Q: 3 clusters Score -429528.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -429541.781250 Penalty: 4042.632080 Iteration 9Q: 3 clusters Score -429541.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -429549.000000 Penalty: 4042.632080 Iteration 10Q: 3 clusters Score -429549 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -429555.781250 Penalty: 4042.632080 Iteration 11Q: 3 clusters Score -429555.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -429564.906250 Penalty: 4042.632080 Iteration 12Q: 3 clusters Score -429564.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -429570.281250 Penalty: 4042.632080 Iteration 13Q: 3 clusters Score -429570.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -429578.593750 Penalty: 4042.632080 Iteration 14Q: 3 clusters Score -429578.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -429583.531250 Penalty: 4042.632080 Iteration 15Q: 3 clusters Score -429583.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -429588.250000 Penalty: 4042.632080 Iteration 16Q: 3 clusters Score -429588.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -429593.437500 Penalty: 4042.632080 Iteration 17Q: 3 clusters Score -429593.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -429597.250000 Penalty: 4042.632080 Iteration 18Q: 3 clusters Score -429597.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -429599.625000 Penalty: 4042.632080 Iteration 19Q: 3 clusters Score -429599.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -429602.031250 Penalty: 4042.632080 Iteration 20F: 3 clusters Score -429602 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -429605.062500 Penalty: 4042.632080 Iteration 21Q: 3 clusters Score -429605.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -429607.125000 Penalty: 4042.632080 Iteration 22Q: 3 clusters Score -429607.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -429608.875000 Penalty: 4042.632080 Iteration 23Q: 3 clusters Score -429608.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -429609.625000 Penalty: 4042.632080 Iteration 24Q: 3 clusters Score -429609.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -429611.218750 Penalty: 4042.632080 Iteration 25Q: 3 clusters Score -429611.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -429612.250000 Penalty: 4042.632080 Iteration 26Q: 3 clusters Score -429612.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -429611.812500 Penalty: 4042.632080 Iteration 27Q: 3 clusters Score -429611.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -429613.093750 Penalty: 4042.632080 Iteration 28Q: 3 clusters Score -429613.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -429613.156250 Penalty: 4042.632080 Iteration 29Q: 3 clusters Score -429613.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -429613.156250 Penalty: 4042.632080 Iteration 30F: 3 clusters Score -429613.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4812 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Entering Unmasked Estep Score: -617441.062500 Penalty: 2102.759277 Iteration 0F: 2 clusters Score -617441.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -613016.687500 Penalty: 4205.518555 Iteration 0F: 3 clusters Score -613016.7 nChanged 1794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -614029.375000 Penalty: 4205.518555 Iteration 1F: 3 clusters Score -614029.4 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -614257.000000 Penalty: 4205.518555 Iteration 2F: 3 clusters Score -614257 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -614390.000000 Penalty: 4205.518555 Iteration 3F: 3 clusters Score -614390 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -614471.062500 Penalty: 4205.518555 Iteration 4Q: 3 clusters Score -614471.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -614538.375000 Penalty: 4205.518555 Iteration 5Q: 3 clusters Score -614538.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -614603.750000 Penalty: 4205.518555 Iteration 6Q: 3 clusters Score -614603.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -614665.937500 Penalty: 4205.518555 Iteration 7Q: 3 clusters Score -614665.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -614714.812500 Penalty: 4205.518555 Iteration 8Q: 3 clusters Score -614714.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -614764.562500 Penalty: 4205.518555 Iteration 9Q: 3 clusters Score -614764.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -614822.937500 Penalty: 4205.518555 Iteration 10Q: 3 clusters Score -614822.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -614882.562500 Penalty: 4205.518555 Iteration 11Q: 3 clusters Score -614882.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -614931.375000 Penalty: 4205.518555 Iteration 12Q: 3 clusters Score -614931.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -614974.062500 Penalty: 4205.518555 Iteration 13Q: 3 clusters Score -614974.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -615025.000000 Penalty: 4205.518555 Iteration 14Q: 3 clusters Score -615025 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -615080.937500 Penalty: 4205.518555 Iteration 15Q: 3 clusters Score -615080.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -615135.625000 Penalty: 4205.518555 Iteration 16Q: 3 clusters Score -615135.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -615185.375000 Penalty: 4205.518555 Iteration 17Q: 3 clusters Score -615185.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -615226.937500 Penalty: 4205.518555 Iteration 18Q: 3 clusters Score -615226.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -615272.062500 Penalty: 4205.518555 Iteration 19Q: 3 clusters Score -615272.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -615320.062500 Penalty: 4205.518555 Iteration 20F: 3 clusters Score -615320.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -615361.250000 Penalty: 4205.518555 Iteration 21Q: 3 clusters Score -615361.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -615399.875000 Penalty: 4205.518555 Iteration 22Q: 3 clusters Score -615399.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -615431.937500 Penalty: 4205.518555 Iteration 23Q: 3 clusters Score -615431.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -615459.625000 Penalty: 4205.518555 Iteration 24Q: 3 clusters Score -615459.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -615480.875000 Penalty: 4205.518555 Iteration 25Q: 3 clusters Score -615480.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -615499.937500 Penalty: 4205.518555 Iteration 26Q: 3 clusters Score -615499.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -615515.437500 Penalty: 4205.518555 Iteration 27Q: 3 clusters Score -615515.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -615529.875000 Penalty: 4205.518555 Iteration 28Q: 3 clusters Score -615529.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -615540.062500 Penalty: 4205.518555 Iteration 29Q: 3 clusters Score -615540.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -615550.937500 Penalty: 4205.518555 Iteration 30Q: 3 clusters Score -615550.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -615553.875000 Penalty: 4205.518555 Iteration 31Q: 3 clusters Score -615553.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -615557.437500 Penalty: 4205.518555 Iteration 32Q: 3 clusters Score -615557.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 4335 members Entering Unmasked Estep Score: -615561.687500 Penalty: 4205.518555 Iteration 33Q: 3 clusters Score -615561.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -615565.750000 Penalty: 4205.518555 Iteration 34Q: 3 clusters Score -615565.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -615568.437500 Penalty: 4205.518555 Iteration 35Q: 3 clusters Score -615568.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -615569.937500 Penalty: 4205.518555 Iteration 36Q: 3 clusters Score -615569.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -615571.937500 Penalty: 4205.518555 Iteration 37Q: 3 clusters Score -615571.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -615575.187500 Penalty: 4205.518555 Iteration 38Q: 3 clusters Score -615575.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -615578.062500 Penalty: 4205.518555 Iteration 39Q: 3 clusters Score -615578.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -615580.562500 Penalty: 4205.518555 Iteration 40F: 3 clusters Score -615580.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -615582.000000 Penalty: 4205.518555 Iteration 41Q: 3 clusters Score -615582 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -615581.937500 Penalty: 4205.518555 Iteration 42Q: 3 clusters Score -615581.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -615581.937500 Penalty: 4205.518555 Iteration 43F: 3 clusters Score -615581.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (14151 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14151 members Entering Unmasked Estep Score: -1796650.750000 Penalty: 2370.270020 Iteration 0F: 2 clusters Score -1796651 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7002 members Mstep: Class 2 contains 7149 members Entering Unmasked Estep Score: -1786302.000000 Penalty: 4740.540039 Iteration 0F: 3 clusters Score -1786302 nChanged 6055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6823 members Mstep: Class 2 contains 7328 members Entering Unmasked Estep Score: -1789584.875000 Penalty: 4740.540039 Iteration 1F: 3 clusters Score -1789585 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6725 members Mstep: Class 2 contains 7426 members Entering Unmasked Estep Score: -1790032.500000 Penalty: 4740.540039 Iteration 2F: 3 clusters Score -1790032 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6585 members Mstep: Class 2 contains 7566 members Entering Unmasked Estep Score: -1790466.125000 Penalty: 4740.540039 Iteration 3F: 3 clusters Score -1790466 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6460 members Mstep: Class 2 contains 7691 members Entering Unmasked Estep Score: -1790942.250000 Penalty: 4740.540039 Iteration 4F: 3 clusters Score -1790942 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6372 members Mstep: Class 2 contains 7779 members Entering Unmasked Estep Score: -1791447.000000 Penalty: 4740.540039 Iteration 5F: 3 clusters Score -1791447 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6290 members Mstep: Class 2 contains 7861 members Entering Unmasked Estep Score: -1791926.875000 Penalty: 4740.540039 Iteration 6F: 3 clusters Score -1791927 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6168 members Mstep: Class 2 contains 7983 members Entering Unmasked Estep Score: -1792410.375000 Penalty: 4740.540039 Iteration 7F: 3 clusters Score -1792410 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6058 members Mstep: Class 2 contains 8093 members Entering Unmasked Estep Score: -1792915.000000 Penalty: 4740.540039 Iteration 8F: 3 clusters Score -1792915 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5963 members Mstep: Class 2 contains 8188 members Entering Unmasked Estep Score: -1793469.625000 Penalty: 4740.540039 Iteration 9Q: 3 clusters Score -1793470 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 8261 members Entering Unmasked Estep Score: -1794040.750000 Penalty: 4740.540039 Iteration 10Q: 3 clusters Score -1794041 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5805 members Mstep: Class 2 contains 8346 members Entering Unmasked Estep Score: -1794652.375000 Penalty: 4740.540039 Iteration 11Q: 3 clusters Score -1794652 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5734 members Mstep: Class 2 contains 8417 members Entering Unmasked Estep Score: -1795290.000000 Penalty: 4740.540039 Iteration 12Q: 3 clusters Score -1795290 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5650 members Mstep: Class 2 contains 8501 members Entering Unmasked Estep Score: -1795915.625000 Penalty: 4740.540039 Iteration 13Q: 3 clusters Score -1795916 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Mstep: Class 2 contains 8584 members Entering Unmasked Estep Score: -1796473.125000 Penalty: 4740.540039 Iteration 14Q: 3 clusters Score -1796473 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5443 members Mstep: Class 2 contains 8708 members Entering Unmasked Estep Score: -1796857.000000 Penalty: 4740.540039 Iteration 15Q: 3 clusters Score -1796857 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5350 members Mstep: Class 2 contains 8801 members Entering Unmasked Estep Score: -1797059.125000 Penalty: 4740.540039 Iteration 16Q: 3 clusters Score -1797059 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5289 members Mstep: Class 2 contains 8862 members Entering Unmasked Estep Score: -1797139.000000 Penalty: 4740.540039 Iteration 17Q: 3 clusters Score -1797139 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 8908 members Entering Unmasked Estep Score: -1797159.000000 Penalty: 4740.540039 Iteration 18Q: 3 clusters Score -1797159 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Mstep: Class 2 contains 8929 members Entering Unmasked Estep Score: -1797167.250000 Penalty: 4740.540039 Iteration 19Q: 3 clusters Score -1797167 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5213 members Mstep: Class 2 contains 8938 members Entering Unmasked Estep Score: -1797169.250000 Penalty: 4740.540039 Iteration 20F: 3 clusters Score -1797169 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Mstep: Class 2 contains 8950 members Entering Unmasked Estep Score: -1797175.750000 Penalty: 4740.540039 Iteration 21Q: 3 clusters Score -1797176 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 8957 members Entering Unmasked Estep Score: -1797177.625000 Penalty: 4740.540039 Iteration 22Q: 3 clusters Score -1797178 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 8964 members Entering Unmasked Estep Score: -1797176.375000 Penalty: 4740.540039 Iteration 23Q: 3 clusters Score -1797176 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 8971 members Entering Unmasked Estep Score: -1797175.000000 Penalty: 4740.540039 Iteration 24Q: 3 clusters Score -1797175 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 8977 members Entering Unmasked Estep Score: -1797172.750000 Penalty: 4740.540039 Iteration 25Q: 3 clusters Score -1797173 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5170 members Mstep: Class 2 contains 8981 members Entering Unmasked Estep Score: -1797175.000000 Penalty: 4740.540039 Iteration 26Q: 3 clusters Score -1797175 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5169 members Mstep: Class 2 contains 8982 members Entering Unmasked Estep Score: -1797176.375000 Penalty: 4740.540039 Iteration 27Q: 3 clusters Score -1797176 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5169 members Mstep: Class 2 contains 8982 members Entering Unmasked Estep Score: -1797176.375000 Penalty: 4740.540039 Iteration 28F: 3 clusters Score -1797176 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 29169 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 5169 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 247262 members Mstep: Class 10 contains 2766 members Mstep: Class 11 contains 52289 members Mstep: Class 12 contains 2757 members Mstep: Class 13 contains 1962 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2682 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66025 members Mstep: Class 20 contains 5167 members Mstep: Class 21 contains 8982 members Entering Unmasked Estep Score: -55424904.000000 Penalty: 67778.156250 Splitting cluster 7 changes total score from -55425240.000000 to -55424904.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Entering Unmasked Estep Score: -27130.687500 Penalty: 1363.297729 Iteration 0F: 2 clusters Score -27130.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -25944.052734 Penalty: 2726.595459 Iteration 0F: 3 clusters Score -25944.05 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -26006.732422 Penalty: 2726.595459 Iteration 1F: 3 clusters Score -26006.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -26034.378906 Penalty: 2726.595459 Iteration 2Q: 3 clusters Score -26034.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -26048.050781 Penalty: 2726.595459 Iteration 3Q: 3 clusters Score -26048.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -26055.238281 Penalty: 2726.595459 Iteration 4Q: 3 clusters Score -26055.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -26055.238281 Penalty: 2726.595459 Iteration 5F: 3 clusters Score -26055.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (247262 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247262 members Entering Unmasked Estep Score: -30854868.000000 Penalty: 3079.714355 Iteration 0F: 2 clusters Score -3.085487e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123579 members Mstep: Class 2 contains 123683 members Entering Unmasked Estep Score: -30697488.000000 Penalty: 6159.428711 Iteration 0F: 3 clusters Score -3.069749e+07 nChanged 119159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122464 members Mstep: Class 2 contains 124798 members Entering Unmasked Estep Score: -30768240.000000 Penalty: 6159.428711 Iteration 1F: 3 clusters Score -3.076824e+07 nChanged 8362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121674 members Mstep: Class 2 contains 125588 members Entering Unmasked Estep Score: -30770854.000000 Penalty: 6159.428711 Iteration 2Q: 3 clusters Score -3.077085e+07 nChanged 9993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120693 members Mstep: Class 2 contains 126569 members Entering Unmasked Estep Score: -30775150.000000 Penalty: 6159.428711 Iteration 3Q: 3 clusters Score -3.077515e+07 nChanged 12270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119459 members Mstep: Class 2 contains 127803 members Entering Unmasked Estep Score: -30781294.000000 Penalty: 6159.428711 Iteration 4Q: 3 clusters Score -3.078129e+07 nChanged 14706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117601 members Mstep: Class 2 contains 129661 members Entering Unmasked Estep Score: -30790204.000000 Penalty: 6159.428711 Iteration 5F: 3 clusters Score -3.07902e+07 nChanged 16620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115003 members Mstep: Class 2 contains 132259 members Entering Unmasked Estep Score: -30801738.000000 Penalty: 6159.428711 Iteration 6F: 3 clusters Score -3.080174e+07 nChanged 17032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111213 members Mstep: Class 2 contains 136049 members Entering Unmasked Estep Score: -30814018.000000 Penalty: 6159.428711 Iteration 7F: 3 clusters Score -3.081402e+07 nChanged 15507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106650 members Mstep: Class 2 contains 140612 members Entering Unmasked Estep Score: -30824154.000000 Penalty: 6159.428711 Iteration 8F: 3 clusters Score -3.082415e+07 nChanged 12166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101724 members Mstep: Class 2 contains 145538 members Entering Unmasked Estep Score: -30830774.000000 Penalty: 6159.428711 Iteration 9Q: 3 clusters Score -3.083077e+07 nChanged 8577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97005 members Mstep: Class 2 contains 150257 members Entering Unmasked Estep Score: -30834406.000000 Penalty: 6159.428711 Iteration 10Q: 3 clusters Score -3.083441e+07 nChanged 6237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92646 members Mstep: Class 2 contains 154616 members Entering Unmasked Estep Score: -30836520.000000 Penalty: 6159.428711 Iteration 11Q: 3 clusters Score -3.083652e+07 nChanged 4914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88604 members Mstep: Class 2 contains 158658 members Entering Unmasked Estep Score: -30838090.000000 Penalty: 6159.428711 Iteration 12Q: 3 clusters Score -3.083809e+07 nChanged 4359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84609 members Mstep: Class 2 contains 162653 members Entering Unmasked Estep Score: -30839294.000000 Penalty: 6159.428711 Iteration 13Q: 3 clusters Score -3.083929e+07 nChanged 4040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80747 members Mstep: Class 2 contains 166515 members Entering Unmasked Estep Score: -30840420.000000 Penalty: 6159.428711 Iteration 14Q: 3 clusters Score -3.084042e+07 nChanged 3936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76905 members Mstep: Class 2 contains 170357 members Entering Unmasked Estep Score: -30841418.000000 Penalty: 6159.428711 Iteration 15Q: 3 clusters Score -3.084142e+07 nChanged 3872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73099 members Mstep: Class 2 contains 174163 members Entering Unmasked Estep Score: -30842394.000000 Penalty: 6159.428711 Iteration 16Q: 3 clusters Score -3.084239e+07 nChanged 3771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69356 members Mstep: Class 2 contains 177906 members Entering Unmasked Estep Score: -30843332.000000 Penalty: 6159.428711 Iteration 17Q: 3 clusters Score -3.084333e+07 nChanged 3668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65704 members Mstep: Class 2 contains 181558 members Entering Unmasked Estep Score: -30844162.000000 Penalty: 6159.428711 Iteration 18Q: 3 clusters Score -3.084416e+07 nChanged 3656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62064 members Mstep: Class 2 contains 185198 members Entering Unmasked Estep Score: -30844918.000000 Penalty: 6159.428711 Iteration 19Q: 3 clusters Score -3.084492e+07 nChanged 3558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58518 members Mstep: Class 2 contains 188744 members Entering Unmasked Estep Score: -30845590.000000 Penalty: 6159.428711 Iteration 20F: 3 clusters Score -3.084559e+07 nChanged 3519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55005 members Mstep: Class 2 contains 192257 members Entering Unmasked Estep Score: -30846378.000000 Penalty: 6159.428711 Iteration 21Q: 3 clusters Score -3.084638e+07 nChanged 3522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51487 members Mstep: Class 2 contains 195775 members Entering Unmasked Estep Score: -30846930.000000 Penalty: 6159.428711 Iteration 22Q: 3 clusters Score -3.084693e+07 nChanged 3529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47958 members Mstep: Class 2 contains 199304 members Entering Unmasked Estep Score: -30847814.000000 Penalty: 6159.428711 Iteration 23Q: 3 clusters Score -3.084781e+07 nChanged 3454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44508 members Mstep: Class 2 contains 202754 members Entering Unmasked Estep Score: -30848580.000000 Penalty: 6159.428711 Iteration 24Q: 3 clusters Score -3.084858e+07 nChanged 3250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41264 members Mstep: Class 2 contains 205998 members Entering Unmasked Estep Score: -30849338.000000 Penalty: 6159.428711 Iteration 25Q: 3 clusters Score -3.084934e+07 nChanged 2991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38277 members Mstep: Class 2 contains 208985 members Entering Unmasked Estep Score: -30849988.000000 Penalty: 6159.428711 Iteration 26Q: 3 clusters Score -3.084999e+07 nChanged 2957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35320 members Mstep: Class 2 contains 211942 members Entering Unmasked Estep Score: -30850612.000000 Penalty: 6159.428711 Iteration 27Q: 3 clusters Score -3.085061e+07 nChanged 2842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32484 members Mstep: Class 2 contains 214778 members Entering Unmasked Estep Score: -30851224.000000 Penalty: 6159.428711 Iteration 28Q: 3 clusters Score -3.085122e+07 nChanged 2703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29787 members Mstep: Class 2 contains 217475 members Entering Unmasked Estep Score: -30851992.000000 Penalty: 6159.428711 Iteration 29Q: 3 clusters Score -3.085199e+07 nChanged 2563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27224 members Mstep: Class 2 contains 220038 members Entering Unmasked Estep Score: -30852586.000000 Penalty: 6159.428711 Iteration 30Q: 3 clusters Score -3.085259e+07 nChanged 2440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24794 members Mstep: Class 2 contains 222468 members Entering Unmasked Estep Score: -30852896.000000 Penalty: 6159.428711 Iteration 31Q: 3 clusters Score -3.08529e+07 nChanged 2218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22578 members Mstep: Class 2 contains 224684 members Entering Unmasked Estep Score: -30853420.000000 Penalty: 6159.428711 Iteration 32Q: 3 clusters Score -3.085342e+07 nChanged 1954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20634 members Mstep: Class 2 contains 226628 members Entering Unmasked Estep Score: -30853770.000000 Penalty: 6159.428711 Iteration 33Q: 3 clusters Score -3.085377e+07 nChanged 1759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18895 members Mstep: Class 2 contains 228367 members Entering Unmasked Estep Score: -30854192.000000 Penalty: 6159.428711 Iteration 34Q: 3 clusters Score -3.085419e+07 nChanged 1537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17368 members Mstep: Class 2 contains 229894 members Entering Unmasked Estep Score: -30854516.000000 Penalty: 6159.428711 Iteration 35Q: 3 clusters Score -3.085452e+07 nChanged 1388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16008 members Mstep: Class 2 contains 231254 members Entering Unmasked Estep Score: -30854922.000000 Penalty: 6159.428711 Iteration 36Q: 3 clusters Score -3.085492e+07 nChanged 1235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14821 members Mstep: Class 2 contains 232441 members Entering Unmasked Estep Score: -30855398.000000 Penalty: 6159.428711 Iteration 37Q: 3 clusters Score -3.08554e+07 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13884 members Mstep: Class 2 contains 233378 members Entering Unmasked Estep Score: -30855640.000000 Penalty: 6159.428711 Iteration 38Q: 3 clusters Score -3.085564e+07 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13079 members Mstep: Class 2 contains 234183 members Entering Unmasked Estep Score: -30855858.000000 Penalty: 6159.428711 Iteration 39Q: 3 clusters Score -3.085586e+07 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12415 members Mstep: Class 2 contains 234847 members Entering Unmasked Estep Score: -30855992.000000 Penalty: 6159.428711 Iteration 40F: 3 clusters Score -3.085599e+07 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11848 members Mstep: Class 2 contains 235414 members Entering Unmasked Estep Score: -30856152.000000 Penalty: 6159.428711 Iteration 41Q: 3 clusters Score -3.085615e+07 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11354 members Mstep: Class 2 contains 235908 members Entering Unmasked Estep Score: -30856268.000000 Penalty: 6159.428711 Iteration 42Q: 3 clusters Score -3.085627e+07 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10965 members Mstep: Class 2 contains 236297 members Entering Unmasked Estep Score: -30856248.000000 Penalty: 6159.428711 Iteration 43Q: 3 clusters Score -3.085625e+07 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10649 members Mstep: Class 2 contains 236613 members Entering Unmasked Estep Score: -30856300.000000 Penalty: 6159.428711 Iteration 44Q: 3 clusters Score -3.08563e+07 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10351 members Mstep: Class 2 contains 236911 members Entering Unmasked Estep Score: -30856372.000000 Penalty: 6159.428711 Iteration 45Q: 3 clusters Score -3.085637e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10074 members Mstep: Class 2 contains 237188 members Entering Unmasked Estep Score: -30856360.000000 Penalty: 6159.428711 Iteration 46Q: 3 clusters Score -3.085636e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9855 members Mstep: Class 2 contains 237407 members Entering Unmasked Estep Score: -30856352.000000 Penalty: 6159.428711 Iteration 47Q: 3 clusters Score -3.085635e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9647 members Mstep: Class 2 contains 237615 members Entering Unmasked Estep Score: -30856366.000000 Penalty: 6159.428711 Iteration 48Q: 3 clusters Score -3.085637e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9454 members Mstep: Class 2 contains 237808 members Entering Unmasked Estep Score: -30856450.000000 Penalty: 6159.428711 Iteration 49Q: 3 clusters Score -3.085645e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9312 members Mstep: Class 2 contains 237950 members Entering Unmasked Estep Score: -30856446.000000 Penalty: 6159.428711 Iteration 50Q: 3 clusters Score -3.085645e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9188 members Mstep: Class 2 contains 238074 members Entering Unmasked Estep Score: -30856398.000000 Penalty: 6159.428711 Iteration 51Q: 3 clusters Score -3.08564e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9067 members Mstep: Class 2 contains 238195 members Entering Unmasked Estep Score: -30856408.000000 Penalty: 6159.428711 Iteration 52Q: 3 clusters Score -3.085641e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8945 members Mstep: Class 2 contains 238317 members Entering Unmasked Estep Score: -30856368.000000 Penalty: 6159.428711 Iteration 53Q: 3 clusters Score -3.085637e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8823 members Mstep: Class 2 contains 238439 members Entering Unmasked Estep Score: -30856396.000000 Penalty: 6159.428711 Iteration 54Q: 3 clusters Score -3.08564e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8696 members Mstep: Class 2 contains 238566 members Entering Unmasked Estep Score: -30856390.000000 Penalty: 6159.428711 Iteration 55Q: 3 clusters Score -3.085639e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8594 members Mstep: Class 2 contains 238668 members Entering Unmasked Estep Score: -30856358.000000 Penalty: 6159.428711 Iteration 56Q: 3 clusters Score -3.085636e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8480 members Mstep: Class 2 contains 238782 members Entering Unmasked Estep Score: -30856386.000000 Penalty: 6159.428711 Iteration 57Q: 3 clusters Score -3.085639e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8361 members Mstep: Class 2 contains 238901 members Entering Unmasked Estep Score: -30856394.000000 Penalty: 6159.428711 Iteration 58Q: 3 clusters Score -3.085639e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8217 members Mstep: Class 2 contains 239045 members Entering Unmasked Estep Score: -30856412.000000 Penalty: 6159.428711 Iteration 59Q: 3 clusters Score -3.085641e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8088 members Mstep: Class 2 contains 239174 members Entering Unmasked Estep Score: -30856420.000000 Penalty: 6159.428711 Iteration 60F: 3 clusters Score -3.085642e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7972 members Mstep: Class 2 contains 239290 members Entering Unmasked Estep Score: -30856434.000000 Penalty: 6159.428711 Iteration 61Q: 3 clusters Score -3.085643e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7856 members Mstep: Class 2 contains 239406 members Entering Unmasked Estep Score: -30856514.000000 Penalty: 6159.428711 Iteration 62Q: 3 clusters Score -3.085651e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7739 members Mstep: Class 2 contains 239523 members Entering Unmasked Estep Score: -30856524.000000 Penalty: 6159.428711 Iteration 63Q: 3 clusters Score -3.085652e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7616 members Mstep: Class 2 contains 239646 members Entering Unmasked Estep Score: -30856456.000000 Penalty: 6159.428711 Iteration 64Q: 3 clusters Score -3.085646e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7473 members Mstep: Class 2 contains 239789 members Entering Unmasked Estep Score: -30856510.000000 Penalty: 6159.428711 Iteration 65Q: 3 clusters Score -3.085651e+07 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7342 members Mstep: Class 2 contains 239920 members Entering Unmasked Estep Score: -30856592.000000 Penalty: 6159.428711 Iteration 66Q: 3 clusters Score -3.085659e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7197 members Mstep: Class 2 contains 240065 members Entering Unmasked Estep Score: -30856766.000000 Penalty: 6159.428711 Iteration 67Q: 3 clusters Score -3.085677e+07 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7072 members Mstep: Class 2 contains 240190 members Entering Unmasked Estep Score: -30857028.000000 Penalty: 6159.428711 Iteration 68Q: 3 clusters Score -3.085703e+07 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6954 members Mstep: Class 2 contains 240308 members Entering Unmasked Estep Score: -30857442.000000 Penalty: 6159.428711 Iteration 69Q: 3 clusters Score -3.085744e+07 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6876 members Mstep: Class 2 contains 240386 members Entering Unmasked Estep Score: -30857880.000000 Penalty: 6159.428711 Iteration 70Q: 3 clusters Score -3.085788e+07 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6843 members Mstep: Class 2 contains 240419 members Entering Unmasked Estep Score: -30858104.000000 Penalty: 6159.428711 Iteration 71Q: 3 clusters Score -3.08581e+07 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6875 members Mstep: Class 2 contains 240387 members Entering Unmasked Estep Score: -30858264.000000 Penalty: 6159.428711 Iteration 72Q: 3 clusters Score -3.085826e+07 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6938 members Mstep: Class 2 contains 240324 members Entering Unmasked Estep Score: -30858340.000000 Penalty: 6159.428711 Iteration 73Q: 3 clusters Score -3.085834e+07 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7005 members Mstep: Class 2 contains 240257 members Entering Unmasked Estep Score: -30858384.000000 Penalty: 6159.428711 Iteration 74Q: 3 clusters Score -3.085838e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7077 members Mstep: Class 2 contains 240185 members Entering Unmasked Estep Score: -30858416.000000 Penalty: 6159.428711 Iteration 75Q: 3 clusters Score -3.085842e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7149 members Mstep: Class 2 contains 240113 members Entering Unmasked Estep Score: -30858474.000000 Penalty: 6159.428711 Iteration 76Q: 3 clusters Score -3.085847e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7204 members Mstep: Class 2 contains 240058 members Entering Unmasked Estep Score: -30858506.000000 Penalty: 6159.428711 Iteration 77Q: 3 clusters Score -3.085851e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7250 members Mstep: Class 2 contains 240012 members Entering Unmasked Estep Score: -30858580.000000 Penalty: 6159.428711 Iteration 78Q: 3 clusters Score -3.085858e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7307 members Mstep: Class 2 contains 239955 members Entering Unmasked Estep Score: -30858578.000000 Penalty: 6159.428711 Iteration 79Q: 3 clusters Score -3.085858e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7353 members Mstep: Class 2 contains 239909 members Entering Unmasked Estep Score: -30858588.000000 Penalty: 6159.428711 Iteration 80F: 3 clusters Score -3.085859e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7383 members Mstep: Class 2 contains 239879 members Entering Unmasked Estep Score: -30858660.000000 Penalty: 6159.428711 Iteration 81Q: 3 clusters Score -3.085866e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7421 members Mstep: Class 2 contains 239841 members Entering Unmasked Estep Score: -30858694.000000 Penalty: 6159.428711 Iteration 82Q: 3 clusters Score -3.085869e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7449 members Mstep: Class 2 contains 239813 members Entering Unmasked Estep Score: -30858714.000000 Penalty: 6159.428711 Iteration 83Q: 3 clusters Score -3.085871e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7476 members Mstep: Class 2 contains 239786 members Entering Unmasked Estep Score: -30858720.000000 Penalty: 6159.428711 Iteration 84Q: 3 clusters Score -3.085872e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7503 members Mstep: Class 2 contains 239759 members Entering Unmasked Estep Score: -30858692.000000 Penalty: 6159.428711 Iteration 85Q: 3 clusters Score -3.085869e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7514 members Mstep: Class 2 contains 239748 members Entering Unmasked Estep Score: -30858696.000000 Penalty: 6159.428711 Iteration 86Q: 3 clusters Score -3.08587e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7517 members Mstep: Class 2 contains 239745 members Entering Unmasked Estep Score: -30858730.000000 Penalty: 6159.428711 Iteration 87Q: 3 clusters Score -3.085873e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7525 members Mstep: Class 2 contains 239737 members Entering Unmasked Estep Score: -30858728.000000 Penalty: 6159.428711 Iteration 88Q: 3 clusters Score -3.085873e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7528 members Mstep: Class 2 contains 239734 members Entering Unmasked Estep Score: -30858708.000000 Penalty: 6159.428711 Iteration 89Q: 3 clusters Score -3.085871e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7537 members Mstep: Class 2 contains 239725 members Entering Unmasked Estep Score: -30858710.000000 Penalty: 6159.428711 Iteration 90Q: 3 clusters Score -3.085871e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7537 members Mstep: Class 2 contains 239725 members Entering Unmasked Estep Score: -30858712.000000 Penalty: 6159.428711 Iteration 91Q: 3 clusters Score -3.085871e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7538 members Mstep: Class 2 contains 239724 members Entering Unmasked Estep Score: -30858694.000000 Penalty: 6159.428711 Iteration 92Q: 3 clusters Score -3.085869e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7539 members Mstep: Class 2 contains 239723 members Entering Unmasked Estep Score: -30858698.000000 Penalty: 6159.428711 Iteration 93Q: 3 clusters Score -3.08587e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7540 members Mstep: Class 2 contains 239722 members Entering Unmasked Estep Score: -30858686.000000 Penalty: 6159.428711 Iteration 94Q: 3 clusters Score -3.085869e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7540 members Mstep: Class 2 contains 239722 members Entering Unmasked Estep Score: -30858686.000000 Penalty: 6159.428711 Iteration 95F: 3 clusters Score -3.085869e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 29169 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 14151 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7540 members Mstep: Class 10 contains 2766 members Mstep: Class 11 contains 52289 members Mstep: Class 12 contains 2757 members Mstep: Class 13 contains 1962 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2682 members Mstep: Class 18 contains 1165 members Mstep: Class 19 contains 66025 members Mstep: Class 20 contains 5167 members Mstep: Class 21 contains 239722 members Entering Unmasked Estep Score: -55428964.000000 Penalty: 67778.156250 Splitting cluster 9 changes total score from -55425240.000000 to -55428964.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 10 (2766 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Entering Unmasked Estep Score: -353616.281250 Penalty: 1965.439087 Iteration 0F: 2 clusters Score -353616.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -350480.656250 Penalty: 3930.878174 Iteration 0F: 3 clusters Score -350480.7 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -351063.875000 Penalty: 3930.878174 Iteration 1F: 3 clusters Score -351063.9 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -351199.843750 Penalty: 3930.878174 Iteration 2F: 3 clusters Score -351199.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -351287.031250 Penalty: 3930.878174 Iteration 3Q: 3 clusters Score -351287 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -351350.312500 Penalty: 3930.878174 Iteration 4Q: 3 clusters Score -351350.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -351386.437500 Penalty: 3930.878174 Iteration 5Q: 3 clusters Score -351386.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -351408.593750 Penalty: 3930.878174 Iteration 6Q: 3 clusters Score -351408.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -351426.718750 Penalty: 3930.878174 Iteration 7Q: 3 clusters Score -351426.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -351438.625000 Penalty: 3930.878174 Iteration 8Q: 3 clusters Score -351438.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -351448.843750 Penalty: 3930.878174 Iteration 9Q: 3 clusters Score -351448.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -351458.156250 Penalty: 3930.878174 Iteration 10Q: 3 clusters Score -351458.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -351463.656250 Penalty: 3930.878174 Iteration 11Q: 3 clusters Score -351463.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -351468.750000 Penalty: 3930.878174 Iteration 12Q: 3 clusters Score -351468.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -351472.062500 Penalty: 3930.878174 Iteration 13Q: 3 clusters Score -351472.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -351475.531250 Penalty: 3930.878174 Iteration 14Q: 3 clusters Score -351475.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -351477.281250 Penalty: 3930.878174 Iteration 15Q: 3 clusters Score -351477.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -351479.062500 Penalty: 3930.878174 Iteration 16Q: 3 clusters Score -351479.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -351481.375000 Penalty: 3930.878174 Iteration 17Q: 3 clusters Score -351481.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -351484.218750 Penalty: 3930.878174 Iteration 18Q: 3 clusters Score -351484.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -351487.375000 Penalty: 3930.878174 Iteration 19Q: 3 clusters Score -351487.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -351490.437500 Penalty: 3930.878174 Iteration 20F: 3 clusters Score -351490.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -351490.531250 Penalty: 3930.878174 Iteration 21Q: 3 clusters Score -351490.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -351491.093750 Penalty: 3930.878174 Iteration 22Q: 3 clusters Score -351491.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -351491.093750 Penalty: 3930.878174 Iteration 23F: 3 clusters Score -351491.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (52289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52289 members Entering Unmasked Estep Score: -6681072.500000 Penalty: 2694.406250 Iteration 0F: 2 clusters Score -6681072 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26192 members Mstep: Class 2 contains 26097 members Entering Unmasked Estep Score: -6645848.500000 Penalty: 5388.812500 Iteration 0F: 3 clusters Score -6645848 nChanged 24181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26625 members Mstep: Class 2 contains 25664 members Entering Unmasked Estep Score: -6659322.000000 Penalty: 5388.812500 Iteration 1F: 3 clusters Score -6659322 nChanged 2103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26816 members Mstep: Class 2 contains 25473 members Entering Unmasked Estep Score: -6659941.500000 Penalty: 5388.812500 Iteration 2Q: 3 clusters Score -6659942 nChanged 1933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27019 members Mstep: Class 2 contains 25270 members Entering Unmasked Estep Score: -6660695.000000 Penalty: 5388.812500 Iteration 3Q: 3 clusters Score -6660695 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27184 members Mstep: Class 2 contains 25105 members Entering Unmasked Estep Score: -6661453.500000 Penalty: 5388.812500 Iteration 4Q: 3 clusters Score -6661454 nChanged 1988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27292 members Mstep: Class 2 contains 24997 members Entering Unmasked Estep Score: -6662135.500000 Penalty: 5388.812500 Iteration 5Q: 3 clusters Score -6662136 nChanged 1854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27320 members Mstep: Class 2 contains 24969 members Entering Unmasked Estep Score: -6662681.500000 Penalty: 5388.812500 Iteration 6Q: 3 clusters Score -6662682 nChanged 1749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27233 members Mstep: Class 2 contains 25056 members Entering Unmasked Estep Score: -6663137.000000 Penalty: 5388.812500 Iteration 7Q: 3 clusters Score -6663137 nChanged 1579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27118 members Mstep: Class 2 contains 25171 members Entering Unmasked Estep Score: -6663538.000000 Penalty: 5388.812500 Iteration 8Q: 3 clusters Score -6663538 nChanged 1433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26925 members Mstep: Class 2 contains 25364 members Entering Unmasked Estep Score: -6663798.500000 Penalty: 5388.812500 Iteration 9Q: 3 clusters Score -6663798 nChanged 1361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26634 members Mstep: Class 2 contains 25655 members Entering Unmasked Estep Score: -6664156.500000 Penalty: 5388.812500 Iteration 10Q: 3 clusters Score -6664156 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26218 members Mstep: Class 2 contains 26071 members Entering Unmasked Estep Score: -6664475.000000 Penalty: 5388.812500 Iteration 11Q: 3 clusters Score -6664475 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25669 members Mstep: Class 2 contains 26620 members Entering Unmasked Estep Score: -6664792.000000 Penalty: 5388.812500 Iteration 12Q: 3 clusters Score -6664792 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24939 members Mstep: Class 2 contains 27350 members Entering Unmasked Estep Score: -6665203.500000 Penalty: 5388.812500 Iteration 13Q: 3 clusters Score -6665204 nChanged 1638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23915 members Mstep: Class 2 contains 28374 members Entering Unmasked Estep Score: -6665897.000000 Penalty: 5388.812500 Iteration 14Q: 3 clusters Score -6665897 nChanged 1858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22597 members Mstep: Class 2 contains 29692 members Entering Unmasked Estep Score: -6666865.000000 Penalty: 5388.812500 Iteration 15Q: 3 clusters Score -6666865 nChanged 2060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21097 members Mstep: Class 2 contains 31192 members Entering Unmasked Estep Score: -6668172.000000 Penalty: 5388.812500 Iteration 16Q: 3 clusters Score -6668172 nChanged 2209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19454 members Mstep: Class 2 contains 32835 members Entering Unmasked Estep Score: -6669691.000000 Penalty: 5388.812500 Iteration 17Q: 3 clusters Score -6669691 nChanged 2064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17872 members Mstep: Class 2 contains 34417 members Entering Unmasked Estep Score: -6670910.000000 Penalty: 5388.812500 Iteration 18Q: 3 clusters Score -6670910 nChanged 1716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16396 members Mstep: Class 2 contains 35893 members Entering Unmasked Estep Score: -6671695.000000 Penalty: 5388.812500 Iteration 19Q: 3 clusters Score -6671695 nChanged 1546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14896 members Mstep: Class 2 contains 37393 members Entering Unmasked Estep Score: -6672480.000000 Penalty: 5388.812500 Iteration 20F: 3 clusters Score -6672480 nChanged 1480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13422 members Mstep: Class 2 contains 38867 members Entering Unmasked Estep Score: -6673138.000000 Penalty: 5388.812500 Iteration 21Q: 3 clusters Score -6673138 nChanged 1454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11968 members Mstep: Class 2 contains 40321 members Entering Unmasked Estep Score: -6673844.500000 Penalty: 5388.812500 Iteration 22Q: 3 clusters Score -6673844 nChanged 1429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10539 members Mstep: Class 2 contains 41750 members Entering Unmasked Estep Score: -6674621.000000 Penalty: 5388.812500 Iteration 23Q: 3 clusters Score -6674621 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9114 members Mstep: Class 2 contains 43175 members Entering Unmasked Estep Score: -6675381.000000 Penalty: 5388.812500 Iteration 24Q: 3 clusters Score -6675381 nChanged 1345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7769 members Mstep: Class 2 contains 44520 members Entering Unmasked Estep Score: -6676174.500000 Penalty: 5388.812500 Iteration 25Q: 3 clusters Score -6676174 nChanged 1270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6499 members Mstep: Class 2 contains 45790 members Entering Unmasked Estep Score: -6676982.500000 Penalty: 5388.812500 Iteration 26Q: 3 clusters Score -6676982 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5361 members Mstep: Class 2 contains 46928 members Entering Unmasked Estep Score: -6677789.500000 Penalty: 5388.812500 Iteration 27Q: 3 clusters Score -6677790 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 47899 members Entering Unmasked Estep Score: -6678514.000000 Penalty: 5388.812500 Iteration 28Q: 3 clusters Score -6678514 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 48606 members Entering Unmasked Estep Score: -6678988.000000 Penalty: 5388.812500 Iteration 29Q: 3 clusters Score -6678988 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 49089 members Entering Unmasked Estep Score: -6679313.000000 Penalty: 5388.812500 Iteration 30Q: 3 clusters Score -6679313 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 49458 members Entering Unmasked Estep Score: -6679566.500000 Penalty: 5388.812500 Iteration 31Q: 3 clusters Score -6679566 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 49730 members Entering Unmasked Estep Score: -6679704.500000 Penalty: 5388.812500 Iteration 32Q: 3 clusters Score -6679704 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 49917 members Entering Unmasked Estep Score: -6679771.000000 Penalty: 5388.812500 Iteration 33Q: 3 clusters Score -6679771 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 50042 members Entering Unmasked Estep Score: -6679825.500000 Penalty: 5388.812500 Iteration 34Q: 3 clusters Score -6679826 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 50136 members Entering Unmasked Estep Score: -6679843.000000 Penalty: 5388.812500 Iteration 35Q: 3 clusters Score -6679843 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 50211 members Entering Unmasked Estep Score: -6679878.000000 Penalty: 5388.812500 Iteration 36Q: 3 clusters Score -6679878 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 50266 members Entering Unmasked Estep Score: -6679889.500000 Penalty: 5388.812500 Iteration 37Q: 3 clusters Score -6679890 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 50310 members Entering Unmasked Estep Score: -6679901.500000 Penalty: 5388.812500 Iteration 38Q: 3 clusters Score -6679902 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 50342 members Entering Unmasked Estep Score: -6679907.500000 Penalty: 5388.812500 Iteration 39Q: 3 clusters Score -6679908 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 50373 members Entering Unmasked Estep Score: -6679933.000000 Penalty: 5388.812500 Iteration 40F: 3 clusters Score -6679933 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 50406 members Entering Unmasked Estep Score: -6679938.000000 Penalty: 5388.812500 Iteration 41Q: 3 clusters Score -6679938 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 50431 members Entering Unmasked Estep Score: -6679950.500000 Penalty: 5388.812500 Iteration 42Q: 3 clusters Score -6679950 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 50448 members Entering Unmasked Estep Score: -6679964.500000 Penalty: 5388.812500 Iteration 43Q: 3 clusters Score -6679964 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 50464 members Entering Unmasked Estep Score: -6679966.000000 Penalty: 5388.812500 Iteration 44Q: 3 clusters Score -6679966 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 50486 members Entering Unmasked Estep Score: -6679967.000000 Penalty: 5388.812500 Iteration 45Q: 3 clusters Score -6679967 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 50506 members Entering Unmasked Estep Score: -6679975.500000 Penalty: 5388.812500 Iteration 46Q: 3 clusters Score -6679976 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 50523 members Entering Unmasked Estep Score: -6679972.500000 Penalty: 5388.812500 Iteration 47Q: 3 clusters Score -6679972 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 50531 members Entering Unmasked Estep Score: -6679970.500000 Penalty: 5388.812500 Iteration 48Q: 3 clusters Score -6679970 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 50535 members Entering Unmasked Estep Score: -6679970.000000 Penalty: 5388.812500 Iteration 49Q: 3 clusters Score -6679970 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 50545 members Entering Unmasked Estep Score: -6679971.000000 Penalty: 5388.812500 Iteration 50Q: 3 clusters Score -6679971 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 50549 members Entering Unmasked Estep Score: -6679977.500000 Penalty: 5388.812500 Iteration 51Q: 3 clusters Score -6679978 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 50555 members Entering Unmasked Estep Score: -6679983.500000 Penalty: 5388.812500 Iteration 52Q: 3 clusters Score -6679984 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 50561 members Entering Unmasked Estep Score: -6679982.500000 Penalty: 5388.812500 Iteration 53Q: 3 clusters Score -6679982 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 50563 members Entering Unmasked Estep Score: -6679979.000000 Penalty: 5388.812500 Iteration 54Q: 3 clusters Score -6679979 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 50567 members Entering Unmasked Estep Score: -6679987.500000 Penalty: 5388.812500 Iteration 55Q: 3 clusters Score -6679988 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 50570 members Entering Unmasked Estep Score: -6679981.500000 Penalty: 5388.812500 Iteration 56Q: 3 clusters Score -6679982 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 50574 members Entering Unmasked Estep Score: -6679987.500000 Penalty: 5388.812500 Iteration 57Q: 3 clusters Score -6679988 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 50577 members Entering Unmasked Estep Score: -6679985.000000 Penalty: 5388.812500 Iteration 58Q: 3 clusters Score -6679985 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 50579 members Entering Unmasked Estep Score: -6679985.500000 Penalty: 5388.812500 Iteration 59Q: 3 clusters Score -6679986 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 50580 members Entering Unmasked Estep Score: -6679988.500000 Penalty: 5388.812500 Iteration 60F: 3 clusters Score -6679988 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2757 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Entering Unmasked Estep Score: -328152.937500 Penalty: 1964.630737 Iteration 0F: 2 clusters Score -328152.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -325039.906250 Penalty: 3929.261475 Iteration 0F: 3 clusters Score -325039.9 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -325611.625000 Penalty: 3929.261475 Iteration 1F: 3 clusters Score -325611.6 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -325764.187500 Penalty: 3929.261475 Iteration 2F: 3 clusters Score -325764.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -325847.312500 Penalty: 3929.261475 Iteration 3Q: 3 clusters Score -325847.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -325900.812500 Penalty: 3929.261475 Iteration 4Q: 3 clusters Score -325900.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -325941.156250 Penalty: 3929.261475 Iteration 5Q: 3 clusters Score -325941.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -325971.968750 Penalty: 3929.261475 Iteration 6Q: 3 clusters Score -325972 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -325997.281250 Penalty: 3929.261475 Iteration 7Q: 3 clusters Score -325997.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -326022.875000 Penalty: 3929.261475 Iteration 8Q: 3 clusters Score -326022.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -326054.937500 Penalty: 3929.261475 Iteration 9Q: 3 clusters Score -326054.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -326087.968750 Penalty: 3929.261475 Iteration 10Q: 3 clusters Score -326088 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -326116.125000 Penalty: 3929.261475 Iteration 11Q: 3 clusters Score -326116.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -326135.531250 Penalty: 3929.261475 Iteration 12Q: 3 clusters Score -326135.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -326149.468750 Penalty: 3929.261475 Iteration 13Q: 3 clusters Score -326149.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -326162.000000 Penalty: 3929.261475 Iteration 14Q: 3 clusters Score -326162 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -326175.156250 Penalty: 3929.261475 Iteration 15Q: 3 clusters Score -326175.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -326189.718750 Penalty: 3929.261475 Iteration 16Q: 3 clusters Score -326189.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -326212.437500 Penalty: 3929.261475 Iteration 17Q: 3 clusters Score -326212.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -326246.968750 Penalty: 3929.261475 Iteration 18Q: 3 clusters Score -326247 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -326283.468750 Penalty: 3929.261475 Iteration 19Q: 3 clusters Score -326283.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -326334.500000 Penalty: 3929.261475 Iteration 20F: 3 clusters Score -326334.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -326381.125000 Penalty: 3929.261475 Iteration 21Q: 3 clusters Score -326381.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -326414.250000 Penalty: 3929.261475 Iteration 22Q: 3 clusters Score -326414.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -326434.812500 Penalty: 3929.261475 Iteration 23Q: 3 clusters Score -326434.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -326456.687500 Penalty: 3929.261475 Iteration 24Q: 3 clusters Score -326456.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -326472.843750 Penalty: 3929.261475 Iteration 25Q: 3 clusters Score -326472.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -326490.781250 Penalty: 3929.261475 Iteration 26Q: 3 clusters Score -326490.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -326506.687500 Penalty: 3929.261475 Iteration 27Q: 3 clusters Score -326506.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -326520.562500 Penalty: 3929.261475 Iteration 28Q: 3 clusters Score -326520.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -326536.468750 Penalty: 3929.261475 Iteration 29Q: 3 clusters Score -326536.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -326552.031250 Penalty: 3929.261475 Iteration 30Q: 3 clusters Score -326552 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -326565.718750 Penalty: 3929.261475 Iteration 31Q: 3 clusters Score -326565.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -326580.375000 Penalty: 3929.261475 Iteration 32Q: 3 clusters Score -326580.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -326598.156250 Penalty: 3929.261475 Iteration 33Q: 3 clusters Score -326598.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -326619.218750 Penalty: 3929.261475 Iteration 34Q: 3 clusters Score -326619.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -326641.000000 Penalty: 3929.261475 Iteration 35Q: 3 clusters Score -326641 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -326651.781250 Penalty: 3929.261475 Iteration 36Q: 3 clusters Score -326651.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -326662.593750 Penalty: 3929.261475 Iteration 37Q: 3 clusters Score -326662.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -326672.562500 Penalty: 3929.261475 Iteration 38Q: 3 clusters Score -326672.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -326682.281250 Penalty: 3929.261475 Iteration 39Q: 3 clusters Score -326682.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -326695.125000 Penalty: 3929.261475 Iteration 40F: 3 clusters Score -326695.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -326706.281250 Penalty: 3929.261475 Iteration 41Q: 3 clusters Score -326706.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -326716.031250 Penalty: 3929.261475 Iteration 42Q: 3 clusters Score -326716 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -326722.750000 Penalty: 3929.261475 Iteration 43Q: 3 clusters Score -326722.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -326733.093750 Penalty: 3929.261475 Iteration 44Q: 3 clusters Score -326733.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -326744.718750 Penalty: 3929.261475 Iteration 45Q: 3 clusters Score -326744.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -326752.156250 Penalty: 3929.261475 Iteration 46Q: 3 clusters Score -326752.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -326758.593750 Penalty: 3929.261475 Iteration 47Q: 3 clusters Score -326758.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -326766.781250 Penalty: 3929.261475 Iteration 48Q: 3 clusters Score -326766.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -326783.312500 Penalty: 3929.261475 Iteration 49Q: 3 clusters Score -326783.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -326792.937500 Penalty: 3929.261475 Iteration 50Q: 3 clusters Score -326792.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -326802.062500 Penalty: 3929.261475 Iteration 51Q: 3 clusters Score -326802.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -326812.812500 Penalty: 3929.261475 Iteration 52Q: 3 clusters Score -326812.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -326824.718750 Penalty: 3929.261475 Iteration 53Q: 3 clusters Score -326824.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -326835.750000 Penalty: 3929.261475 Iteration 54Q: 3 clusters Score -326835.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -326847.187500 Penalty: 3929.261475 Iteration 55Q: 3 clusters Score -326847.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -326854.343750 Penalty: 3929.261475 Iteration 56Q: 3 clusters Score -326854.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -326869.656250 Penalty: 3929.261475 Iteration 57Q: 3 clusters Score -326869.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -326882.312500 Penalty: 3929.261475 Iteration 58Q: 3 clusters Score -326882.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -326898.125000 Penalty: 3929.261475 Iteration 59Q: 3 clusters Score -326898.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -326920.343750 Penalty: 3929.261475 Iteration 60F: 3 clusters Score -326920.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -326941.187500 Penalty: 3929.261475 Iteration 61Q: 3 clusters Score -326941.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -326964.343750 Penalty: 3929.261475 Iteration 62Q: 3 clusters Score -326964.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -326992.875000 Penalty: 3929.261475 Iteration 63Q: 3 clusters Score -326992.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -327026.718750 Penalty: 3929.261475 Iteration 64Q: 3 clusters Score -327026.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -327054.375000 Penalty: 3929.261475 Iteration 65Q: 3 clusters Score -327054.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -327085.187500 Penalty: 3929.261475 Iteration 66Q: 3 clusters Score -327085.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -327112.718750 Penalty: 3929.261475 Iteration 67Q: 3 clusters Score -327112.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -327144.937500 Penalty: 3929.261475 Iteration 68Q: 3 clusters Score -327144.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -327176.156250 Penalty: 3929.261475 Iteration 69Q: 3 clusters Score -327176.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -327201.343750 Penalty: 3929.261475 Iteration 70Q: 3 clusters Score -327201.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -327219.093750 Penalty: 3929.261475 Iteration 71Q: 3 clusters Score -327219.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -327230.062500 Penalty: 3929.261475 Iteration 72Q: 3 clusters Score -327230.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -327237.562500 Penalty: 3929.261475 Iteration 73Q: 3 clusters Score -327237.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -327241.718750 Penalty: 3929.261475 Iteration 74Q: 3 clusters Score -327241.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -327244.187500 Penalty: 3929.261475 Iteration 75Q: 3 clusters Score -327244.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -327245.625000 Penalty: 3929.261475 Iteration 76Q: 3 clusters Score -327245.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -327246.906250 Penalty: 3929.261475 Iteration 77Q: 3 clusters Score -327246.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -327248.406250 Penalty: 3929.261475 Iteration 78Q: 3 clusters Score -327248.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -327249.375000 Penalty: 3929.261475 Iteration 79Q: 3 clusters Score -327249.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -327250.343750 Penalty: 3929.261475 Iteration 80F: 3 clusters Score -327250.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1962 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Entering Unmasked Estep Score: -235891.093750 Penalty: 1880.266479 Iteration 0F: 2 clusters Score -235891.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -233264.812500 Penalty: 3760.532959 Iteration 0F: 3 clusters Score -233264.8 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -233702.406250 Penalty: 3760.532959 Iteration 1F: 3 clusters Score -233702.4 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -233827.828125 Penalty: 3760.532959 Iteration 2F: 3 clusters Score -233827.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -233908.921875 Penalty: 3760.532959 Iteration 3Q: 3 clusters Score -233908.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -233950.734375 Penalty: 3760.532959 Iteration 4Q: 3 clusters Score -233950.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -233975.171875 Penalty: 3760.532959 Iteration 5Q: 3 clusters Score -233975.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -233994.531250 Penalty: 3760.532959 Iteration 6Q: 3 clusters Score -233994.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -234004.156250 Penalty: 3760.532959 Iteration 7Q: 3 clusters Score -234004.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -234014.500000 Penalty: 3760.532959 Iteration 8Q: 3 clusters Score -234014.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -234020.687500 Penalty: 3760.532959 Iteration 9Q: 3 clusters Score -234020.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -234025.000000 Penalty: 3760.532959 Iteration 10Q: 3 clusters Score -234025 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -234027.859375 Penalty: 3760.532959 Iteration 11Q: 3 clusters Score -234027.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -234031.390625 Penalty: 3760.532959 Iteration 12Q: 3 clusters Score -234031.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -234035.828125 Penalty: 3760.532959 Iteration 13Q: 3 clusters Score -234035.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -234044.031250 Penalty: 3760.532959 Iteration 14Q: 3 clusters Score -234044 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -234049.468750 Penalty: 3760.532959 Iteration 15Q: 3 clusters Score -234049.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -234055.890625 Penalty: 3760.532959 Iteration 16Q: 3 clusters Score -234055.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -234067.671875 Penalty: 3760.532959 Iteration 17Q: 3 clusters Score -234067.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -234075.515625 Penalty: 3760.532959 Iteration 18Q: 3 clusters Score -234075.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -234080.453125 Penalty: 3760.532959 Iteration 19Q: 3 clusters Score -234080.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -234089.718750 Penalty: 3760.532959 Iteration 20F: 3 clusters Score -234089.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -234094.796875 Penalty: 3760.532959 Iteration 21Q: 3 clusters Score -234094.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -234099.593750 Penalty: 3760.532959 Iteration 22Q: 3 clusters Score -234099.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -234101.968750 Penalty: 3760.532959 Iteration 23Q: 3 clusters Score -234102 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -234104.921875 Penalty: 3760.532959 Iteration 24Q: 3 clusters Score -234104.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -234106.265625 Penalty: 3760.532959 Iteration 25Q: 3 clusters Score -234106.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -234108.203125 Penalty: 3760.532959 Iteration 26Q: 3 clusters Score -234108.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -234109.078125 Penalty: 3760.532959 Iteration 27Q: 3 clusters Score -234109.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -234109.078125 Penalty: 3760.532959 Iteration 28F: 3 clusters Score -234109.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (587 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Entering Unmasked Estep Score: -58703.691406 Penalty: 1581.006104 Iteration 0F: 2 clusters Score -58703.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -57199.476562 Penalty: 3162.012207 Iteration 0F: 3 clusters Score -57199.48 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -57547.035156 Penalty: 3162.012207 Iteration 1F: 3 clusters Score -57547.04 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -57703.226562 Penalty: 3162.012207 Iteration 2F: 3 clusters Score -57703.23 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -57794.449219 Penalty: 3162.012207 Iteration 3F: 3 clusters Score -57794.45 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -57877.773438 Penalty: 3162.012207 Iteration 4Q: 3 clusters Score -57877.77 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -57950.027344 Penalty: 3162.012207 Iteration 5Q: 3 clusters Score -57950.03 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -58001.343750 Penalty: 3162.012207 Iteration 6Q: 3 clusters Score -58001.34 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -58055.449219 Penalty: 3162.012207 Iteration 7Q: 3 clusters Score -58055.45 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -58102.890625 Penalty: 3162.012207 Iteration 8Q: 3 clusters Score -58102.89 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -58162.925781 Penalty: 3162.012207 Iteration 9Q: 3 clusters Score -58162.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -58189.011719 Penalty: 3162.012207 Iteration 10Q: 3 clusters Score -58189.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -58190.003906 Penalty: 3162.012207 Iteration 11Q: 3 clusters Score -58190 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -58191.265625 Penalty: 3162.012207 Iteration 12Q: 3 clusters Score -58191.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -58191.265625 Penalty: 3162.012207 Iteration 13F: 3 clusters Score -58191.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Entering Unmasked Estep Score: -64218.472656 Penalty: 1591.349609 Iteration 0F: 2 clusters Score -64218.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -62638.847656 Penalty: 3182.699219 Iteration 0F: 3 clusters Score -62638.85 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -62914.136719 Penalty: 3182.699219 Iteration 1F: 3 clusters Score -62914.14 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -63021.250000 Penalty: 3182.699219 Iteration 2F: 3 clusters Score -63021.25 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -63079.933594 Penalty: 3182.699219 Iteration 3Q: 3 clusters Score -63079.93 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -63119.554688 Penalty: 3182.699219 Iteration 4Q: 3 clusters Score -63119.55 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -63135.167969 Penalty: 3182.699219 Iteration 5Q: 3 clusters Score -63135.17 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -63150.105469 Penalty: 3182.699219 Iteration 6Q: 3 clusters Score -63150.11 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -63167.058594 Penalty: 3182.699219 Iteration 7Q: 3 clusters Score -63167.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -63174.218750 Penalty: 3182.699219 Iteration 8Q: 3 clusters Score -63174.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -63181.078125 Penalty: 3182.699219 Iteration 9Q: 3 clusters Score -63181.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -63193.050781 Penalty: 3182.699219 Iteration 10Q: 3 clusters Score -63193.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -63210.687500 Penalty: 3182.699219 Iteration 11Q: 3 clusters Score -63210.69 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -63233.585938 Penalty: 3182.699219 Iteration 12Q: 3 clusters Score -63233.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -63263.328125 Penalty: 3182.699219 Iteration 13Q: 3 clusters Score -63263.33 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -63288.972656 Penalty: 3182.699219 Iteration 14Q: 3 clusters Score -63288.97 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -63328.835938 Penalty: 3182.699219 Iteration 15Q: 3 clusters Score -63328.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -63372.468750 Penalty: 3182.699219 Iteration 16Q: 3 clusters Score -63372.47 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -63416.660156 Penalty: 3182.699219 Iteration 17Q: 3 clusters Score -63416.66 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -63512.050781 Penalty: 3182.699219 Iteration 18Q: 3 clusters Score -63512.05 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -63650.730469 Penalty: 3182.699219 Iteration 19Q: 3 clusters Score -63650.73 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -63774.917969 Penalty: 3182.699219 Iteration 20F: 3 clusters Score -63774.92 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -63852.941406 Penalty: 3182.699219 Iteration 21Q: 3 clusters Score -63852.94 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -63920.171875 Penalty: 3182.699219 Iteration 22Q: 3 clusters Score -63920.17 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -63935.460938 Penalty: 3182.699219 Iteration 23Q: 3 clusters Score -63935.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -63937.558594 Penalty: 3182.699219 Iteration 24Q: 3 clusters Score -63937.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -63937.558594 Penalty: 3182.699219 Iteration 25F: 3 clusters Score -63937.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3201 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Entering Unmasked Estep Score: -409635.906250 Penalty: 2001.662231 Iteration 0F: 2 clusters Score -409635.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -406241.875000 Penalty: 4003.324463 Iteration 0F: 3 clusters Score -406241.9 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -406940.781250 Penalty: 4003.324463 Iteration 1F: 3 clusters Score -406940.8 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -407145.187500 Penalty: 4003.324463 Iteration 2F: 3 clusters Score -407145.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -407245.218750 Penalty: 4003.324463 Iteration 3Q: 3 clusters Score -407245.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -407299.750000 Penalty: 4003.324463 Iteration 4Q: 3 clusters Score -407299.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -407350.625000 Penalty: 4003.324463 Iteration 5Q: 3 clusters Score -407350.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -407386.125000 Penalty: 4003.324463 Iteration 6Q: 3 clusters Score -407386.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -407403.843750 Penalty: 4003.324463 Iteration 7Q: 3 clusters Score -407403.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -407417.750000 Penalty: 4003.324463 Iteration 8Q: 3 clusters Score -407417.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -407424.687500 Penalty: 4003.324463 Iteration 9Q: 3 clusters Score -407424.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -407427.968750 Penalty: 4003.324463 Iteration 10Q: 3 clusters Score -407428 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -407429.968750 Penalty: 4003.324463 Iteration 11Q: 3 clusters Score -407430 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -407431.500000 Penalty: 4003.324463 Iteration 12Q: 3 clusters Score -407431.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -407431.437500 Penalty: 4003.324463 Iteration 13Q: 3 clusters Score -407431.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -407432.062500 Penalty: 4003.324463 Iteration 14Q: 3 clusters Score -407432.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -407434.125000 Penalty: 4003.324463 Iteration 15Q: 3 clusters Score -407434.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -407436.000000 Penalty: 4003.324463 Iteration 16Q: 3 clusters Score -407436 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -407437.718750 Penalty: 4003.324463 Iteration 17Q: 3 clusters Score -407437.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -407437.906250 Penalty: 4003.324463 Iteration 18Q: 3 clusters Score -407437.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -407438.437500 Penalty: 4003.324463 Iteration 19Q: 3 clusters Score -407438.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -407438.906250 Penalty: 4003.324463 Iteration 20F: 3 clusters Score -407438.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -407441.468750 Penalty: 4003.324463 Iteration 21Q: 3 clusters Score -407441.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -407443.750000 Penalty: 4003.324463 Iteration 22Q: 3 clusters Score -407443.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -407444.062500 Penalty: 4003.324463 Iteration 23Q: 3 clusters Score -407444.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -407445.187500 Penalty: 4003.324463 Iteration 24Q: 3 clusters Score -407445.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -407446.937500 Penalty: 4003.324463 Iteration 25Q: 3 clusters Score -407446.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -407447.625000 Penalty: 4003.324463 Iteration 26Q: 3 clusters Score -407447.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -407449.093750 Penalty: 4003.324463 Iteration 27Q: 3 clusters Score -407449.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -407449.062500 Penalty: 4003.324463 Iteration 28Q: 3 clusters Score -407449.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -407449.500000 Penalty: 4003.324463 Iteration 29Q: 3 clusters Score -407449.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -407450.500000 Penalty: 4003.324463 Iteration 30Q: 3 clusters Score -407450.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -407450.468750 Penalty: 4003.324463 Iteration 31Q: 3 clusters Score -407450.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -407450.468750 Penalty: 4003.324463 Iteration 32F: 3 clusters Score -407450.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2682 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Entering Unmasked Estep Score: -314196.156250 Penalty: 1957.790894 Iteration 0F: 2 clusters Score -314196.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -311211.968750 Penalty: 3915.581787 Iteration 0F: 3 clusters Score -311212 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -311798.281250 Penalty: 3915.581787 Iteration 1F: 3 clusters Score -311798.3 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -311944.468750 Penalty: 3915.581787 Iteration 2F: 3 clusters Score -311944.5 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -312083.031250 Penalty: 3915.581787 Iteration 3F: 3 clusters Score -312083 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -312202.781250 Penalty: 3915.581787 Iteration 4Q: 3 clusters Score -312202.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -312310.593750 Penalty: 3915.581787 Iteration 5Q: 3 clusters Score -312310.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -312471.468750 Penalty: 3915.581787 Iteration 6Q: 3 clusters Score -312471.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -312637.406250 Penalty: 3915.581787 Iteration 7Q: 3 clusters Score -312637.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -312795.375000 Penalty: 3915.581787 Iteration 8Q: 3 clusters Score -312795.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -312904.875000 Penalty: 3915.581787 Iteration 9Q: 3 clusters Score -312904.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -313002.156250 Penalty: 3915.581787 Iteration 10Q: 3 clusters Score -313002.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -313097.812500 Penalty: 3915.581787 Iteration 11Q: 3 clusters Score -313097.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -313172.343750 Penalty: 3915.581787 Iteration 12Q: 3 clusters Score -313172.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -313216.875000 Penalty: 3915.581787 Iteration 13Q: 3 clusters Score -313216.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -313242.843750 Penalty: 3915.581787 Iteration 14Q: 3 clusters Score -313242.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -313262.375000 Penalty: 3915.581787 Iteration 15Q: 3 clusters Score -313262.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -313270.375000 Penalty: 3915.581787 Iteration 16Q: 3 clusters Score -313270.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -313280.062500 Penalty: 3915.581787 Iteration 17Q: 3 clusters Score -313280.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -313286.593750 Penalty: 3915.581787 Iteration 18Q: 3 clusters Score -313286.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -313288.906250 Penalty: 3915.581787 Iteration 19Q: 3 clusters Score -313288.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -313295.062500 Penalty: 3915.581787 Iteration 20F: 3 clusters Score -313295.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -313300.000000 Penalty: 3915.581787 Iteration 21Q: 3 clusters Score -313300 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -313301.906250 Penalty: 3915.581787 Iteration 22Q: 3 clusters Score -313301.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -313303.750000 Penalty: 3915.581787 Iteration 23Q: 3 clusters Score -313303.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -313303.750000 Penalty: 3915.581787 Iteration 24F: 3 clusters Score -313303.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1165 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Entering Unmasked Estep Score: -137147.125000 Penalty: 1750.998169 Iteration 0F: 2 clusters Score -137147.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -135075.359375 Penalty: 3501.996338 Iteration 0F: 3 clusters Score -135075.4 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -135432.562500 Penalty: 3501.996338 Iteration 1F: 3 clusters Score -135432.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -135541.750000 Penalty: 3501.996338 Iteration 2F: 3 clusters Score -135541.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -135608.421875 Penalty: 3501.996338 Iteration 3Q: 3 clusters Score -135608.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -135656.468750 Penalty: 3501.996338 Iteration 4Q: 3 clusters Score -135656.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -135705.359375 Penalty: 3501.996338 Iteration 5Q: 3 clusters Score -135705.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -135742.687500 Penalty: 3501.996338 Iteration 6Q: 3 clusters Score -135742.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -135785.921875 Penalty: 3501.996338 Iteration 7Q: 3 clusters Score -135785.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -135809.296875 Penalty: 3501.996338 Iteration 8Q: 3 clusters Score -135809.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -135824.109375 Penalty: 3501.996338 Iteration 9Q: 3 clusters Score -135824.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -135842.734375 Penalty: 3501.996338 Iteration 10Q: 3 clusters Score -135842.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -135864.625000 Penalty: 3501.996338 Iteration 11Q: 3 clusters Score -135864.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -135897.968750 Penalty: 3501.996338 Iteration 12Q: 3 clusters Score -135898 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -135944.234375 Penalty: 3501.996338 Iteration 13Q: 3 clusters Score -135944.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -135989.218750 Penalty: 3501.996338 Iteration 14Q: 3 clusters Score -135989.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -136070.515625 Penalty: 3501.996338 Iteration 15Q: 3 clusters Score -136070.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -136139.343750 Penalty: 3501.996338 Iteration 16Q: 3 clusters Score -136139.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -136182.796875 Penalty: 3501.996338 Iteration 17Q: 3 clusters Score -136182.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -136229.203125 Penalty: 3501.996338 Iteration 18Q: 3 clusters Score -136229.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -136264.281250 Penalty: 3501.996338 Iteration 19Q: 3 clusters Score -136264.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -136287.828125 Penalty: 3501.996338 Iteration 20F: 3 clusters Score -136287.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -136313.718750 Penalty: 3501.996338 Iteration 21Q: 3 clusters Score -136313.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -136340.984375 Penalty: 3501.996338 Iteration 22Q: 3 clusters Score -136341 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -136352.406250 Penalty: 3501.996338 Iteration 23Q: 3 clusters Score -136352.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -136361.031250 Penalty: 3501.996338 Iteration 24Q: 3 clusters Score -136361 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -136371.406250 Penalty: 3501.996338 Iteration 25Q: 3 clusters Score -136371.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -136386.546875 Penalty: 3501.996338 Iteration 26Q: 3 clusters Score -136386.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -136427.265625 Penalty: 3501.996338 Iteration 27Q: 3 clusters Score -136427.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -136454.578125 Penalty: 3501.996338 Iteration 28Q: 3 clusters Score -136454.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -136474.562500 Penalty: 3501.996338 Iteration 29Q: 3 clusters Score -136474.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -136488.078125 Penalty: 3501.996338 Iteration 30Q: 3 clusters Score -136488.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -136501.468750 Penalty: 3501.996338 Iteration 31Q: 3 clusters Score -136501.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -136512.250000 Penalty: 3501.996338 Iteration 32Q: 3 clusters Score -136512.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -136522.921875 Penalty: 3501.996338 Iteration 33Q: 3 clusters Score -136522.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -136543.156250 Penalty: 3501.996338 Iteration 34Q: 3 clusters Score -136543.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -136566.359375 Penalty: 3501.996338 Iteration 35Q: 3 clusters Score -136566.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -136648.312500 Penalty: 3501.996338 Iteration 36Q: 3 clusters Score -136648.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -136810.750000 Penalty: 3501.996338 Iteration 37Q: 3 clusters Score -136810.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -137071.562500 Penalty: 3501.996338 Iteration 38Q: 3 clusters Score -137071.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -137444.281250 Penalty: 3501.996338 Iteration 39Q: 3 clusters Score -137444.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -138090.140625 Penalty: 3501.996338 Iteration 40F: 3 clusters Score -138090.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -138163.828125 Penalty: 3501.996338 Iteration 41Q: 3 clusters Score -138163.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -138163.828125 Penalty: 3501.996338 Iteration 42F: 3 clusters Score -138163.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 29169 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 14151 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7540 members Mstep: Class 10 contains 2766 members Mstep: Class 11 contains 52289 members Mstep: Class 12 contains 2757 members Mstep: Class 13 contains 1962 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2682 members Mstep: Class 18 contains 590 members Mstep: Class 19 contains 66025 members Mstep: Class 20 contains 5167 members Mstep: Class 21 contains 239722 members Mstep: Class 22 contains 575 members Entering Unmasked Estep Score: -55428508.000000 Penalty: 71005.687500 Splitting cluster 18 changes total score from -55425240.000000 to -55428508.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 19 (66025 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66025 members Entering Unmasked Estep Score: -8304506.000000 Penalty: 2752.251709 Iteration 0F: 2 clusters Score -8304506 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32952 members Mstep: Class 2 contains 33073 members Entering Unmasked Estep Score: -8260233.000000 Penalty: 5504.503418 Iteration 0F: 3 clusters Score -8260233 nChanged 30894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31658 members Mstep: Class 2 contains 34367 members Entering Unmasked Estep Score: -8278037.000000 Penalty: 5504.503418 Iteration 1F: 3 clusters Score -8278037 nChanged 3027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30753 members Mstep: Class 2 contains 35272 members Entering Unmasked Estep Score: -8279350.000000 Penalty: 5504.503418 Iteration 2Q: 3 clusters Score -8279350 nChanged 3619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29468 members Mstep: Class 2 contains 36557 members Entering Unmasked Estep Score: -8281416.500000 Penalty: 5504.503418 Iteration 3F: 3 clusters Score -8281416 nChanged 4265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27751 members Mstep: Class 2 contains 38274 members Entering Unmasked Estep Score: -8284192.000000 Penalty: 5504.503418 Iteration 4F: 3 clusters Score -8284192 nChanged 4684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25567 members Mstep: Class 2 contains 40458 members Entering Unmasked Estep Score: -8287288.000000 Penalty: 5504.503418 Iteration 5F: 3 clusters Score -8287288 nChanged 4715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22898 members Mstep: Class 2 contains 43127 members Entering Unmasked Estep Score: -8290336.500000 Penalty: 5504.503418 Iteration 6F: 3 clusters Score -8290336 nChanged 4109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20097 members Mstep: Class 2 contains 45928 members Entering Unmasked Estep Score: -8293089.000000 Penalty: 5504.503418 Iteration 7F: 3 clusters Score -8293089 nChanged 3405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17420 members Mstep: Class 2 contains 48605 members Entering Unmasked Estep Score: -8295531.500000 Penalty: 5504.503418 Iteration 8F: 3 clusters Score -8295532 nChanged 2678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15134 members Mstep: Class 2 contains 50891 members Entering Unmasked Estep Score: -8297833.500000 Penalty: 5504.503418 Iteration 9Q: 3 clusters Score -8297834 nChanged 2076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13290 members Mstep: Class 2 contains 52735 members Entering Unmasked Estep Score: -8299983.500000 Penalty: 5504.503418 Iteration 10Q: 3 clusters Score -8299984 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11905 members Mstep: Class 2 contains 54120 members Entering Unmasked Estep Score: -8301343.000000 Penalty: 5504.503418 Iteration 11Q: 3 clusters Score -8301343 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10935 members Mstep: Class 2 contains 55090 members Entering Unmasked Estep Score: -8301928.000000 Penalty: 5504.503418 Iteration 12Q: 3 clusters Score -8301928 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10148 members Mstep: Class 2 contains 55877 members Entering Unmasked Estep Score: -8302213.500000 Penalty: 5504.503418 Iteration 13Q: 3 clusters Score -8302214 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9535 members Mstep: Class 2 contains 56490 members Entering Unmasked Estep Score: -8302444.500000 Penalty: 5504.503418 Iteration 14Q: 3 clusters Score -8302444 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9012 members Mstep: Class 2 contains 57013 members Entering Unmasked Estep Score: -8302620.000000 Penalty: 5504.503418 Iteration 15Q: 3 clusters Score -8302620 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8542 members Mstep: Class 2 contains 57483 members Entering Unmasked Estep Score: -8302761.500000 Penalty: 5504.503418 Iteration 16Q: 3 clusters Score -8302762 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8133 members Mstep: Class 2 contains 57892 members Entering Unmasked Estep Score: -8302855.500000 Penalty: 5504.503418 Iteration 17Q: 3 clusters Score -8302856 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7785 members Mstep: Class 2 contains 58240 members Entering Unmasked Estep Score: -8302967.500000 Penalty: 5504.503418 Iteration 18Q: 3 clusters Score -8302968 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7477 members Mstep: Class 2 contains 58548 members Entering Unmasked Estep Score: -8303007.500000 Penalty: 5504.503418 Iteration 19Q: 3 clusters Score -8303008 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7228 members Mstep: Class 2 contains 58797 members Entering Unmasked Estep Score: -8303072.000000 Penalty: 5504.503418 Iteration 20F: 3 clusters Score -8303072 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 59019 members Entering Unmasked Estep Score: -8303097.000000 Penalty: 5504.503418 Iteration 21Q: 3 clusters Score -8303097 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6846 members Mstep: Class 2 contains 59179 members Entering Unmasked Estep Score: -8303132.000000 Penalty: 5504.503418 Iteration 22Q: 3 clusters Score -8303132 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6705 members Mstep: Class 2 contains 59320 members Entering Unmasked Estep Score: -8303144.000000 Penalty: 5504.503418 Iteration 23Q: 3 clusters Score -8303144 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6583 members Mstep: Class 2 contains 59442 members Entering Unmasked Estep Score: -8303172.500000 Penalty: 5504.503418 Iteration 24Q: 3 clusters Score -8303172 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6489 members Mstep: Class 2 contains 59536 members Entering Unmasked Estep Score: -8303177.500000 Penalty: 5504.503418 Iteration 25Q: 3 clusters Score -8303178 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6412 members Mstep: Class 2 contains 59613 members Entering Unmasked Estep Score: -8303192.500000 Penalty: 5504.503418 Iteration 26Q: 3 clusters Score -8303192 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6331 members Mstep: Class 2 contains 59694 members Entering Unmasked Estep Score: -8303202.500000 Penalty: 5504.503418 Iteration 27Q: 3 clusters Score -8303202 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6249 members Mstep: Class 2 contains 59776 members Entering Unmasked Estep Score: -8303207.000000 Penalty: 5504.503418 Iteration 28Q: 3 clusters Score -8303207 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6188 members Mstep: Class 2 contains 59837 members Entering Unmasked Estep Score: -8303223.000000 Penalty: 5504.503418 Iteration 29Q: 3 clusters Score -8303223 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 59904 members Entering Unmasked Estep Score: -8303244.500000 Penalty: 5504.503418 Iteration 30Q: 3 clusters Score -8303244 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6058 members Mstep: Class 2 contains 59967 members Entering Unmasked Estep Score: -8303260.500000 Penalty: 5504.503418 Iteration 31Q: 3 clusters Score -8303260 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6000 members Mstep: Class 2 contains 60025 members Entering Unmasked Estep Score: -8303264.000000 Penalty: 5504.503418 Iteration 32Q: 3 clusters Score -8303264 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5954 members Mstep: Class 2 contains 60071 members Entering Unmasked Estep Score: -8303275.000000 Penalty: 5504.503418 Iteration 33Q: 3 clusters Score -8303275 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5912 members Mstep: Class 2 contains 60113 members Entering Unmasked Estep Score: -8303269.000000 Penalty: 5504.503418 Iteration 34Q: 3 clusters Score -8303269 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5862 members Mstep: Class 2 contains 60163 members Entering Unmasked Estep Score: -8303276.500000 Penalty: 5504.503418 Iteration 35Q: 3 clusters Score -8303276 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 60209 members Entering Unmasked Estep Score: -8303292.500000 Penalty: 5504.503418 Iteration 36Q: 3 clusters Score -8303292 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5763 members Mstep: Class 2 contains 60262 members Entering Unmasked Estep Score: -8303290.500000 Penalty: 5504.503418 Iteration 37Q: 3 clusters Score -8303290 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 60308 members Entering Unmasked Estep Score: -8303298.000000 Penalty: 5504.503418 Iteration 38Q: 3 clusters Score -8303298 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5670 members Mstep: Class 2 contains 60355 members Entering Unmasked Estep Score: -8303302.500000 Penalty: 5504.503418 Iteration 39Q: 3 clusters Score -8303302 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5637 members Mstep: Class 2 contains 60388 members Entering Unmasked Estep Score: -8303301.500000 Penalty: 5504.503418 Iteration 40F: 3 clusters Score -8303302 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 60423 members Entering Unmasked Estep Score: -8303300.000000 Penalty: 5504.503418 Iteration 41Q: 3 clusters Score -8303300 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5575 members Mstep: Class 2 contains 60450 members Entering Unmasked Estep Score: -8303309.000000 Penalty: 5504.503418 Iteration 42Q: 3 clusters Score -8303309 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5555 members Mstep: Class 2 contains 60470 members Entering Unmasked Estep Score: -8303307.500000 Penalty: 5504.503418 Iteration 43Q: 3 clusters Score -8303308 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5541 members Mstep: Class 2 contains 60484 members Entering Unmasked Estep Score: -8303314.500000 Penalty: 5504.503418 Iteration 44Q: 3 clusters Score -8303314 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5528 members Mstep: Class 2 contains 60497 members Entering Unmasked Estep Score: -8303321.500000 Penalty: 5504.503418 Iteration 45Q: 3 clusters Score -8303322 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5517 members Mstep: Class 2 contains 60508 members Entering Unmasked Estep Score: -8303313.500000 Penalty: 5504.503418 Iteration 46Q: 3 clusters Score -8303314 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 60519 members Entering Unmasked Estep Score: -8303317.500000 Penalty: 5504.503418 Iteration 47Q: 3 clusters Score -8303318 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5494 members Mstep: Class 2 contains 60531 members Entering Unmasked Estep Score: -8303314.000000 Penalty: 5504.503418 Iteration 48Q: 3 clusters Score -8303314 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5489 members Mstep: Class 2 contains 60536 members Entering Unmasked Estep Score: -8303313.500000 Penalty: 5504.503418 Iteration 49Q: 3 clusters Score -8303314 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 60537 members Entering Unmasked Estep Score: -8303316.000000 Penalty: 5504.503418 Iteration 50Q: 3 clusters Score -8303316 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 60539 members Entering Unmasked Estep Score: -8303320.000000 Penalty: 5504.503418 Iteration 51Q: 3 clusters Score -8303320 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 60541 members Entering Unmasked Estep Score: -8303319.500000 Penalty: 5504.503418 Iteration 52Q: 3 clusters Score -8303320 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 60543 members Entering Unmasked Estep Score: -8303324.500000 Penalty: 5504.503418 Iteration 53Q: 3 clusters Score -8303324 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5481 members Mstep: Class 2 contains 60544 members Entering Unmasked Estep Score: -8303325.500000 Penalty: 5504.503418 Iteration 54Q: 3 clusters Score -8303326 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5480 members Mstep: Class 2 contains 60545 members Entering Unmasked Estep Score: -8303325.500000 Penalty: 5504.503418 Iteration 55Q: 3 clusters Score -8303326 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5478 members Mstep: Class 2 contains 60547 members Entering Unmasked Estep Score: -8303319.000000 Penalty: 5504.503418 Iteration 56Q: 3 clusters Score -8303319 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5476 members Mstep: Class 2 contains 60549 members Entering Unmasked Estep Score: -8303310.500000 Penalty: 5504.503418 Iteration 57Q: 3 clusters Score -8303310 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5476 members Mstep: Class 2 contains 60549 members Entering Unmasked Estep Score: -8303310.500000 Penalty: 5504.503418 Iteration 58F: 3 clusters Score -8303310 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (5167 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5167 members Entering Unmasked Estep Score: -659329.625000 Penalty: 2120.411865 Iteration 0F: 2 clusters Score -659329.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -654697.625000 Penalty: 4240.823730 Iteration 0F: 3 clusters Score -654697.6 nChanged 1979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -655831.375000 Penalty: 4240.823730 Iteration 1F: 3 clusters Score -655831.4 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -656014.000000 Penalty: 4240.823730 Iteration 2F: 3 clusters Score -656014 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -656133.750000 Penalty: 4240.823730 Iteration 3Q: 3 clusters Score -656133.8 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -656222.937500 Penalty: 4240.823730 Iteration 4Q: 3 clusters Score -656222.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -656297.250000 Penalty: 4240.823730 Iteration 5Q: 3 clusters Score -656297.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -656358.625000 Penalty: 4240.823730 Iteration 6Q: 3 clusters Score -656358.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -656418.937500 Penalty: 4240.823730 Iteration 7Q: 3 clusters Score -656418.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -656484.500000 Penalty: 4240.823730 Iteration 8Q: 3 clusters Score -656484.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -656563.125000 Penalty: 4240.823730 Iteration 9Q: 3 clusters Score -656563.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -656626.062500 Penalty: 4240.823730 Iteration 10Q: 3 clusters Score -656626.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -656702.250000 Penalty: 4240.823730 Iteration 11Q: 3 clusters Score -656702.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -656781.312500 Penalty: 4240.823730 Iteration 12Q: 3 clusters Score -656781.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -656857.812500 Penalty: 4240.823730 Iteration 13Q: 3 clusters Score -656857.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -656931.500000 Penalty: 4240.823730 Iteration 14Q: 3 clusters Score -656931.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -656985.500000 Penalty: 4240.823730 Iteration 15Q: 3 clusters Score -656985.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -657032.312500 Penalty: 4240.823730 Iteration 16Q: 3 clusters Score -657032.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -657069.187500 Penalty: 4240.823730 Iteration 17Q: 3 clusters Score -657069.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -657105.750000 Penalty: 4240.823730 Iteration 18Q: 3 clusters Score -657105.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -657135.750000 Penalty: 4240.823730 Iteration 19Q: 3 clusters Score -657135.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -657185.500000 Penalty: 4240.823730 Iteration 20F: 3 clusters Score -657185.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -657224.937500 Penalty: 4240.823730 Iteration 21Q: 3 clusters Score -657224.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -657248.375000 Penalty: 4240.823730 Iteration 22Q: 3 clusters Score -657248.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -657269.937500 Penalty: 4240.823730 Iteration 23Q: 3 clusters Score -657269.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -657288.687500 Penalty: 4240.823730 Iteration 24Q: 3 clusters Score -657288.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -657305.625000 Penalty: 4240.823730 Iteration 25Q: 3 clusters Score -657305.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -657316.687500 Penalty: 4240.823730 Iteration 26Q: 3 clusters Score -657316.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -657332.375000 Penalty: 4240.823730 Iteration 27Q: 3 clusters Score -657332.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -657347.250000 Penalty: 4240.823730 Iteration 28Q: 3 clusters Score -657347.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -657358.875000 Penalty: 4240.823730 Iteration 29Q: 3 clusters Score -657358.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4653 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -657367.500000 Penalty: 4240.823730 Iteration 30Q: 3 clusters Score -657367.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -657377.812500 Penalty: 4240.823730 Iteration 31Q: 3 clusters Score -657377.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -657388.937500 Penalty: 4240.823730 Iteration 32Q: 3 clusters Score -657388.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -657399.562500 Penalty: 4240.823730 Iteration 33Q: 3 clusters Score -657399.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4699 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -657412.437500 Penalty: 4240.823730 Iteration 34Q: 3 clusters Score -657412.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -657425.000000 Penalty: 4240.823730 Iteration 35Q: 3 clusters Score -657425 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -657432.312500 Penalty: 4240.823730 Iteration 36Q: 3 clusters Score -657432.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4724 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -657436.375000 Penalty: 4240.823730 Iteration 37Q: 3 clusters Score -657436.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -657441.125000 Penalty: 4240.823730 Iteration 38Q: 3 clusters Score -657441.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -657443.312500 Penalty: 4240.823730 Iteration 39Q: 3 clusters Score -657443.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -657443.812500 Penalty: 4240.823730 Iteration 40F: 3 clusters Score -657443.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -657445.375000 Penalty: 4240.823730 Iteration 41Q: 3 clusters Score -657445.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -657447.250000 Penalty: 4240.823730 Iteration 42Q: 3 clusters Score -657447.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -657449.937500 Penalty: 4240.823730 Iteration 43Q: 3 clusters Score -657449.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4744 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -657451.750000 Penalty: 4240.823730 Iteration 44Q: 3 clusters Score -657451.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -657454.250000 Penalty: 4240.823730 Iteration 45Q: 3 clusters Score -657454.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -657455.937500 Penalty: 4240.823730 Iteration 46Q: 3 clusters Score -657455.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -657456.937500 Penalty: 4240.823730 Iteration 47Q: 3 clusters Score -657456.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -657458.437500 Penalty: 4240.823730 Iteration 48Q: 3 clusters Score -657458.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -657458.437500 Penalty: 4240.823730 Iteration 49F: 3 clusters Score -657458.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 29169 members Mstep: Class 4 contains 9023 members Mstep: Class 5 contains 3465 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 14151 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7540 members Mstep: Class 10 contains 2766 members Mstep: Class 11 contains 52289 members Mstep: Class 12 contains 2757 members Mstep: Class 13 contains 1962 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3201 members Mstep: Class 17 contains 2682 members Mstep: Class 18 contains 590 members Mstep: Class 19 contains 66025 members Mstep: Class 20 contains 5167 members Entering Unmasked Estep ConsiderDeletion Score: -55428844.000000 Penalty: 71005.687500 Iteration 78F: 23 clusters Score -5.542884e+07 nChanged 1816 Entering ConstructFrom: Score: -55428844.000000 Penalty: 71005.687500 Entering ConstructFrom: Trying to split cluster 1 (371 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Entering Unmasked Estep Score: -37519.484375 Penalty: 1467.218140 Iteration 0F: 2 clusters Score -37519.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -36311.015625 Penalty: 2934.436279 Iteration 0F: 3 clusters Score -36311.02 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -36621.937500 Penalty: 2934.436279 Iteration 1F: 3 clusters Score -36621.94 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -36769.496094 Penalty: 2934.436279 Iteration 2F: 3 clusters Score -36769.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -36890.480469 Penalty: 2934.436279 Iteration 3Q: 3 clusters Score -36890.48 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -36998.031250 Penalty: 2934.436279 Iteration 4Q: 3 clusters Score -36998.03 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -37049.425781 Penalty: 2934.436279 Iteration 5Q: 3 clusters Score -37049.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -37084.316406 Penalty: 2934.436279 Iteration 6Q: 3 clusters Score -37084.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -37096.367188 Penalty: 2934.436279 Iteration 7Q: 3 clusters Score -37096.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -37120.011719 Penalty: 2934.436279 Iteration 8Q: 3 clusters Score -37120.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -37137.246094 Penalty: 2934.436279 Iteration 9Q: 3 clusters Score -37137.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -37139.878906 Penalty: 2934.436279 Iteration 10Q: 3 clusters Score -37139.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -37139.878906 Penalty: 2934.436279 Iteration 11F: 3 clusters Score -37139.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (818 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Entering Unmasked Estep Score: -86116.312500 Penalty: 1663.301880 Iteration 0F: 2 clusters Score -86116.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -84403.781250 Penalty: 3326.603760 Iteration 0F: 3 clusters Score -84403.78 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -84797.203125 Penalty: 3326.603760 Iteration 1F: 3 clusters Score -84797.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -84972.070312 Penalty: 3326.603760 Iteration 2F: 3 clusters Score -84972.07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -85138.281250 Penalty: 3326.603760 Iteration 3F: 3 clusters Score -85138.28 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -85376.750000 Penalty: 3326.603760 Iteration 4F: 3 clusters Score -85376.75 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -85591.484375 Penalty: 3326.603760 Iteration 5F: 3 clusters Score -85591.48 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -85779.539062 Penalty: 3326.603760 Iteration 6Q: 3 clusters Score -85779.54 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -85920.023438 Penalty: 3326.603760 Iteration 7Q: 3 clusters Score -85920.02 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -86146.109375 Penalty: 3326.603760 Iteration 8Q: 3 clusters Score -86146.11 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -86422.546875 Penalty: 3326.603760 Iteration 9Q: 3 clusters Score -86422.55 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -86636.351562 Penalty: 3326.603760 Iteration 10Q: 3 clusters Score -86636.35 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -86790.492188 Penalty: 3326.603760 Iteration 11Q: 3 clusters Score -86790.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -86855.937500 Penalty: 3326.603760 Iteration 12Q: 3 clusters Score -86855.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -86855.937500 Penalty: 3326.603760 Iteration 13F: 3 clusters Score -86855.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 489 members Mstep: Class 3 contains 28729 members Mstep: Class 4 contains 9026 members Mstep: Class 5 contains 3468 members Mstep: Class 6 contains 4829 members Mstep: Class 7 contains 14127 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7558 members Mstep: Class 10 contains 2770 members Mstep: Class 11 contains 52289 members Mstep: Class 12 contains 2760 members Mstep: Class 13 contains 1962 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3186 members Mstep: Class 17 contains 2691 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65967 members Mstep: Class 20 contains 5195 members Mstep: Class 21 contains 240181 members Mstep: Class 22 contains 575 members Mstep: Class 23 contains 329 members Entering Unmasked Estep Score: -55428296.000000 Penalty: 74233.218750 Splitting cluster 2 changes total score from -55428844.000000 to -55428296.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (28729 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28729 members Entering Unmasked Estep Score: -3550812.500000 Penalty: 2545.884277 Iteration 0F: 2 clusters Score -3550812 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14366 members Mstep: Class 2 contains 14363 members Entering Unmasked Estep Score: -3531108.500000 Penalty: 5091.768555 Iteration 0F: 3 clusters Score -3531108 nChanged 12884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14758 members Mstep: Class 2 contains 13971 members Entering Unmasked Estep Score: -3538037.000000 Penalty: 5091.768555 Iteration 1F: 3 clusters Score -3538037 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15037 members Mstep: Class 2 contains 13692 members Entering Unmasked Estep Score: -3538390.500000 Penalty: 5091.768555 Iteration 2Q: 3 clusters Score -3538390 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15405 members Mstep: Class 2 contains 13324 members Entering Unmasked Estep Score: -3538684.000000 Penalty: 5091.768555 Iteration 3Q: 3 clusters Score -3538684 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15853 members Mstep: Class 2 contains 12876 members Entering Unmasked Estep Score: -3538932.500000 Penalty: 5091.768555 Iteration 4Q: 3 clusters Score -3538932 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16409 members Mstep: Class 2 contains 12320 members Entering Unmasked Estep Score: -3539245.500000 Penalty: 5091.768555 Iteration 5Q: 3 clusters Score -3539246 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17185 members Mstep: Class 2 contains 11544 members Entering Unmasked Estep Score: -3539636.500000 Penalty: 5091.768555 Iteration 6Q: 3 clusters Score -3539636 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18211 members Mstep: Class 2 contains 10518 members Entering Unmasked Estep Score: -3540143.000000 Penalty: 5091.768555 Iteration 7Q: 3 clusters Score -3540143 nChanged 1413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19544 members Mstep: Class 2 contains 9185 members Entering Unmasked Estep Score: -3540879.750000 Penalty: 5091.768555 Iteration 8Q: 3 clusters Score -3540880 nChanged 1702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21206 members Mstep: Class 2 contains 7523 members Entering Unmasked Estep Score: -3541991.000000 Penalty: 5091.768555 Iteration 9F: 3 clusters Score -3541991 nChanged 1950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23136 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -3543502.250000 Penalty: 5091.768555 Iteration 10F: 3 clusters Score -3543502 nChanged 1921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25053 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -3545193.500000 Penalty: 5091.768555 Iteration 11F: 3 clusters Score -3545194 nChanged 1529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26574 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -3546625.500000 Penalty: 5091.768555 Iteration 12F: 3 clusters Score -3546626 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27603 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -3547589.250000 Penalty: 5091.768555 Iteration 13Q: 3 clusters Score -3547589 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28126 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -3548113.250000 Penalty: 5091.768555 Iteration 14Q: 3 clusters Score -3548113 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28334 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -3548343.750000 Penalty: 5091.768555 Iteration 15Q: 3 clusters Score -3548344 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28418 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -3548463.500000 Penalty: 5091.768555 Iteration 16Q: 3 clusters Score -3548464 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28454 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -3548515.750000 Penalty: 5091.768555 Iteration 17Q: 3 clusters Score -3548516 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28474 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -3548563.500000 Penalty: 5091.768555 Iteration 18Q: 3 clusters Score -3548564 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28493 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -3548588.250000 Penalty: 5091.768555 Iteration 19Q: 3 clusters Score -3548588 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28501 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -3548610.750000 Penalty: 5091.768555 Iteration 20F: 3 clusters Score -3548611 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28507 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -3548629.000000 Penalty: 5091.768555 Iteration 21Q: 3 clusters Score -3548629 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28512 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -3548634.250000 Penalty: 5091.768555 Iteration 22Q: 3 clusters Score -3548634 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28514 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -3548637.000000 Penalty: 5091.768555 Iteration 23Q: 3 clusters Score -3548637 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28513 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -3548635.250000 Penalty: 5091.768555 Iteration 24Q: 3 clusters Score -3548635 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28513 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -3548635.250000 Penalty: 5091.768555 Iteration 25F: 3 clusters Score -3548635 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (9026 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9026 members Entering Unmasked Estep Score: -1152264.625000 Penalty: 2258.750488 Iteration 0F: 2 clusters Score -1152265 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -1145216.250000 Penalty: 4517.500977 Iteration 0F: 3 clusters Score -1145216 nChanged 3728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -1147286.250000 Penalty: 4517.500977 Iteration 1F: 3 clusters Score -1147286 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -1147854.000000 Penalty: 4517.500977 Iteration 2F: 3 clusters Score -1147854 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 5045 members Entering Unmasked Estep Score: -1148534.000000 Penalty: 4517.500977 Iteration 3F: 3 clusters Score -1148534 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 5409 members Entering Unmasked Estep Score: -1149185.750000 Penalty: 4517.500977 Iteration 4F: 3 clusters Score -1149186 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 5832 members Entering Unmasked Estep Score: -1149730.750000 Penalty: 4517.500977 Iteration 5F: 3 clusters Score -1149731 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 6236 members Entering Unmasked Estep Score: -1150163.125000 Penalty: 4517.500977 Iteration 6F: 3 clusters Score -1150163 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 6601 members Entering Unmasked Estep Score: -1150494.500000 Penalty: 4517.500977 Iteration 7F: 3 clusters Score -1150494 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -1150718.875000 Penalty: 4517.500977 Iteration 8Q: 3 clusters Score -1150719 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 7148 members Entering Unmasked Estep Score: -1150885.750000 Penalty: 4517.500977 Iteration 9Q: 3 clusters Score -1150886 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 7333 members Entering Unmasked Estep Score: -1150982.500000 Penalty: 4517.500977 Iteration 10Q: 3 clusters Score -1150982 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 7451 members Entering Unmasked Estep Score: -1151038.875000 Penalty: 4517.500977 Iteration 11Q: 3 clusters Score -1151039 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 7544 members Entering Unmasked Estep Score: -1151077.625000 Penalty: 4517.500977 Iteration 12Q: 3 clusters Score -1151078 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 7616 members Entering Unmasked Estep Score: -1151106.250000 Penalty: 4517.500977 Iteration 13Q: 3 clusters Score -1151106 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 7690 members Entering Unmasked Estep Score: -1151143.875000 Penalty: 4517.500977 Iteration 14Q: 3 clusters Score -1151144 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 7746 members Entering Unmasked Estep Score: -1151164.750000 Penalty: 4517.500977 Iteration 15Q: 3 clusters Score -1151165 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 7797 members Entering Unmasked Estep Score: -1151184.375000 Penalty: 4517.500977 Iteration 16Q: 3 clusters Score -1151184 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 7832 members Entering Unmasked Estep Score: -1151196.625000 Penalty: 4517.500977 Iteration 17Q: 3 clusters Score -1151197 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 7861 members Entering Unmasked Estep Score: -1151208.500000 Penalty: 4517.500977 Iteration 18Q: 3 clusters Score -1151208 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 7892 members Entering Unmasked Estep Score: -1151214.875000 Penalty: 4517.500977 Iteration 19Q: 3 clusters Score -1151215 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 7920 members Entering Unmasked Estep Score: -1151230.875000 Penalty: 4517.500977 Iteration 20F: 3 clusters Score -1151231 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 7942 members Entering Unmasked Estep Score: -1151239.375000 Penalty: 4517.500977 Iteration 21Q: 3 clusters Score -1151239 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 7960 members Entering Unmasked Estep Score: -1151243.625000 Penalty: 4517.500977 Iteration 22Q: 3 clusters Score -1151244 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 7968 members Entering Unmasked Estep Score: -1151247.000000 Penalty: 4517.500977 Iteration 23Q: 3 clusters Score -1151247 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 7976 members Entering Unmasked Estep Score: -1151250.000000 Penalty: 4517.500977 Iteration 24Q: 3 clusters Score -1151250 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 7985 members Entering Unmasked Estep Score: -1151253.375000 Penalty: 4517.500977 Iteration 25Q: 3 clusters Score -1151253 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 7993 members Entering Unmasked Estep Score: -1151256.250000 Penalty: 4517.500977 Iteration 26Q: 3 clusters Score -1151256 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 7995 members Entering Unmasked Estep Score: -1151257.750000 Penalty: 4517.500977 Iteration 27Q: 3 clusters Score -1151258 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 7996 members Entering Unmasked Estep Score: -1151257.250000 Penalty: 4517.500977 Iteration 28Q: 3 clusters Score -1151257 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 7997 members Entering Unmasked Estep Score: -1151258.875000 Penalty: 4517.500977 Iteration 29Q: 3 clusters Score -1151259 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 7997 members Entering Unmasked Estep Score: -1151258.875000 Penalty: 4517.500977 Iteration 30F: 3 clusters Score -1151259 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3468 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Entering Unmasked Estep Score: -432094.781250 Penalty: 2021.530518 Iteration 0F: 2 clusters Score -432094.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -428499.375000 Penalty: 4043.061035 Iteration 0F: 3 clusters Score -428499.4 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -429248.250000 Penalty: 4043.061035 Iteration 1F: 3 clusters Score -429248.2 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -429447.687500 Penalty: 4043.061035 Iteration 2F: 3 clusters Score -429447.7 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -429572.531250 Penalty: 4043.061035 Iteration 3F: 3 clusters Score -429572.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -429666.250000 Penalty: 4043.061035 Iteration 4Q: 3 clusters Score -429666.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -429740.593750 Penalty: 4043.061035 Iteration 5Q: 3 clusters Score -429740.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -429784.625000 Penalty: 4043.061035 Iteration 6Q: 3 clusters Score -429784.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -429818.718750 Penalty: 4043.061035 Iteration 7Q: 3 clusters Score -429818.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -429848.593750 Penalty: 4043.061035 Iteration 8Q: 3 clusters Score -429848.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -429868.125000 Penalty: 4043.061035 Iteration 9Q: 3 clusters Score -429868.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -429884.406250 Penalty: 4043.061035 Iteration 10Q: 3 clusters Score -429884.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -429892.937500 Penalty: 4043.061035 Iteration 11Q: 3 clusters Score -429892.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -429901.281250 Penalty: 4043.061035 Iteration 12Q: 3 clusters Score -429901.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -429906.531250 Penalty: 4043.061035 Iteration 13Q: 3 clusters Score -429906.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -429910.500000 Penalty: 4043.061035 Iteration 14Q: 3 clusters Score -429910.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -429914.968750 Penalty: 4043.061035 Iteration 15Q: 3 clusters Score -429915 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -429921.031250 Penalty: 4043.061035 Iteration 16Q: 3 clusters Score -429921 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -429924.593750 Penalty: 4043.061035 Iteration 17Q: 3 clusters Score -429924.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -429928.531250 Penalty: 4043.061035 Iteration 18Q: 3 clusters Score -429928.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -429931.375000 Penalty: 4043.061035 Iteration 19Q: 3 clusters Score -429931.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -429934.093750 Penalty: 4043.061035 Iteration 20F: 3 clusters Score -429934.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -429937.156250 Penalty: 4043.061035 Iteration 21Q: 3 clusters Score -429937.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -429943.250000 Penalty: 4043.061035 Iteration 22Q: 3 clusters Score -429943.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -429948.250000 Penalty: 4043.061035 Iteration 23Q: 3 clusters Score -429948.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -429950.656250 Penalty: 4043.061035 Iteration 24Q: 3 clusters Score -429950.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -429952.906250 Penalty: 4043.061035 Iteration 25Q: 3 clusters Score -429952.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -429955.562500 Penalty: 4043.061035 Iteration 26Q: 3 clusters Score -429955.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -429957.937500 Penalty: 4043.061035 Iteration 27Q: 3 clusters Score -429957.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -429962.250000 Penalty: 4043.061035 Iteration 28Q: 3 clusters Score -429962.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -429967.531250 Penalty: 4043.061035 Iteration 29Q: 3 clusters Score -429967.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -429970.875000 Penalty: 4043.061035 Iteration 30Q: 3 clusters Score -429970.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -429974.562500 Penalty: 4043.061035 Iteration 31Q: 3 clusters Score -429974.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -429980.406250 Penalty: 4043.061035 Iteration 32Q: 3 clusters Score -429980.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -429992.750000 Penalty: 4043.061035 Iteration 33Q: 3 clusters Score -429992.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -430004.937500 Penalty: 4043.061035 Iteration 34Q: 3 clusters Score -430004.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -430013.187500 Penalty: 4043.061035 Iteration 35Q: 3 clusters Score -430013.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -430020.250000 Penalty: 4043.061035 Iteration 36Q: 3 clusters Score -430020.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -430031.468750 Penalty: 4043.061035 Iteration 37Q: 3 clusters Score -430031.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -430043.812500 Penalty: 4043.061035 Iteration 38Q: 3 clusters Score -430043.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -430052.250000 Penalty: 4043.061035 Iteration 39Q: 3 clusters Score -430052.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -430062.750000 Penalty: 4043.061035 Iteration 40F: 3 clusters Score -430062.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -430080.218750 Penalty: 4043.061035 Iteration 41Q: 3 clusters Score -430080.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -430095.187500 Penalty: 4043.061035 Iteration 42Q: 3 clusters Score -430095.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -430107.593750 Penalty: 4043.061035 Iteration 43Q: 3 clusters Score -430107.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -430120.531250 Penalty: 4043.061035 Iteration 44Q: 3 clusters Score -430120.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -430130.937500 Penalty: 4043.061035 Iteration 45Q: 3 clusters Score -430130.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -430143.343750 Penalty: 4043.061035 Iteration 46Q: 3 clusters Score -430143.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -430167.281250 Penalty: 4043.061035 Iteration 47Q: 3 clusters Score -430167.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -430202.312500 Penalty: 4043.061035 Iteration 48Q: 3 clusters Score -430202.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -430260.906250 Penalty: 4043.061035 Iteration 49Q: 3 clusters Score -430260.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -430358.312500 Penalty: 4043.061035 Iteration 50Q: 3 clusters Score -430358.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -430470.843750 Penalty: 4043.061035 Iteration 51Q: 3 clusters Score -430470.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -430617.031250 Penalty: 4043.061035 Iteration 52Q: 3 clusters Score -430617 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -430786.437500 Penalty: 4043.061035 Iteration 53Q: 3 clusters Score -430786.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -430959.875000 Penalty: 4043.061035 Iteration 54Q: 3 clusters Score -430959.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -431078.406250 Penalty: 4043.061035 Iteration 55Q: 3 clusters Score -431078.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -431128.531250 Penalty: 4043.061035 Iteration 56Q: 3 clusters Score -431128.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -431155.250000 Penalty: 4043.061035 Iteration 57Q: 3 clusters Score -431155.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -431171.531250 Penalty: 4043.061035 Iteration 58Q: 3 clusters Score -431171.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -431183.375000 Penalty: 4043.061035 Iteration 59Q: 3 clusters Score -431183.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -431190.343750 Penalty: 4043.061035 Iteration 60F: 3 clusters Score -431190.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -431195.093750 Penalty: 4043.061035 Iteration 61Q: 3 clusters Score -431195.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -431200.281250 Penalty: 4043.061035 Iteration 62Q: 3 clusters Score -431200.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -431202.687500 Penalty: 4043.061035 Iteration 63Q: 3 clusters Score -431202.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -431202.562500 Penalty: 4043.061035 Iteration 64Q: 3 clusters Score -431202.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -431202.562500 Penalty: 4043.061035 Iteration 65F: 3 clusters Score -431202.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4829 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4829 members Entering Unmasked Estep Score: -619522.187500 Penalty: 2103.633789 Iteration 0F: 2 clusters Score -619522.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -615086.750000 Penalty: 4207.267578 Iteration 0F: 3 clusters Score -615086.8 nChanged 1838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -616142.750000 Penalty: 4207.267578 Iteration 1F: 3 clusters Score -616142.8 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -616351.437500 Penalty: 4207.267578 Iteration 2F: 3 clusters Score -616351.4 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -616485.187500 Penalty: 4207.267578 Iteration 3F: 3 clusters Score -616485.2 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -616583.625000 Penalty: 4207.267578 Iteration 4Q: 3 clusters Score -616583.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -616646.500000 Penalty: 4207.267578 Iteration 5Q: 3 clusters Score -616646.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -616692.187500 Penalty: 4207.267578 Iteration 6Q: 3 clusters Score -616692.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -616726.937500 Penalty: 4207.267578 Iteration 7Q: 3 clusters Score -616726.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -616764.937500 Penalty: 4207.267578 Iteration 8Q: 3 clusters Score -616764.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -616798.937500 Penalty: 4207.267578 Iteration 9Q: 3 clusters Score -616798.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -616836.000000 Penalty: 4207.267578 Iteration 10Q: 3 clusters Score -616836 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -616865.625000 Penalty: 4207.267578 Iteration 11Q: 3 clusters Score -616865.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -616899.562500 Penalty: 4207.267578 Iteration 12Q: 3 clusters Score -616899.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -616933.562500 Penalty: 4207.267578 Iteration 13Q: 3 clusters Score -616933.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -616980.312500 Penalty: 4207.267578 Iteration 14Q: 3 clusters Score -616980.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -617032.000000 Penalty: 4207.267578 Iteration 15Q: 3 clusters Score -617032 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -617080.250000 Penalty: 4207.267578 Iteration 16Q: 3 clusters Score -617080.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -617115.250000 Penalty: 4207.267578 Iteration 17Q: 3 clusters Score -617115.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -617145.625000 Penalty: 4207.267578 Iteration 18Q: 3 clusters Score -617145.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -617176.812500 Penalty: 4207.267578 Iteration 19Q: 3 clusters Score -617176.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -617206.562500 Penalty: 4207.267578 Iteration 20F: 3 clusters Score -617206.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -617243.125000 Penalty: 4207.267578 Iteration 21Q: 3 clusters Score -617243.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -617281.687500 Penalty: 4207.267578 Iteration 22Q: 3 clusters Score -617281.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -617324.937500 Penalty: 4207.267578 Iteration 23Q: 3 clusters Score -617324.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -617364.000000 Penalty: 4207.267578 Iteration 24Q: 3 clusters Score -617364 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -617410.250000 Penalty: 4207.267578 Iteration 25Q: 3 clusters Score -617410.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -617445.125000 Penalty: 4207.267578 Iteration 26Q: 3 clusters Score -617445.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -617470.312500 Penalty: 4207.267578 Iteration 27Q: 3 clusters Score -617470.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -617495.062500 Penalty: 4207.267578 Iteration 28Q: 3 clusters Score -617495.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -617512.187500 Penalty: 4207.267578 Iteration 29Q: 3 clusters Score -617512.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -617527.875000 Penalty: 4207.267578 Iteration 30Q: 3 clusters Score -617527.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -617538.500000 Penalty: 4207.267578 Iteration 31Q: 3 clusters Score -617538.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -617551.000000 Penalty: 4207.267578 Iteration 32Q: 3 clusters Score -617551 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -617560.500000 Penalty: 4207.267578 Iteration 33Q: 3 clusters Score -617560.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -617568.625000 Penalty: 4207.267578 Iteration 34Q: 3 clusters Score -617568.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -617574.250000 Penalty: 4207.267578 Iteration 35Q: 3 clusters Score -617574.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -617580.625000 Penalty: 4207.267578 Iteration 36Q: 3 clusters Score -617580.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -617586.500000 Penalty: 4207.267578 Iteration 37Q: 3 clusters Score -617586.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -617591.125000 Penalty: 4207.267578 Iteration 38Q: 3 clusters Score -617591.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -617593.687500 Penalty: 4207.267578 Iteration 39Q: 3 clusters Score -617593.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -617596.437500 Penalty: 4207.267578 Iteration 40F: 3 clusters Score -617596.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -617598.937500 Penalty: 4207.267578 Iteration 41Q: 3 clusters Score -617598.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -617600.500000 Penalty: 4207.267578 Iteration 42Q: 3 clusters Score -617600.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -617603.750000 Penalty: 4207.267578 Iteration 43Q: 3 clusters Score -617603.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -617607.437500 Penalty: 4207.267578 Iteration 44Q: 3 clusters Score -617607.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -617611.187500 Penalty: 4207.267578 Iteration 45Q: 3 clusters Score -617611.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -617614.937500 Penalty: 4207.267578 Iteration 46Q: 3 clusters Score -617614.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -617620.437500 Penalty: 4207.267578 Iteration 47Q: 3 clusters Score -617620.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -617625.750000 Penalty: 4207.267578 Iteration 48Q: 3 clusters Score -617625.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -617627.375000 Penalty: 4207.267578 Iteration 49Q: 3 clusters Score -617627.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -617629.625000 Penalty: 4207.267578 Iteration 50Q: 3 clusters Score -617629.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 4319 members Entering Unmasked Estep Score: -617628.562500 Penalty: 4207.267578 Iteration 51Q: 3 clusters Score -617628.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 4319 members Entering Unmasked Estep Score: -617628.562500 Penalty: 4207.267578 Iteration 52F: 3 clusters Score -617628.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (14127 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14127 members Entering Unmasked Estep Score: -1793384.250000 Penalty: 2369.849121 Iteration 0F: 2 clusters Score -1793384 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7018 members Mstep: Class 2 contains 7109 members Entering Unmasked Estep Score: -1783111.125000 Penalty: 4739.698242 Iteration 0F: 3 clusters Score -1783111 nChanged 6057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 7294 members Entering Unmasked Estep Score: -1786430.625000 Penalty: 4739.698242 Iteration 1F: 3 clusters Score -1786431 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6736 members Mstep: Class 2 contains 7391 members Entering Unmasked Estep Score: -1786836.250000 Penalty: 4739.698242 Iteration 2F: 3 clusters Score -1786836 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 7489 members Entering Unmasked Estep Score: -1787141.625000 Penalty: 4739.698242 Iteration 3F: 3 clusters Score -1787142 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6526 members Mstep: Class 2 contains 7601 members Entering Unmasked Estep Score: -1787410.125000 Penalty: 4739.698242 Iteration 4Q: 3 clusters Score -1787410 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6391 members Mstep: Class 2 contains 7736 members Entering Unmasked Estep Score: -1787625.125000 Penalty: 4739.698242 Iteration 5Q: 3 clusters Score -1787625 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6236 members Mstep: Class 2 contains 7891 members Entering Unmasked Estep Score: -1787860.625000 Penalty: 4739.698242 Iteration 6Q: 3 clusters Score -1787861 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6050 members Mstep: Class 2 contains 8077 members Entering Unmasked Estep Score: -1788101.500000 Penalty: 4739.698242 Iteration 7Q: 3 clusters Score -1788102 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5840 members Mstep: Class 2 contains 8287 members Entering Unmasked Estep Score: -1788348.375000 Penalty: 4739.698242 Iteration 8Q: 3 clusters Score -1788348 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 8556 members Entering Unmasked Estep Score: -1788637.750000 Penalty: 4739.698242 Iteration 9Q: 3 clusters Score -1788638 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5296 members Mstep: Class 2 contains 8831 members Entering Unmasked Estep Score: -1788978.750000 Penalty: 4739.698242 Iteration 10Q: 3 clusters Score -1788979 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5048 members Mstep: Class 2 contains 9079 members Entering Unmasked Estep Score: -1789348.750000 Penalty: 4739.698242 Iteration 11Q: 3 clusters Score -1789349 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 9309 members Entering Unmasked Estep Score: -1789728.250000 Penalty: 4739.698242 Iteration 12Q: 3 clusters Score -1789728 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 9503 members Entering Unmasked Estep Score: -1790155.625000 Penalty: 4739.698242 Iteration 13Q: 3 clusters Score -1790156 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 9652 members Entering Unmasked Estep Score: -1790676.500000 Penalty: 4739.698242 Iteration 14Q: 3 clusters Score -1790676 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 9713 members Entering Unmasked Estep Score: -1791078.000000 Penalty: 4739.698242 Iteration 15Q: 3 clusters Score -1791078 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 9698 members Entering Unmasked Estep Score: -1791268.375000 Penalty: 4739.698242 Iteration 16Q: 3 clusters Score -1791268 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 9645 members Entering Unmasked Estep Score: -1791388.375000 Penalty: 4739.698242 Iteration 17Q: 3 clusters Score -1791388 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 9552 members Entering Unmasked Estep Score: -1791493.250000 Penalty: 4739.698242 Iteration 18Q: 3 clusters Score -1791493 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 9450 members Entering Unmasked Estep Score: -1791576.250000 Penalty: 4739.698242 Iteration 19Q: 3 clusters Score -1791576 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 9330 members Entering Unmasked Estep Score: -1791636.750000 Penalty: 4739.698242 Iteration 20F: 3 clusters Score -1791637 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4913 members Mstep: Class 2 contains 9214 members Entering Unmasked Estep Score: -1791687.750000 Penalty: 4739.698242 Iteration 21Q: 3 clusters Score -1791688 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 9110 members Entering Unmasked Estep Score: -1791739.500000 Penalty: 4739.698242 Iteration 22Q: 3 clusters Score -1791740 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5125 members Mstep: Class 2 contains 9002 members Entering Unmasked Estep Score: -1791774.000000 Penalty: 4739.698242 Iteration 23Q: 3 clusters Score -1791774 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5236 members Mstep: Class 2 contains 8891 members Entering Unmasked Estep Score: -1791814.125000 Penalty: 4739.698242 Iteration 24Q: 3 clusters Score -1791814 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 8765 members Entering Unmasked Estep Score: -1791863.375000 Penalty: 4739.698242 Iteration 25Q: 3 clusters Score -1791863 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 8619 members Entering Unmasked Estep Score: -1791929.250000 Penalty: 4739.698242 Iteration 26Q: 3 clusters Score -1791929 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5666 members Mstep: Class 2 contains 8461 members Entering Unmasked Estep Score: -1791991.625000 Penalty: 4739.698242 Iteration 27Q: 3 clusters Score -1791992 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5841 members Mstep: Class 2 contains 8286 members Entering Unmasked Estep Score: -1792056.625000 Penalty: 4739.698242 Iteration 28Q: 3 clusters Score -1792057 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6036 members Mstep: Class 2 contains 8091 members Entering Unmasked Estep Score: -1792135.500000 Penalty: 4739.698242 Iteration 29Q: 3 clusters Score -1792136 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 7904 members Entering Unmasked Estep Score: -1792219.375000 Penalty: 4739.698242 Iteration 30Q: 3 clusters Score -1792219 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6426 members Mstep: Class 2 contains 7701 members Entering Unmasked Estep Score: -1792306.875000 Penalty: 4739.698242 Iteration 31Q: 3 clusters Score -1792307 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6636 members Mstep: Class 2 contains 7491 members Entering Unmasked Estep Score: -1792391.000000 Penalty: 4739.698242 Iteration 32Q: 3 clusters Score -1792391 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6862 members Mstep: Class 2 contains 7265 members Entering Unmasked Estep Score: -1792512.125000 Penalty: 4739.698242 Iteration 33Q: 3 clusters Score -1792512 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7132 members Mstep: Class 2 contains 6995 members Entering Unmasked Estep Score: -1792682.500000 Penalty: 4739.698242 Iteration 34Q: 3 clusters Score -1792682 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7396 members Mstep: Class 2 contains 6731 members Entering Unmasked Estep Score: -1792883.875000 Penalty: 4739.698242 Iteration 35Q: 3 clusters Score -1792884 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7658 members Mstep: Class 2 contains 6469 members Entering Unmasked Estep Score: -1793092.250000 Penalty: 4739.698242 Iteration 36Q: 3 clusters Score -1793092 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7886 members Mstep: Class 2 contains 6241 members Entering Unmasked Estep Score: -1793261.750000 Penalty: 4739.698242 Iteration 37Q: 3 clusters Score -1793262 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8077 members Mstep: Class 2 contains 6050 members Entering Unmasked Estep Score: -1793387.500000 Penalty: 4739.698242 Iteration 38Q: 3 clusters Score -1793388 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8230 members Mstep: Class 2 contains 5897 members Entering Unmasked Estep Score: -1793466.000000 Penalty: 4739.698242 Iteration 39Q: 3 clusters Score -1793466 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8352 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -1793663.500000 Penalty: 4739.698242 Iteration 40F: 3 clusters Score -1793664 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8493 members Mstep: Class 2 contains 5634 members Entering Unmasked Estep Score: -1793786.250000 Penalty: 4739.698242 Iteration 41Q: 3 clusters Score -1793786 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8620 members Mstep: Class 2 contains 5507 members Entering Unmasked Estep Score: -1793839.375000 Penalty: 4739.698242 Iteration 42Q: 3 clusters Score -1793839 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8718 members Mstep: Class 2 contains 5409 members Entering Unmasked Estep Score: -1793873.625000 Penalty: 4739.698242 Iteration 43Q: 3 clusters Score -1793874 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8786 members Mstep: Class 2 contains 5341 members Entering Unmasked Estep Score: -1793895.375000 Penalty: 4739.698242 Iteration 44Q: 3 clusters Score -1793895 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8841 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -1793907.000000 Penalty: 4739.698242 Iteration 45Q: 3 clusters Score -1793907 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8875 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -1793913.000000 Penalty: 4739.698242 Iteration 46Q: 3 clusters Score -1793913 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8895 members Mstep: Class 2 contains 5232 members Entering Unmasked Estep Score: -1793916.250000 Penalty: 4739.698242 Iteration 47Q: 3 clusters Score -1793916 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8908 members Mstep: Class 2 contains 5219 members Entering Unmasked Estep Score: -1793915.000000 Penalty: 4739.698242 Iteration 48Q: 3 clusters Score -1793915 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8913 members Mstep: Class 2 contains 5214 members Entering Unmasked Estep Score: -1793915.625000 Penalty: 4739.698242 Iteration 49Q: 3 clusters Score -1793916 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8914 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -1793914.000000 Penalty: 4739.698242 Iteration 50Q: 3 clusters Score -1793914 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8914 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -1793914.000000 Penalty: 4739.698242 Iteration 51F: 3 clusters Score -1793914 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 28729 members Mstep: Class 4 contains 9026 members Mstep: Class 5 contains 3468 members Mstep: Class 6 contains 4829 members Mstep: Class 7 contains 8914 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7558 members Mstep: Class 10 contains 2770 members Mstep: Class 11 contains 52289 members Mstep: Class 12 contains 2760 members Mstep: Class 13 contains 1962 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3186 members Mstep: Class 17 contains 2691 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65967 members Mstep: Class 20 contains 5195 members Mstep: Class 21 contains 240181 members Mstep: Class 22 contains 575 members Mstep: Class 23 contains 5213 members Entering Unmasked Estep Score: -55428656.000000 Penalty: 74233.218750 Splitting cluster 7 changes total score from -55428844.000000 to -55428656.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Entering Unmasked Estep Score: -27130.687500 Penalty: 1363.297729 Iteration 0F: 2 clusters Score -27130.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -25942.373047 Penalty: 2726.595459 Iteration 0F: 3 clusters Score -25942.37 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -25995.851562 Penalty: 2726.595459 Iteration 1F: 3 clusters Score -25995.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -26025.714844 Penalty: 2726.595459 Iteration 2Q: 3 clusters Score -26025.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -26030.322266 Penalty: 2726.595459 Iteration 3Q: 3 clusters Score -26030.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -26035.544922 Penalty: 2726.595459 Iteration 4Q: 3 clusters Score -26035.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -26035.544922 Penalty: 2726.595459 Iteration 5F: 3 clusters Score -26035.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7558 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7558 members Entering Unmasked Estep Score: -972686.625000 Penalty: 2214.729736 Iteration 0F: 2 clusters Score -972686.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -966480.000000 Penalty: 4429.459473 Iteration 0F: 3 clusters Score -966480 nChanged 3059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -968140.437500 Penalty: 4429.459473 Iteration 1F: 3 clusters Score -968140.4 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -968367.500000 Penalty: 4429.459473 Iteration 2F: 3 clusters Score -968367.5 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -968516.687500 Penalty: 4429.459473 Iteration 3Q: 3 clusters Score -968516.7 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -968628.250000 Penalty: 4429.459473 Iteration 4Q: 3 clusters Score -968628.2 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -968714.687500 Penalty: 4429.459473 Iteration 5Q: 3 clusters Score -968714.7 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -968775.000000 Penalty: 4429.459473 Iteration 6Q: 3 clusters Score -968775 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -968824.500000 Penalty: 4429.459473 Iteration 7Q: 3 clusters Score -968824.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -968862.562500 Penalty: 4429.459473 Iteration 8Q: 3 clusters Score -968862.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -968898.875000 Penalty: 4429.459473 Iteration 9Q: 3 clusters Score -968898.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -968942.125000 Penalty: 4429.459473 Iteration 10Q: 3 clusters Score -968942.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -968980.875000 Penalty: 4429.459473 Iteration 11Q: 3 clusters Score -968980.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -969015.500000 Penalty: 4429.459473 Iteration 12Q: 3 clusters Score -969015.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -969052.187500 Penalty: 4429.459473 Iteration 13Q: 3 clusters Score -969052.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -969096.812500 Penalty: 4429.459473 Iteration 14Q: 3 clusters Score -969096.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4751 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -969144.812500 Penalty: 4429.459473 Iteration 15Q: 3 clusters Score -969144.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -969195.625000 Penalty: 4429.459473 Iteration 16Q: 3 clusters Score -969195.6 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -969267.500000 Penalty: 4429.459473 Iteration 17Q: 3 clusters Score -969267.5 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5203 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -969368.750000 Penalty: 4429.459473 Iteration 18Q: 3 clusters Score -969368.8 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -969471.437500 Penalty: 4429.459473 Iteration 19Q: 3 clusters Score -969471.4 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5595 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -969590.437500 Penalty: 4429.459473 Iteration 20F: 3 clusters Score -969590.4 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -969767.000000 Penalty: 4429.459473 Iteration 21Q: 3 clusters Score -969767 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6083 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -969958.812500 Penalty: 4429.459473 Iteration 22Q: 3 clusters Score -969958.8 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6308 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -970122.625000 Penalty: 4429.459473 Iteration 23Q: 3 clusters Score -970122.6 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6480 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -970254.000000 Penalty: 4429.459473 Iteration 24Q: 3 clusters Score -970254 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6614 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -970356.312500 Penalty: 4429.459473 Iteration 25Q: 3 clusters Score -970356.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6735 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -970451.062500 Penalty: 4429.459473 Iteration 26Q: 3 clusters Score -970451.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6825 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -970514.000000 Penalty: 4429.459473 Iteration 27Q: 3 clusters Score -970514 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6890 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -970558.500000 Penalty: 4429.459473 Iteration 28Q: 3 clusters Score -970558.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6933 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -970588.625000 Penalty: 4429.459473 Iteration 29Q: 3 clusters Score -970588.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6971 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -970616.937500 Penalty: 4429.459473 Iteration 30Q: 3 clusters Score -970616.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7004 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -970641.187500 Penalty: 4429.459473 Iteration 31Q: 3 clusters Score -970641.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7032 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -970669.625000 Penalty: 4429.459473 Iteration 32Q: 3 clusters Score -970669.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7055 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -970685.000000 Penalty: 4429.459473 Iteration 33Q: 3 clusters Score -970685 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7075 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -970700.937500 Penalty: 4429.459473 Iteration 34Q: 3 clusters Score -970700.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7098 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -970719.875000 Penalty: 4429.459473 Iteration 35Q: 3 clusters Score -970719.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7116 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -970732.187500 Penalty: 4429.459473 Iteration 36Q: 3 clusters Score -970732.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -970740.312500 Penalty: 4429.459473 Iteration 37Q: 3 clusters Score -970740.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7135 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -970749.437500 Penalty: 4429.459473 Iteration 38Q: 3 clusters Score -970749.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7144 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -970757.875000 Penalty: 4429.459473 Iteration 39Q: 3 clusters Score -970757.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7149 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -970763.625000 Penalty: 4429.459473 Iteration 40F: 3 clusters Score -970763.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7155 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -970770.750000 Penalty: 4429.459473 Iteration 41Q: 3 clusters Score -970770.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7159 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -970772.625000 Penalty: 4429.459473 Iteration 42Q: 3 clusters Score -970772.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7161 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -970773.125000 Penalty: 4429.459473 Iteration 43Q: 3 clusters Score -970773.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7162 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -970774.500000 Penalty: 4429.459473 Iteration 44Q: 3 clusters Score -970774.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7162 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -970774.500000 Penalty: 4429.459473 Iteration 45F: 3 clusters Score -970774.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2770 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Entering Unmasked Estep Score: -354089.687500 Penalty: 1965.797363 Iteration 0F: 2 clusters Score -354089.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -350961.656250 Penalty: 3931.594727 Iteration 0F: 3 clusters Score -350961.7 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -351514.468750 Penalty: 3931.594727 Iteration 1F: 3 clusters Score -351514.5 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -351646.187500 Penalty: 3931.594727 Iteration 2F: 3 clusters Score -351646.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -351721.500000 Penalty: 3931.594727 Iteration 3Q: 3 clusters Score -351721.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -351780.750000 Penalty: 3931.594727 Iteration 4Q: 3 clusters Score -351780.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -351816.093750 Penalty: 3931.594727 Iteration 5Q: 3 clusters Score -351816.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -351841.437500 Penalty: 3931.594727 Iteration 6Q: 3 clusters Score -351841.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -351868.062500 Penalty: 3931.594727 Iteration 7Q: 3 clusters Score -351868.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -351893.750000 Penalty: 3931.594727 Iteration 8Q: 3 clusters Score -351893.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -351912.218750 Penalty: 3931.594727 Iteration 9Q: 3 clusters Score -351912.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -351929.125000 Penalty: 3931.594727 Iteration 10Q: 3 clusters Score -351929.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -351942.312500 Penalty: 3931.594727 Iteration 11Q: 3 clusters Score -351942.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -351948.531250 Penalty: 3931.594727 Iteration 12Q: 3 clusters Score -351948.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -351955.625000 Penalty: 3931.594727 Iteration 13Q: 3 clusters Score -351955.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -351960.750000 Penalty: 3931.594727 Iteration 14Q: 3 clusters Score -351960.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -351966.343750 Penalty: 3931.594727 Iteration 15Q: 3 clusters Score -351966.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -351969.125000 Penalty: 3931.594727 Iteration 16Q: 3 clusters Score -351969.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -351972.468750 Penalty: 3931.594727 Iteration 17Q: 3 clusters Score -351972.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -351976.781250 Penalty: 3931.594727 Iteration 18Q: 3 clusters Score -351976.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -351980.281250 Penalty: 3931.594727 Iteration 19Q: 3 clusters Score -351980.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -351982.000000 Penalty: 3931.594727 Iteration 20F: 3 clusters Score -351982 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -351984.187500 Penalty: 3931.594727 Iteration 21Q: 3 clusters Score -351984.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -351987.500000 Penalty: 3931.594727 Iteration 22Q: 3 clusters Score -351987.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -351990.906250 Penalty: 3931.594727 Iteration 23Q: 3 clusters Score -351990.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -351994.812500 Penalty: 3931.594727 Iteration 24Q: 3 clusters Score -351994.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -351999.250000 Penalty: 3931.594727 Iteration 25Q: 3 clusters Score -351999.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -352003.281250 Penalty: 3931.594727 Iteration 26Q: 3 clusters Score -352003.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -352008.187500 Penalty: 3931.594727 Iteration 27Q: 3 clusters Score -352008.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -352009.406250 Penalty: 3931.594727 Iteration 28Q: 3 clusters Score -352009.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -352011.187500 Penalty: 3931.594727 Iteration 29Q: 3 clusters Score -352011.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -352012.531250 Penalty: 3931.594727 Iteration 30Q: 3 clusters Score -352012.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -352015.500000 Penalty: 3931.594727 Iteration 31Q: 3 clusters Score -352015.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -352016.750000 Penalty: 3931.594727 Iteration 32Q: 3 clusters Score -352016.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -352019.125000 Penalty: 3931.594727 Iteration 33Q: 3 clusters Score -352019.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -352021.156250 Penalty: 3931.594727 Iteration 34Q: 3 clusters Score -352021.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -352024.562500 Penalty: 3931.594727 Iteration 35Q: 3 clusters Score -352024.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -352027.312500 Penalty: 3931.594727 Iteration 36Q: 3 clusters Score -352027.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -352028.843750 Penalty: 3931.594727 Iteration 37Q: 3 clusters Score -352028.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -352031.156250 Penalty: 3931.594727 Iteration 38Q: 3 clusters Score -352031.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -352033.312500 Penalty: 3931.594727 Iteration 39Q: 3 clusters Score -352033.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -352034.968750 Penalty: 3931.594727 Iteration 40F: 3 clusters Score -352035 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -352037.281250 Penalty: 3931.594727 Iteration 41Q: 3 clusters Score -352037.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -352039.843750 Penalty: 3931.594727 Iteration 42Q: 3 clusters Score -352039.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -352041.718750 Penalty: 3931.594727 Iteration 43Q: 3 clusters Score -352041.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -352043.875000 Penalty: 3931.594727 Iteration 44Q: 3 clusters Score -352043.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -352045.562500 Penalty: 3931.594727 Iteration 45Q: 3 clusters Score -352045.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -352049.093750 Penalty: 3931.594727 Iteration 46Q: 3 clusters Score -352049.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -352050.812500 Penalty: 3931.594727 Iteration 47Q: 3 clusters Score -352050.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -352052.031250 Penalty: 3931.594727 Iteration 48Q: 3 clusters Score -352052 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -352053.218750 Penalty: 3931.594727 Iteration 49Q: 3 clusters Score -352053.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -352053.718750 Penalty: 3931.594727 Iteration 50Q: 3 clusters Score -352053.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -352054.062500 Penalty: 3931.594727 Iteration 51Q: 3 clusters Score -352054.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -352055.531250 Penalty: 3931.594727 Iteration 52Q: 3 clusters Score -352055.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -352056.125000 Penalty: 3931.594727 Iteration 53Q: 3 clusters Score -352056.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -352057.875000 Penalty: 3931.594727 Iteration 54Q: 3 clusters Score -352057.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -352059.343750 Penalty: 3931.594727 Iteration 55Q: 3 clusters Score -352059.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -352060.625000 Penalty: 3931.594727 Iteration 56Q: 3 clusters Score -352060.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -352062.406250 Penalty: 3931.594727 Iteration 57Q: 3 clusters Score -352062.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -352065.187500 Penalty: 3931.594727 Iteration 58Q: 3 clusters Score -352065.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -352067.500000 Penalty: 3931.594727 Iteration 59Q: 3 clusters Score -352067.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -352068.250000 Penalty: 3931.594727 Iteration 60F: 3 clusters Score -352068.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -352068.875000 Penalty: 3931.594727 Iteration 61Q: 3 clusters Score -352068.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -352069.187500 Penalty: 3931.594727 Iteration 62Q: 3 clusters Score -352069.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -352069.187500 Penalty: 3931.594727 Iteration 63F: 3 clusters Score -352069.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (52289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52289 members Entering Unmasked Estep Score: -6680953.500000 Penalty: 2694.406250 Iteration 0F: 2 clusters Score -6680954 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26044 members Mstep: Class 2 contains 26245 members Entering Unmasked Estep Score: -6645699.500000 Penalty: 5388.812500 Iteration 0F: 3 clusters Score -6645700 nChanged 24068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25266 members Mstep: Class 2 contains 27023 members Entering Unmasked Estep Score: -6659245.000000 Penalty: 5388.812500 Iteration 1F: 3 clusters Score -6659245 nChanged 2016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24880 members Mstep: Class 2 contains 27409 members Entering Unmasked Estep Score: -6659863.000000 Penalty: 5388.812500 Iteration 2Q: 3 clusters Score -6659863 nChanged 1925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24385 members Mstep: Class 2 contains 27904 members Entering Unmasked Estep Score: -6660599.500000 Penalty: 5388.812500 Iteration 3Q: 3 clusters Score -6660600 nChanged 1848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23799 members Mstep: Class 2 contains 28490 members Entering Unmasked Estep Score: -6661238.500000 Penalty: 5388.812500 Iteration 4Q: 3 clusters Score -6661238 nChanged 1840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23019 members Mstep: Class 2 contains 29270 members Entering Unmasked Estep Score: -6661911.500000 Penalty: 5388.812500 Iteration 5Q: 3 clusters Score -6661912 nChanged 1756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22069 members Mstep: Class 2 contains 30220 members Entering Unmasked Estep Score: -6662523.000000 Penalty: 5388.812500 Iteration 6Q: 3 clusters Score -6662523 nChanged 1748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20827 members Mstep: Class 2 contains 31462 members Entering Unmasked Estep Score: -6663196.000000 Penalty: 5388.812500 Iteration 7Q: 3 clusters Score -6663196 nChanged 1924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19151 members Mstep: Class 2 contains 33138 members Entering Unmasked Estep Score: -6664045.000000 Penalty: 5388.812500 Iteration 8Q: 3 clusters Score -6664045 nChanged 2336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16983 members Mstep: Class 2 contains 35306 members Entering Unmasked Estep Score: -6665261.000000 Penalty: 5388.812500 Iteration 9Q: 3 clusters Score -6665261 nChanged 2848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14193 members Mstep: Class 2 contains 38096 members Entering Unmasked Estep Score: -6666997.500000 Penalty: 5388.812500 Iteration 10F: 3 clusters Score -6666998 nChanged 3317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10892 members Mstep: Class 2 contains 41397 members Entering Unmasked Estep Score: -6669377.500000 Penalty: 5388.812500 Iteration 11F: 3 clusters Score -6669378 nChanged 3500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7396 members Mstep: Class 2 contains 44893 members Entering Unmasked Estep Score: -6672139.500000 Penalty: 5388.812500 Iteration 12F: 3 clusters Score -6672140 nChanged 3033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 47924 members Entering Unmasked Estep Score: -6674798.500000 Penalty: 5388.812500 Iteration 13F: 3 clusters Score -6674798 nChanged 2164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 50088 members Entering Unmasked Estep Score: -6676723.500000 Penalty: 5388.812500 Iteration 14Q: 3 clusters Score -6676724 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 51208 members Entering Unmasked Estep Score: -6677719.000000 Penalty: 5388.812500 Iteration 15Q: 3 clusters Score -6677719 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 51696 members Entering Unmasked Estep Score: -6678175.000000 Penalty: 5388.812500 Iteration 16Q: 3 clusters Score -6678175 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 51878 members Entering Unmasked Estep Score: -6678353.000000 Penalty: 5388.812500 Iteration 17Q: 3 clusters Score -6678353 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 51964 members Entering Unmasked Estep Score: -6678479.000000 Penalty: 5388.812500 Iteration 18Q: 3 clusters Score -6678479 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 52016 members Entering Unmasked Estep Score: -6678541.500000 Penalty: 5388.812500 Iteration 19Q: 3 clusters Score -6678542 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 52032 members Entering Unmasked Estep Score: -6678575.000000 Penalty: 5388.812500 Iteration 20F: 3 clusters Score -6678575 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 52043 members Entering Unmasked Estep Score: -6678586.500000 Penalty: 5388.812500 Iteration 21Q: 3 clusters Score -6678586 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 52048 members Entering Unmasked Estep Score: -6678597.500000 Penalty: 5388.812500 Iteration 22Q: 3 clusters Score -6678598 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 52055 members Entering Unmasked Estep Score: -6678609.500000 Penalty: 5388.812500 Iteration 23Q: 3 clusters Score -6678610 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 52058 members Entering Unmasked Estep Score: -6678615.000000 Penalty: 5388.812500 Iteration 24Q: 3 clusters Score -6678615 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 52059 members Entering Unmasked Estep Score: -6678616.500000 Penalty: 5388.812500 Iteration 25Q: 3 clusters Score -6678616 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 52060 members Entering Unmasked Estep Score: -6678623.000000 Penalty: 5388.812500 Iteration 26Q: 3 clusters Score -6678623 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 52060 members Entering Unmasked Estep Score: -6678623.000000 Penalty: 5388.812500 Iteration 27F: 3 clusters Score -6678623 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2760 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Entering Unmasked Estep Score: -328506.156250 Penalty: 1964.900513 Iteration 0F: 2 clusters Score -328506.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -325364.281250 Penalty: 3929.801025 Iteration 0F: 3 clusters Score -325364.3 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -326116.750000 Penalty: 3929.801025 Iteration 1F: 3 clusters Score -326116.8 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -326342.718750 Penalty: 3929.801025 Iteration 2F: 3 clusters Score -326342.7 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -326513.781250 Penalty: 3929.801025 Iteration 3F: 3 clusters Score -326513.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -326648.656250 Penalty: 3929.801025 Iteration 4F: 3 clusters Score -326648.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -326764.125000 Penalty: 3929.801025 Iteration 5Q: 3 clusters Score -326764.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -326874.656250 Penalty: 3929.801025 Iteration 6Q: 3 clusters Score -326874.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -326961.750000 Penalty: 3929.801025 Iteration 7Q: 3 clusters Score -326961.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -327038.312500 Penalty: 3929.801025 Iteration 8Q: 3 clusters Score -327038.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -327100.593750 Penalty: 3929.801025 Iteration 9Q: 3 clusters Score -327100.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -327141.468750 Penalty: 3929.801025 Iteration 10Q: 3 clusters Score -327141.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -327162.968750 Penalty: 3929.801025 Iteration 11Q: 3 clusters Score -327163 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -327179.062500 Penalty: 3929.801025 Iteration 12Q: 3 clusters Score -327179.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -327193.687500 Penalty: 3929.801025 Iteration 13Q: 3 clusters Score -327193.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -327205.687500 Penalty: 3929.801025 Iteration 14Q: 3 clusters Score -327205.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -327212.937500 Penalty: 3929.801025 Iteration 15Q: 3 clusters Score -327212.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -327216.750000 Penalty: 3929.801025 Iteration 16Q: 3 clusters Score -327216.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -327220.000000 Penalty: 3929.801025 Iteration 17Q: 3 clusters Score -327220 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -327222.968750 Penalty: 3929.801025 Iteration 18Q: 3 clusters Score -327223 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -327227.218750 Penalty: 3929.801025 Iteration 19Q: 3 clusters Score -327227.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -327233.187500 Penalty: 3929.801025 Iteration 20F: 3 clusters Score -327233.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -327237.812500 Penalty: 3929.801025 Iteration 21Q: 3 clusters Score -327237.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -327241.250000 Penalty: 3929.801025 Iteration 22Q: 3 clusters Score -327241.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -327245.343750 Penalty: 3929.801025 Iteration 23Q: 3 clusters Score -327245.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -327248.625000 Penalty: 3929.801025 Iteration 24Q: 3 clusters Score -327248.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -327252.250000 Penalty: 3929.801025 Iteration 25Q: 3 clusters Score -327252.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -327257.375000 Penalty: 3929.801025 Iteration 26Q: 3 clusters Score -327257.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -327264.500000 Penalty: 3929.801025 Iteration 27Q: 3 clusters Score -327264.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -327269.187500 Penalty: 3929.801025 Iteration 28Q: 3 clusters Score -327269.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -327277.343750 Penalty: 3929.801025 Iteration 29Q: 3 clusters Score -327277.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -327287.000000 Penalty: 3929.801025 Iteration 30Q: 3 clusters Score -327287 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -327296.000000 Penalty: 3929.801025 Iteration 31Q: 3 clusters Score -327296 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -327302.375000 Penalty: 3929.801025 Iteration 32Q: 3 clusters Score -327302.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -327307.187500 Penalty: 3929.801025 Iteration 33Q: 3 clusters Score -327307.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -327310.187500 Penalty: 3929.801025 Iteration 34Q: 3 clusters Score -327310.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -327314.000000 Penalty: 3929.801025 Iteration 35Q: 3 clusters Score -327314 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -327316.718750 Penalty: 3929.801025 Iteration 36Q: 3 clusters Score -327316.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -327319.343750 Penalty: 3929.801025 Iteration 37Q: 3 clusters Score -327319.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -327321.187500 Penalty: 3929.801025 Iteration 38Q: 3 clusters Score -327321.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -327322.562500 Penalty: 3929.801025 Iteration 39Q: 3 clusters Score -327322.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -327325.718750 Penalty: 3929.801025 Iteration 40F: 3 clusters Score -327325.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -327328.968750 Penalty: 3929.801025 Iteration 41Q: 3 clusters Score -327329 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -327333.281250 Penalty: 3929.801025 Iteration 42Q: 3 clusters Score -327333.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -327338.187500 Penalty: 3929.801025 Iteration 43Q: 3 clusters Score -327338.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -327340.625000 Penalty: 3929.801025 Iteration 44Q: 3 clusters Score -327340.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -327342.437500 Penalty: 3929.801025 Iteration 45Q: 3 clusters Score -327342.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -327343.781250 Penalty: 3929.801025 Iteration 46Q: 3 clusters Score -327343.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -327344.843750 Penalty: 3929.801025 Iteration 47Q: 3 clusters Score -327344.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -327346.437500 Penalty: 3929.801025 Iteration 48Q: 3 clusters Score -327346.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -327346.750000 Penalty: 3929.801025 Iteration 49Q: 3 clusters Score -327346.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -327348.218750 Penalty: 3929.801025 Iteration 50Q: 3 clusters Score -327348.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -327348.437500 Penalty: 3929.801025 Iteration 51Q: 3 clusters Score -327348.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -327349.343750 Penalty: 3929.801025 Iteration 52Q: 3 clusters Score -327349.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -327350.406250 Penalty: 3929.801025 Iteration 53Q: 3 clusters Score -327350.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -327350.406250 Penalty: 3929.801025 Iteration 54F: 3 clusters Score -327350.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1962 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Entering Unmasked Estep Score: -235891.093750 Penalty: 1880.266479 Iteration 0F: 2 clusters Score -235891.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -233302.468750 Penalty: 3760.532959 Iteration 0F: 3 clusters Score -233302.5 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -233729.734375 Penalty: 3760.532959 Iteration 1F: 3 clusters Score -233729.7 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -233868.140625 Penalty: 3760.532959 Iteration 2F: 3 clusters Score -233868.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -233954.781250 Penalty: 3760.532959 Iteration 3Q: 3 clusters Score -233954.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -233996.515625 Penalty: 3760.532959 Iteration 4Q: 3 clusters Score -233996.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -234024.421875 Penalty: 3760.532959 Iteration 5Q: 3 clusters Score -234024.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -234044.156250 Penalty: 3760.532959 Iteration 6Q: 3 clusters Score -234044.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -234061.015625 Penalty: 3760.532959 Iteration 7Q: 3 clusters Score -234061 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -234073.390625 Penalty: 3760.532959 Iteration 8Q: 3 clusters Score -234073.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -234091.328125 Penalty: 3760.532959 Iteration 9Q: 3 clusters Score -234091.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -234109.203125 Penalty: 3760.532959 Iteration 10Q: 3 clusters Score -234109.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -234127.453125 Penalty: 3760.532959 Iteration 11Q: 3 clusters Score -234127.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -234157.312500 Penalty: 3760.532959 Iteration 12Q: 3 clusters Score -234157.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -234175.000000 Penalty: 3760.532959 Iteration 13Q: 3 clusters Score -234175 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -234185.953125 Penalty: 3760.532959 Iteration 14Q: 3 clusters Score -234186 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -234196.906250 Penalty: 3760.532959 Iteration 15Q: 3 clusters Score -234196.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -234207.093750 Penalty: 3760.532959 Iteration 16Q: 3 clusters Score -234207.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -234214.968750 Penalty: 3760.532959 Iteration 17Q: 3 clusters Score -234215 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -234222.500000 Penalty: 3760.532959 Iteration 18Q: 3 clusters Score -234222.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -234225.015625 Penalty: 3760.532959 Iteration 19Q: 3 clusters Score -234225 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -234232.453125 Penalty: 3760.532959 Iteration 20F: 3 clusters Score -234232.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -234238.031250 Penalty: 3760.532959 Iteration 21Q: 3 clusters Score -234238 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -234246.312500 Penalty: 3760.532959 Iteration 22Q: 3 clusters Score -234246.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -234254.671875 Penalty: 3760.532959 Iteration 23Q: 3 clusters Score -234254.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -234259.171875 Penalty: 3760.532959 Iteration 24Q: 3 clusters Score -234259.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -234262.921875 Penalty: 3760.532959 Iteration 25Q: 3 clusters Score -234262.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -234265.515625 Penalty: 3760.532959 Iteration 26Q: 3 clusters Score -234265.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -234270.578125 Penalty: 3760.532959 Iteration 27Q: 3 clusters Score -234270.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -234283.125000 Penalty: 3760.532959 Iteration 28Q: 3 clusters Score -234283.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -234290.593750 Penalty: 3760.532959 Iteration 29Q: 3 clusters Score -234290.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -234297.859375 Penalty: 3760.532959 Iteration 30Q: 3 clusters Score -234297.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -234299.578125 Penalty: 3760.532959 Iteration 31Q: 3 clusters Score -234299.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -234301.812500 Penalty: 3760.532959 Iteration 32Q: 3 clusters Score -234301.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -234302.031250 Penalty: 3760.532959 Iteration 33Q: 3 clusters Score -234302 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -234302.031250 Penalty: 3760.532959 Iteration 34F: 3 clusters Score -234302 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (587 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Entering Unmasked Estep Score: -58703.691406 Penalty: 1581.006104 Iteration 0F: 2 clusters Score -58703.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -57161.773438 Penalty: 3162.012207 Iteration 0F: 3 clusters Score -57161.77 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -57464.644531 Penalty: 3162.012207 Iteration 1F: 3 clusters Score -57464.64 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -57650.757812 Penalty: 3162.012207 Iteration 2F: 3 clusters Score -57650.76 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -57758.726562 Penalty: 3162.012207 Iteration 3F: 3 clusters Score -57758.73 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -57794.679688 Penalty: 3162.012207 Iteration 4Q: 3 clusters Score -57794.68 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -57822.289062 Penalty: 3162.012207 Iteration 5Q: 3 clusters Score -57822.29 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -57839.312500 Penalty: 3162.012207 Iteration 6Q: 3 clusters Score -57839.31 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -57864.031250 Penalty: 3162.012207 Iteration 7Q: 3 clusters Score -57864.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -57879.402344 Penalty: 3162.012207 Iteration 8Q: 3 clusters Score -57879.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -57901.574219 Penalty: 3162.012207 Iteration 9Q: 3 clusters Score -57901.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -57913.628906 Penalty: 3162.012207 Iteration 10Q: 3 clusters Score -57913.63 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -57934.824219 Penalty: 3162.012207 Iteration 11Q: 3 clusters Score -57934.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -57955.972656 Penalty: 3162.012207 Iteration 12Q: 3 clusters Score -57955.97 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -57985.363281 Penalty: 3162.012207 Iteration 13Q: 3 clusters Score -57985.36 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -58032.242188 Penalty: 3162.012207 Iteration 14Q: 3 clusters Score -58032.24 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -58081.921875 Penalty: 3162.012207 Iteration 15Q: 3 clusters Score -58081.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -58097.878906 Penalty: 3162.012207 Iteration 16Q: 3 clusters Score -58097.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -58119.511719 Penalty: 3162.012207 Iteration 17Q: 3 clusters Score -58119.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -58156.753906 Penalty: 3162.012207 Iteration 18Q: 3 clusters Score -58156.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -58200.855469 Penalty: 3162.012207 Iteration 19Q: 3 clusters Score -58200.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -58237.546875 Penalty: 3162.012207 Iteration 20F: 3 clusters Score -58237.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -58297.781250 Penalty: 3162.012207 Iteration 21Q: 3 clusters Score -58297.78 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -58329.578125 Penalty: 3162.012207 Iteration 22Q: 3 clusters Score -58329.58 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -58373.148438 Penalty: 3162.012207 Iteration 23Q: 3 clusters Score -58373.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -58377.992188 Penalty: 3162.012207 Iteration 24Q: 3 clusters Score -58377.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -58389.328125 Penalty: 3162.012207 Iteration 25Q: 3 clusters Score -58389.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -58405.234375 Penalty: 3162.012207 Iteration 26Q: 3 clusters Score -58405.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -58419.718750 Penalty: 3162.012207 Iteration 27Q: 3 clusters Score -58419.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -58425.351562 Penalty: 3162.012207 Iteration 28Q: 3 clusters Score -58425.35 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -58458.316406 Penalty: 3162.012207 Iteration 29Q: 3 clusters Score -58458.32 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -58504.066406 Penalty: 3162.012207 Iteration 30Q: 3 clusters Score -58504.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -58601.195312 Penalty: 3162.012207 Iteration 31Q: 3 clusters Score -58601.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -58638.578125 Penalty: 3162.012207 Iteration 32Q: 3 clusters Score -58638.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -58662.359375 Penalty: 3162.012207 Iteration 33Q: 3 clusters Score -58662.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -58734.347656 Penalty: 3162.012207 Iteration 34Q: 3 clusters Score -58734.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -58749.671875 Penalty: 3162.012207 Iteration 35Q: 3 clusters Score -58749.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -58761.906250 Penalty: 3162.012207 Iteration 36F: 3 clusters Score -58761.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -58790.937500 Penalty: 3162.012207 Iteration 37Q: 3 clusters Score -58790.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -58819.089844 Penalty: 3162.012207 Iteration 38Q: 3 clusters Score -58819.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -58891.265625 Penalty: 3162.012207 Iteration 39Q: 3 clusters Score -58891.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -58891.265625 Penalty: 3162.012207 Iteration 40F: 3 clusters Score -58891.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 28729 members Mstep: Class 4 contains 9026 members Mstep: Class 5 contains 3468 members Mstep: Class 6 contains 4829 members Mstep: Class 7 contains 14127 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7558 members Mstep: Class 10 contains 2770 members Mstep: Class 11 contains 52289 members Mstep: Class 12 contains 2760 members Mstep: Class 13 contains 1962 members Mstep: Class 14 contains 333 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3186 members Mstep: Class 17 contains 2691 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65967 members Mstep: Class 20 contains 5195 members Mstep: Class 21 contains 240181 members Mstep: Class 22 contains 575 members Mstep: Class 23 contains 254 members Entering Unmasked Estep Score: -55427620.000000 Penalty: 74233.218750 Splitting cluster 14 changes total score from -55428844.000000 to -55427620.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Entering Unmasked Estep Score: -64218.472656 Penalty: 1591.349609 Iteration 0F: 2 clusters Score -64218.47 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 312 members Entering Unmasked Estep Score: -62658.445312 Penalty: 3182.699219 Iteration 0F: 3 clusters Score -62658.45 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -62921.324219 Penalty: 3182.699219 Iteration 1F: 3 clusters Score -62921.32 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -63035.140625 Penalty: 3182.699219 Iteration 2F: 3 clusters Score -63035.14 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -63095.109375 Penalty: 3182.699219 Iteration 3Q: 3 clusters Score -63095.11 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -63141.207031 Penalty: 3182.699219 Iteration 4Q: 3 clusters Score -63141.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -63191.335938 Penalty: 3182.699219 Iteration 5Q: 3 clusters Score -63191.34 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -63319.617188 Penalty: 3182.699219 Iteration 6Q: 3 clusters Score -63319.62 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -63453.503906 Penalty: 3182.699219 Iteration 7Q: 3 clusters Score -63453.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -63490.675781 Penalty: 3182.699219 Iteration 8Q: 3 clusters Score -63490.68 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -63529.835938 Penalty: 3182.699219 Iteration 9Q: 3 clusters Score -63529.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -63548.937500 Penalty: 3182.699219 Iteration 10Q: 3 clusters Score -63548.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -63563.773438 Penalty: 3182.699219 Iteration 11Q: 3 clusters Score -63563.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -63584.265625 Penalty: 3182.699219 Iteration 12Q: 3 clusters Score -63584.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -63598.109375 Penalty: 3182.699219 Iteration 13Q: 3 clusters Score -63598.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -63599.773438 Penalty: 3182.699219 Iteration 14Q: 3 clusters Score -63599.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -63599.773438 Penalty: 3182.699219 Iteration 15F: 3 clusters Score -63599.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Entering Unmasked Estep Score: -407688.843750 Penalty: 2000.497314 Iteration 0F: 2 clusters Score -407688.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -404325.218750 Penalty: 4000.994629 Iteration 0F: 3 clusters Score -404325.2 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -405007.593750 Penalty: 4000.994629 Iteration 1F: 3 clusters Score -405007.6 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -405168.250000 Penalty: 4000.994629 Iteration 2F: 3 clusters Score -405168.2 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -405282.656250 Penalty: 4000.994629 Iteration 3F: 3 clusters Score -405282.7 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -405367.812500 Penalty: 4000.994629 Iteration 4Q: 3 clusters Score -405367.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -405435.031250 Penalty: 4000.994629 Iteration 5Q: 3 clusters Score -405435 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -405498.593750 Penalty: 4000.994629 Iteration 6Q: 3 clusters Score -405498.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -405548.937500 Penalty: 4000.994629 Iteration 7Q: 3 clusters Score -405548.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -405592.187500 Penalty: 4000.994629 Iteration 8Q: 3 clusters Score -405592.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -405643.375000 Penalty: 4000.994629 Iteration 9Q: 3 clusters Score -405643.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -405693.625000 Penalty: 4000.994629 Iteration 10Q: 3 clusters Score -405693.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -405738.906250 Penalty: 4000.994629 Iteration 11Q: 3 clusters Score -405738.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -405773.656250 Penalty: 4000.994629 Iteration 12Q: 3 clusters Score -405773.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -405796.187500 Penalty: 4000.994629 Iteration 13Q: 3 clusters Score -405796.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -405825.281250 Penalty: 4000.994629 Iteration 14Q: 3 clusters Score -405825.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -405853.812500 Penalty: 4000.994629 Iteration 15Q: 3 clusters Score -405853.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -405880.531250 Penalty: 4000.994629 Iteration 16Q: 3 clusters Score -405880.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -405897.625000 Penalty: 4000.994629 Iteration 17Q: 3 clusters Score -405897.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -405905.531250 Penalty: 4000.994629 Iteration 18Q: 3 clusters Score -405905.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -405911.968750 Penalty: 4000.994629 Iteration 19Q: 3 clusters Score -405912 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -405920.343750 Penalty: 4000.994629 Iteration 20F: 3 clusters Score -405920.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -405929.468750 Penalty: 4000.994629 Iteration 21Q: 3 clusters Score -405929.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -405935.406250 Penalty: 4000.994629 Iteration 22Q: 3 clusters Score -405935.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -405942.000000 Penalty: 4000.994629 Iteration 23Q: 3 clusters Score -405942 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -405950.187500 Penalty: 4000.994629 Iteration 24Q: 3 clusters Score -405950.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -405956.718750 Penalty: 4000.994629 Iteration 25Q: 3 clusters Score -405956.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -405963.625000 Penalty: 4000.994629 Iteration 26Q: 3 clusters Score -405963.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -405972.406250 Penalty: 4000.994629 Iteration 27Q: 3 clusters Score -405972.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -405977.093750 Penalty: 4000.994629 Iteration 28Q: 3 clusters Score -405977.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -405979.000000 Penalty: 4000.994629 Iteration 29Q: 3 clusters Score -405979 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -405980.875000 Penalty: 4000.994629 Iteration 30Q: 3 clusters Score -405980.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -405981.375000 Penalty: 4000.994629 Iteration 31Q: 3 clusters Score -405981.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -405983.375000 Penalty: 4000.994629 Iteration 32Q: 3 clusters Score -405983.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -405986.531250 Penalty: 4000.994629 Iteration 33Q: 3 clusters Score -405986.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -405986.593750 Penalty: 4000.994629 Iteration 34Q: 3 clusters Score -405986.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -405989.093750 Penalty: 4000.994629 Iteration 35Q: 3 clusters Score -405989.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -405991.781250 Penalty: 4000.994629 Iteration 36Q: 3 clusters Score -405991.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -405994.218750 Penalty: 4000.994629 Iteration 37Q: 3 clusters Score -405994.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -405995.593750 Penalty: 4000.994629 Iteration 38Q: 3 clusters Score -405995.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -406000.906250 Penalty: 4000.994629 Iteration 39Q: 3 clusters Score -406000.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -406004.125000 Penalty: 4000.994629 Iteration 40F: 3 clusters Score -406004.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -406006.000000 Penalty: 4000.994629 Iteration 41Q: 3 clusters Score -406006 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -406007.843750 Penalty: 4000.994629 Iteration 42Q: 3 clusters Score -406007.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -406008.250000 Penalty: 4000.994629 Iteration 43Q: 3 clusters Score -406008.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -406009.437500 Penalty: 4000.994629 Iteration 44Q: 3 clusters Score -406009.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -406010.062500 Penalty: 4000.994629 Iteration 45Q: 3 clusters Score -406010.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -406011.750000 Penalty: 4000.994629 Iteration 46Q: 3 clusters Score -406011.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -406016.468750 Penalty: 4000.994629 Iteration 47Q: 3 clusters Score -406016.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -406020.125000 Penalty: 4000.994629 Iteration 48Q: 3 clusters Score -406020.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -406024.781250 Penalty: 4000.994629 Iteration 49Q: 3 clusters Score -406024.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -406034.562500 Penalty: 4000.994629 Iteration 50Q: 3 clusters Score -406034.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -406041.843750 Penalty: 4000.994629 Iteration 51Q: 3 clusters Score -406041.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -406051.781250 Penalty: 4000.994629 Iteration 52Q: 3 clusters Score -406051.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -406059.750000 Penalty: 4000.994629 Iteration 53Q: 3 clusters Score -406059.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -406064.406250 Penalty: 4000.994629 Iteration 54Q: 3 clusters Score -406064.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -406067.625000 Penalty: 4000.994629 Iteration 55Q: 3 clusters Score -406067.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -406070.281250 Penalty: 4000.994629 Iteration 56Q: 3 clusters Score -406070.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -406071.531250 Penalty: 4000.994629 Iteration 57Q: 3 clusters Score -406071.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -406075.687500 Penalty: 4000.994629 Iteration 58Q: 3 clusters Score -406075.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -406078.937500 Penalty: 4000.994629 Iteration 59Q: 3 clusters Score -406078.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -406081.437500 Penalty: 4000.994629 Iteration 60F: 3 clusters Score -406081.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -406083.062500 Penalty: 4000.994629 Iteration 61Q: 3 clusters Score -406083.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -406083.968750 Penalty: 4000.994629 Iteration 62Q: 3 clusters Score -406084 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -406085.406250 Penalty: 4000.994629 Iteration 63Q: 3 clusters Score -406085.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -406086.500000 Penalty: 4000.994629 Iteration 64Q: 3 clusters Score -406086.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -406087.312500 Penalty: 4000.994629 Iteration 65Q: 3 clusters Score -406087.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -406088.062500 Penalty: 4000.994629 Iteration 66Q: 3 clusters Score -406088.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -406088.781250 Penalty: 4000.994629 Iteration 67Q: 3 clusters Score -406088.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -406089.406250 Penalty: 4000.994629 Iteration 68Q: 3 clusters Score -406089.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -406089.531250 Penalty: 4000.994629 Iteration 69Q: 3 clusters Score -406089.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -406089.531250 Penalty: 4000.994629 Iteration 70F: 3 clusters Score -406089.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2691 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Entering Unmasked Estep Score: -315382.250000 Penalty: 1958.621704 Iteration 0F: 2 clusters Score -315382.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -312329.000000 Penalty: 3917.243408 Iteration 0F: 3 clusters Score -312329 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -313006.437500 Penalty: 3917.243408 Iteration 1F: 3 clusters Score -313006.4 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -313165.718750 Penalty: 3917.243408 Iteration 2F: 3 clusters Score -313165.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -313255.218750 Penalty: 3917.243408 Iteration 3Q: 3 clusters Score -313255.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -313325.625000 Penalty: 3917.243408 Iteration 4Q: 3 clusters Score -313325.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -313371.218750 Penalty: 3917.243408 Iteration 5Q: 3 clusters Score -313371.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -313409.906250 Penalty: 3917.243408 Iteration 6Q: 3 clusters Score -313409.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -313439.156250 Penalty: 3917.243408 Iteration 7Q: 3 clusters Score -313439.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -313464.718750 Penalty: 3917.243408 Iteration 8Q: 3 clusters Score -313464.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -313482.812500 Penalty: 3917.243408 Iteration 9Q: 3 clusters Score -313482.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -313492.406250 Penalty: 3917.243408 Iteration 10Q: 3 clusters Score -313492.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -313504.687500 Penalty: 3917.243408 Iteration 11Q: 3 clusters Score -313504.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -313523.656250 Penalty: 3917.243408 Iteration 12Q: 3 clusters Score -313523.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -313538.000000 Penalty: 3917.243408 Iteration 13Q: 3 clusters Score -313538 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -313556.968750 Penalty: 3917.243408 Iteration 14Q: 3 clusters Score -313557 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -313573.500000 Penalty: 3917.243408 Iteration 15Q: 3 clusters Score -313573.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -313590.312500 Penalty: 3917.243408 Iteration 16Q: 3 clusters Score -313590.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -313609.343750 Penalty: 3917.243408 Iteration 17Q: 3 clusters Score -313609.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -313625.062500 Penalty: 3917.243408 Iteration 18Q: 3 clusters Score -313625.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -313639.125000 Penalty: 3917.243408 Iteration 19Q: 3 clusters Score -313639.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -313655.906250 Penalty: 3917.243408 Iteration 20F: 3 clusters Score -313655.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -313677.000000 Penalty: 3917.243408 Iteration 21Q: 3 clusters Score -313677 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -313697.843750 Penalty: 3917.243408 Iteration 22Q: 3 clusters Score -313697.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -313715.406250 Penalty: 3917.243408 Iteration 23Q: 3 clusters Score -313715.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -313736.531250 Penalty: 3917.243408 Iteration 24Q: 3 clusters Score -313736.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -313773.062500 Penalty: 3917.243408 Iteration 25Q: 3 clusters Score -313773.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -313808.187500 Penalty: 3917.243408 Iteration 26Q: 3 clusters Score -313808.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -313841.687500 Penalty: 3917.243408 Iteration 27Q: 3 clusters Score -313841.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -313864.593750 Penalty: 3917.243408 Iteration 28Q: 3 clusters Score -313864.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -313897.781250 Penalty: 3917.243408 Iteration 29Q: 3 clusters Score -313897.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -313935.562500 Penalty: 3917.243408 Iteration 30Q: 3 clusters Score -313935.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -313974.031250 Penalty: 3917.243408 Iteration 31Q: 3 clusters Score -313974 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -314008.218750 Penalty: 3917.243408 Iteration 32Q: 3 clusters Score -314008.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -314033.593750 Penalty: 3917.243408 Iteration 33Q: 3 clusters Score -314033.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -314059.781250 Penalty: 3917.243408 Iteration 34Q: 3 clusters Score -314059.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -314076.937500 Penalty: 3917.243408 Iteration 35Q: 3 clusters Score -314076.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -314089.062500 Penalty: 3917.243408 Iteration 36Q: 3 clusters Score -314089.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -314101.656250 Penalty: 3917.243408 Iteration 37Q: 3 clusters Score -314101.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -314109.781250 Penalty: 3917.243408 Iteration 38Q: 3 clusters Score -314109.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -314122.687500 Penalty: 3917.243408 Iteration 39Q: 3 clusters Score -314122.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -314131.500000 Penalty: 3917.243408 Iteration 40F: 3 clusters Score -314131.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -314148.593750 Penalty: 3917.243408 Iteration 41Q: 3 clusters Score -314148.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -314162.437500 Penalty: 3917.243408 Iteration 42Q: 3 clusters Score -314162.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -314171.593750 Penalty: 3917.243408 Iteration 43Q: 3 clusters Score -314171.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -314179.593750 Penalty: 3917.243408 Iteration 44Q: 3 clusters Score -314179.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -314183.593750 Penalty: 3917.243408 Iteration 45Q: 3 clusters Score -314183.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -314185.406250 Penalty: 3917.243408 Iteration 46Q: 3 clusters Score -314185.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -314187.062500 Penalty: 3917.243408 Iteration 47Q: 3 clusters Score -314187.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -314187.406250 Penalty: 3917.243408 Iteration 48Q: 3 clusters Score -314187.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -314187.406250 Penalty: 3917.243408 Iteration 49F: 3 clusters Score -314187.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (583 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Entering Unmasked Estep Score: -69034.929688 Penalty: 1579.310303 Iteration 0F: 2 clusters Score -69034.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -67411.867188 Penalty: 3158.620605 Iteration 0F: 3 clusters Score -67411.87 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -67624.460938 Penalty: 3158.620605 Iteration 1F: 3 clusters Score -67624.46 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -67701.734375 Penalty: 3158.620605 Iteration 2Q: 3 clusters Score -67701.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -67739.328125 Penalty: 3158.620605 Iteration 3Q: 3 clusters Score -67739.33 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -67754.750000 Penalty: 3158.620605 Iteration 4Q: 3 clusters Score -67754.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -67776.046875 Penalty: 3158.620605 Iteration 5Q: 3 clusters Score -67776.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -67782.929688 Penalty: 3158.620605 Iteration 6Q: 3 clusters Score -67782.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -67789.210938 Penalty: 3158.620605 Iteration 7Q: 3 clusters Score -67789.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -67801.132812 Penalty: 3158.620605 Iteration 8Q: 3 clusters Score -67801.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -67804.101562 Penalty: 3158.620605 Iteration 9Q: 3 clusters Score -67804.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -67807.835938 Penalty: 3158.620605 Iteration 10Q: 3 clusters Score -67807.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -67810.390625 Penalty: 3158.620605 Iteration 11Q: 3 clusters Score -67810.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -67811.640625 Penalty: 3158.620605 Iteration 12Q: 3 clusters Score -67811.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -67811.640625 Penalty: 3158.620605 Iteration 13F: 3 clusters Score -67811.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (65967 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65967 members Entering Unmasked Estep Score: -8297241.500000 Penalty: 2752.033447 Iteration 0F: 2 clusters Score -8297242 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33008 members Mstep: Class 2 contains 32959 members Entering Unmasked Estep Score: -8252756.500000 Penalty: 5504.066895 Iteration 0F: 3 clusters Score -8252756 nChanged 30909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32669 members Mstep: Class 2 contains 33298 members Entering Unmasked Estep Score: -8270763.000000 Penalty: 5504.066895 Iteration 1F: 3 clusters Score -8270763 nChanged 3034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32467 members Mstep: Class 2 contains 33500 members Entering Unmasked Estep Score: -8272074.500000 Penalty: 5504.066895 Iteration 2Q: 3 clusters Score -8272074 nChanged 3321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32166 members Mstep: Class 2 contains 33801 members Entering Unmasked Estep Score: -8273779.500000 Penalty: 5504.066895 Iteration 3F: 3 clusters Score -8273780 nChanged 3725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31665 members Mstep: Class 2 contains 34302 members Entering Unmasked Estep Score: -8275996.500000 Penalty: 5504.066895 Iteration 4F: 3 clusters Score -8275996 nChanged 4011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30798 members Mstep: Class 2 contains 35169 members Entering Unmasked Estep Score: -8278314.500000 Penalty: 5504.066895 Iteration 5F: 3 clusters Score -8278314 nChanged 4043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29485 members Mstep: Class 2 contains 36482 members Entering Unmasked Estep Score: -8280481.000000 Penalty: 5504.066895 Iteration 6F: 3 clusters Score -8280481 nChanged 3837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27860 members Mstep: Class 2 contains 38107 members Entering Unmasked Estep Score: -8282365.000000 Penalty: 5504.066895 Iteration 7F: 3 clusters Score -8282365 nChanged 3352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25994 members Mstep: Class 2 contains 39973 members Entering Unmasked Estep Score: -8284106.000000 Penalty: 5504.066895 Iteration 8F: 3 clusters Score -8284106 nChanged 3013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23843 members Mstep: Class 2 contains 42124 members Entering Unmasked Estep Score: -8285806.000000 Penalty: 5504.066895 Iteration 9Q: 3 clusters Score -8285806 nChanged 2695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21680 members Mstep: Class 2 contains 44287 members Entering Unmasked Estep Score: -8287502.500000 Penalty: 5504.066895 Iteration 10Q: 3 clusters Score -8287502 nChanged 2422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19536 members Mstep: Class 2 contains 46431 members Entering Unmasked Estep Score: -8289249.500000 Penalty: 5504.066895 Iteration 11Q: 3 clusters Score -8289250 nChanged 2178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17544 members Mstep: Class 2 contains 48423 members Entering Unmasked Estep Score: -8290966.000000 Penalty: 5504.066895 Iteration 12Q: 3 clusters Score -8290966 nChanged 1805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15827 members Mstep: Class 2 contains 50140 members Entering Unmasked Estep Score: -8292224.500000 Penalty: 5504.066895 Iteration 13Q: 3 clusters Score -8292224 nChanged 1510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14351 members Mstep: Class 2 contains 51616 members Entering Unmasked Estep Score: -8293120.000000 Penalty: 5504.066895 Iteration 14Q: 3 clusters Score -8293120 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13086 members Mstep: Class 2 contains 52881 members Entering Unmasked Estep Score: -8293807.500000 Penalty: 5504.066895 Iteration 15Q: 3 clusters Score -8293808 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12067 members Mstep: Class 2 contains 53900 members Entering Unmasked Estep Score: -8294278.000000 Penalty: 5504.066895 Iteration 16Q: 3 clusters Score -8294278 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11158 members Mstep: Class 2 contains 54809 members Entering Unmasked Estep Score: -8294645.000000 Penalty: 5504.066895 Iteration 17Q: 3 clusters Score -8294645 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10406 members Mstep: Class 2 contains 55561 members Entering Unmasked Estep Score: -8294925.000000 Penalty: 5504.066895 Iteration 18Q: 3 clusters Score -8294925 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9758 members Mstep: Class 2 contains 56209 members Entering Unmasked Estep Score: -8295143.500000 Penalty: 5504.066895 Iteration 19Q: 3 clusters Score -8295144 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9193 members Mstep: Class 2 contains 56774 members Entering Unmasked Estep Score: -8295335.500000 Penalty: 5504.066895 Iteration 20F: 3 clusters Score -8295336 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8711 members Mstep: Class 2 contains 57256 members Entering Unmasked Estep Score: -8295435.500000 Penalty: 5504.066895 Iteration 21Q: 3 clusters Score -8295436 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8308 members Mstep: Class 2 contains 57659 members Entering Unmasked Estep Score: -8295567.500000 Penalty: 5504.066895 Iteration 22Q: 3 clusters Score -8295568 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7920 members Mstep: Class 2 contains 58047 members Entering Unmasked Estep Score: -8295666.000000 Penalty: 5504.066895 Iteration 23Q: 3 clusters Score -8295666 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7617 members Mstep: Class 2 contains 58350 members Entering Unmasked Estep Score: -8295727.000000 Penalty: 5504.066895 Iteration 24Q: 3 clusters Score -8295727 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7340 members Mstep: Class 2 contains 58627 members Entering Unmasked Estep Score: -8295799.000000 Penalty: 5504.066895 Iteration 25Q: 3 clusters Score -8295799 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7110 members Mstep: Class 2 contains 58857 members Entering Unmasked Estep Score: -8295843.000000 Penalty: 5504.066895 Iteration 26Q: 3 clusters Score -8295843 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6914 members Mstep: Class 2 contains 59053 members Entering Unmasked Estep Score: -8295861.000000 Penalty: 5504.066895 Iteration 27Q: 3 clusters Score -8295861 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6759 members Mstep: Class 2 contains 59208 members Entering Unmasked Estep Score: -8295873.500000 Penalty: 5504.066895 Iteration 28Q: 3 clusters Score -8295874 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6625 members Mstep: Class 2 contains 59342 members Entering Unmasked Estep Score: -8295880.000000 Penalty: 5504.066895 Iteration 29Q: 3 clusters Score -8295880 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6513 members Mstep: Class 2 contains 59454 members Entering Unmasked Estep Score: -8295898.000000 Penalty: 5504.066895 Iteration 30Q: 3 clusters Score -8295898 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6419 members Mstep: Class 2 contains 59548 members Entering Unmasked Estep Score: -8295918.000000 Penalty: 5504.066895 Iteration 31Q: 3 clusters Score -8295918 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6340 members Mstep: Class 2 contains 59627 members Entering Unmasked Estep Score: -8295941.000000 Penalty: 5504.066895 Iteration 32Q: 3 clusters Score -8295941 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6263 members Mstep: Class 2 contains 59704 members Entering Unmasked Estep Score: -8295962.000000 Penalty: 5504.066895 Iteration 33Q: 3 clusters Score -8295962 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6203 members Mstep: Class 2 contains 59764 members Entering Unmasked Estep Score: -8295962.000000 Penalty: 5504.066895 Iteration 34Q: 3 clusters Score -8295962 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6137 members Mstep: Class 2 contains 59830 members Entering Unmasked Estep Score: -8295987.000000 Penalty: 5504.066895 Iteration 35Q: 3 clusters Score -8295987 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6075 members Mstep: Class 2 contains 59892 members Entering Unmasked Estep Score: -8296003.000000 Penalty: 5504.066895 Iteration 36Q: 3 clusters Score -8296003 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 59953 members Entering Unmasked Estep Score: -8296007.500000 Penalty: 5504.066895 Iteration 37Q: 3 clusters Score -8296008 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5968 members Mstep: Class 2 contains 59999 members Entering Unmasked Estep Score: -8296014.500000 Penalty: 5504.066895 Iteration 38Q: 3 clusters Score -8296014 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5919 members Mstep: Class 2 contains 60048 members Entering Unmasked Estep Score: -8296006.000000 Penalty: 5504.066895 Iteration 39Q: 3 clusters Score -8296006 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5874 members Mstep: Class 2 contains 60093 members Entering Unmasked Estep Score: -8296020.000000 Penalty: 5504.066895 Iteration 40F: 3 clusters Score -8296020 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 60139 members Entering Unmasked Estep Score: -8296026.000000 Penalty: 5504.066895 Iteration 41Q: 3 clusters Score -8296026 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5785 members Mstep: Class 2 contains 60182 members Entering Unmasked Estep Score: -8296021.000000 Penalty: 5504.066895 Iteration 42Q: 3 clusters Score -8296021 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Mstep: Class 2 contains 60224 members Entering Unmasked Estep Score: -8296030.500000 Penalty: 5504.066895 Iteration 43Q: 3 clusters Score -8296030 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5704 members Mstep: Class 2 contains 60263 members Entering Unmasked Estep Score: -8296027.500000 Penalty: 5504.066895 Iteration 44Q: 3 clusters Score -8296028 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5675 members Mstep: Class 2 contains 60292 members Entering Unmasked Estep Score: -8296033.500000 Penalty: 5504.066895 Iteration 45Q: 3 clusters Score -8296034 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5641 members Mstep: Class 2 contains 60326 members Entering Unmasked Estep Score: -8296048.500000 Penalty: 5504.066895 Iteration 46Q: 3 clusters Score -8296048 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5607 members Mstep: Class 2 contains 60360 members Entering Unmasked Estep Score: -8296043.500000 Penalty: 5504.066895 Iteration 47Q: 3 clusters Score -8296044 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5580 members Mstep: Class 2 contains 60387 members Entering Unmasked Estep Score: -8296038.000000 Penalty: 5504.066895 Iteration 48Q: 3 clusters Score -8296038 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5561 members Mstep: Class 2 contains 60406 members Entering Unmasked Estep Score: -8296044.000000 Penalty: 5504.066895 Iteration 49Q: 3 clusters Score -8296044 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5544 members Mstep: Class 2 contains 60423 members Entering Unmasked Estep Score: -8296038.500000 Penalty: 5504.066895 Iteration 50Q: 3 clusters Score -8296038 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5533 members Mstep: Class 2 contains 60434 members Entering Unmasked Estep Score: -8296046.000000 Penalty: 5504.066895 Iteration 51Q: 3 clusters Score -8296046 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5526 members Mstep: Class 2 contains 60441 members Entering Unmasked Estep Score: -8296044.000000 Penalty: 5504.066895 Iteration 52Q: 3 clusters Score -8296044 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5519 members Mstep: Class 2 contains 60448 members Entering Unmasked Estep Score: -8296046.000000 Penalty: 5504.066895 Iteration 53Q: 3 clusters Score -8296046 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 60449 members Entering Unmasked Estep Score: -8296047.000000 Penalty: 5504.066895 Iteration 54Q: 3 clusters Score -8296047 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5517 members Mstep: Class 2 contains 60450 members Entering Unmasked Estep Score: -8296044.500000 Penalty: 5504.066895 Iteration 55Q: 3 clusters Score -8296044 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5516 members Mstep: Class 2 contains 60451 members Entering Unmasked Estep Score: -8296044.000000 Penalty: 5504.066895 Iteration 56Q: 3 clusters Score -8296044 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5516 members Mstep: Class 2 contains 60451 members Entering Unmasked Estep Score: -8296044.000000 Penalty: 5504.066895 Iteration 57F: 3 clusters Score -8296044 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (5195 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Entering Unmasked Estep Score: -662823.562500 Penalty: 2121.752197 Iteration 0F: 2 clusters Score -662823.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -658196.250000 Penalty: 4243.504395 Iteration 0F: 3 clusters Score -658196.2 nChanged 2004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -659391.562500 Penalty: 4243.504395 Iteration 1F: 3 clusters Score -659391.6 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -659607.562500 Penalty: 4243.504395 Iteration 2F: 3 clusters Score -659607.6 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -659761.187500 Penalty: 4243.504395 Iteration 3Q: 3 clusters Score -659761.2 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -659881.437500 Penalty: 4243.504395 Iteration 4Q: 3 clusters Score -659881.4 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -659993.312500 Penalty: 4243.504395 Iteration 5Q: 3 clusters Score -659993.3 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -660088.562500 Penalty: 4243.504395 Iteration 6Q: 3 clusters Score -660088.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -660148.000000 Penalty: 4243.504395 Iteration 7Q: 3 clusters Score -660148 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -660202.625000 Penalty: 4243.504395 Iteration 8Q: 3 clusters Score -660202.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -660257.437500 Penalty: 4243.504395 Iteration 9Q: 3 clusters Score -660257.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -660316.625000 Penalty: 4243.504395 Iteration 10Q: 3 clusters Score -660316.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -660372.625000 Penalty: 4243.504395 Iteration 11Q: 3 clusters Score -660372.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -660432.562500 Penalty: 4243.504395 Iteration 12Q: 3 clusters Score -660432.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -660491.875000 Penalty: 4243.504395 Iteration 13Q: 3 clusters Score -660491.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -660539.687500 Penalty: 4243.504395 Iteration 14Q: 3 clusters Score -660539.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -660581.062500 Penalty: 4243.504395 Iteration 15Q: 3 clusters Score -660581.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -660610.937500 Penalty: 4243.504395 Iteration 16Q: 3 clusters Score -660610.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -660640.562500 Penalty: 4243.504395 Iteration 17Q: 3 clusters Score -660640.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -660666.187500 Penalty: 4243.504395 Iteration 18Q: 3 clusters Score -660666.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -660698.875000 Penalty: 4243.504395 Iteration 19Q: 3 clusters Score -660698.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -660736.437500 Penalty: 4243.504395 Iteration 20F: 3 clusters Score -660736.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -660770.062500 Penalty: 4243.504395 Iteration 21Q: 3 clusters Score -660770.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -660794.750000 Penalty: 4243.504395 Iteration 22Q: 3 clusters Score -660794.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -660817.312500 Penalty: 4243.504395 Iteration 23Q: 3 clusters Score -660817.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -660836.187500 Penalty: 4243.504395 Iteration 24Q: 3 clusters Score -660836.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -660852.937500 Penalty: 4243.504395 Iteration 25Q: 3 clusters Score -660852.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -660873.062500 Penalty: 4243.504395 Iteration 26Q: 3 clusters Score -660873.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -660884.500000 Penalty: 4243.504395 Iteration 27Q: 3 clusters Score -660884.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -660895.187500 Penalty: 4243.504395 Iteration 28Q: 3 clusters Score -660895.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -660904.187500 Penalty: 4243.504395 Iteration 29Q: 3 clusters Score -660904.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -660913.125000 Penalty: 4243.504395 Iteration 30Q: 3 clusters Score -660913.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -660922.312500 Penalty: 4243.504395 Iteration 31Q: 3 clusters Score -660922.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -660928.437500 Penalty: 4243.504395 Iteration 32Q: 3 clusters Score -660928.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -660933.500000 Penalty: 4243.504395 Iteration 33Q: 3 clusters Score -660933.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -660937.875000 Penalty: 4243.504395 Iteration 34Q: 3 clusters Score -660937.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -660943.687500 Penalty: 4243.504395 Iteration 35Q: 3 clusters Score -660943.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -660950.187500 Penalty: 4243.504395 Iteration 36Q: 3 clusters Score -660950.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -660953.312500 Penalty: 4243.504395 Iteration 37Q: 3 clusters Score -660953.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -660957.937500 Penalty: 4243.504395 Iteration 38Q: 3 clusters Score -660957.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -660962.000000 Penalty: 4243.504395 Iteration 39Q: 3 clusters Score -660962 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -660964.187500 Penalty: 4243.504395 Iteration 40F: 3 clusters Score -660964.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -660964.437500 Penalty: 4243.504395 Iteration 41Q: 3 clusters Score -660964.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -660965.687500 Penalty: 4243.504395 Iteration 42Q: 3 clusters Score -660965.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -660966.062500 Penalty: 4243.504395 Iteration 43Q: 3 clusters Score -660966.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -660967.062500 Penalty: 4243.504395 Iteration 44Q: 3 clusters Score -660967.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -660968.562500 Penalty: 4243.504395 Iteration 45Q: 3 clusters Score -660968.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -660968.062500 Penalty: 4243.504395 Iteration 46Q: 3 clusters Score -660968.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4340 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -660969.375000 Penalty: 4243.504395 Iteration 47Q: 3 clusters Score -660969.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -660972.125000 Penalty: 4243.504395 Iteration 48Q: 3 clusters Score -660972.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -660972.500000 Penalty: 4243.504395 Iteration 49Q: 3 clusters Score -660972.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -660973.500000 Penalty: 4243.504395 Iteration 50Q: 3 clusters Score -660973.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -660974.062500 Penalty: 4243.504395 Iteration 51Q: 3 clusters Score -660974.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -660974.187500 Penalty: 4243.504395 Iteration 52Q: 3 clusters Score -660974.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -660974.187500 Penalty: 4243.504395 Iteration 53F: 3 clusters Score -660974.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (240181 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240181 members Entering Unmasked Estep Score: -29980054.000000 Penalty: 3072.508545 Iteration 0F: 2 clusters Score -2.998005e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120689 members Mstep: Class 2 contains 119492 members Entering Unmasked Estep Score: -29826000.000000 Penalty: 6145.017090 Iteration 0F: 3 clusters Score -2.9826e+07 nChanged 115815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130008 members Mstep: Class 2 contains 110173 members Entering Unmasked Estep Score: -29894634.000000 Penalty: 6145.017090 Iteration 1F: 3 clusters Score -2.989463e+07 nChanged 7903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135735 members Mstep: Class 2 contains 104446 members Entering Unmasked Estep Score: -29897046.000000 Penalty: 6145.017090 Iteration 2Q: 3 clusters Score -2.989705e+07 nChanged 10148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144683 members Mstep: Class 2 contains 95498 members Entering Unmasked Estep Score: -29901736.000000 Penalty: 6145.017090 Iteration 3Q: 3 clusters Score -2.990174e+07 nChanged 13901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157992 members Mstep: Class 2 contains 82189 members Entering Unmasked Estep Score: -29910050.000000 Penalty: 6145.017090 Iteration 4F: 3 clusters Score -2.991005e+07 nChanged 18557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176243 members Mstep: Class 2 contains 63938 members Entering Unmasked Estep Score: -29924122.000000 Penalty: 6145.017090 Iteration 5F: 3 clusters Score -2.992412e+07 nChanged 21548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197657 members Mstep: Class 2 contains 42524 members Entering Unmasked Estep Score: -29942294.000000 Penalty: 6145.017090 Iteration 6F: 3 clusters Score -2.994229e+07 nChanged 19556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217165 members Mstep: Class 2 contains 23016 members Entering Unmasked Estep Score: -29959576.000000 Penalty: 6145.017090 Iteration 7F: 3 clusters Score -2.995958e+07 nChanged 12460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229605 members Mstep: Class 2 contains 10576 members Entering Unmasked Estep Score: -29970368.000000 Penalty: 6145.017090 Iteration 8F: 3 clusters Score -2.997037e+07 nChanged 5629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235226 members Mstep: Class 2 contains 4955 members Entering Unmasked Estep Score: -29974900.000000 Penalty: 6145.017090 Iteration 9Q: 3 clusters Score -2.99749e+07 nChanged 2166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237314 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -29976902.000000 Penalty: 6145.017090 Iteration 10Q: 3 clusters Score -2.99769e+07 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237983 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -29977750.000000 Penalty: 6145.017090 Iteration 11Q: 3 clusters Score -2.997775e+07 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238173 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -29978208.000000 Penalty: 6145.017090 Iteration 12Q: 3 clusters Score -2.997821e+07 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238176 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -29978440.000000 Penalty: 6145.017090 Iteration 13Q: 3 clusters Score -2.997844e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238162 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -29978616.000000 Penalty: 6145.017090 Iteration 14Q: 3 clusters Score -2.997862e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238130 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -29978724.000000 Penalty: 6145.017090 Iteration 15Q: 3 clusters Score -2.997872e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238118 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -29978792.000000 Penalty: 6145.017090 Iteration 16Q: 3 clusters Score -2.997879e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238077 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -29978874.000000 Penalty: 6145.017090 Iteration 17Q: 3 clusters Score -2.997887e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238032 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -29978902.000000 Penalty: 6145.017090 Iteration 18Q: 3 clusters Score -2.99789e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237994 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -29978904.000000 Penalty: 6145.017090 Iteration 19Q: 3 clusters Score -2.99789e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237955 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -29978912.000000 Penalty: 6145.017090 Iteration 20F: 3 clusters Score -2.997891e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237918 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -29978954.000000 Penalty: 6145.017090 Iteration 21Q: 3 clusters Score -2.997895e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237896 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -29978954.000000 Penalty: 6145.017090 Iteration 22Q: 3 clusters Score -2.997895e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237873 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -29978976.000000 Penalty: 6145.017090 Iteration 23Q: 3 clusters Score -2.997898e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237850 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -29979012.000000 Penalty: 6145.017090 Iteration 24Q: 3 clusters Score -2.997901e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237827 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -29979056.000000 Penalty: 6145.017090 Iteration 25Q: 3 clusters Score -2.997906e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237813 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -29979034.000000 Penalty: 6145.017090 Iteration 26Q: 3 clusters Score -2.997903e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237806 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -29979014.000000 Penalty: 6145.017090 Iteration 27Q: 3 clusters Score -2.997901e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237800 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -29978998.000000 Penalty: 6145.017090 Iteration 28Q: 3 clusters Score -2.9979e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237793 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -29979022.000000 Penalty: 6145.017090 Iteration 29Q: 3 clusters Score -2.997902e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237782 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -29979018.000000 Penalty: 6145.017090 Iteration 30Q: 3 clusters Score -2.997902e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237774 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -29979010.000000 Penalty: 6145.017090 Iteration 31Q: 3 clusters Score -2.997901e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237770 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -29979004.000000 Penalty: 6145.017090 Iteration 32Q: 3 clusters Score -2.9979e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237767 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -29979000.000000 Penalty: 6145.017090 Iteration 33Q: 3 clusters Score -2.9979e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237771 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -29978986.000000 Penalty: 6145.017090 Iteration 34Q: 3 clusters Score -2.997899e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237771 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -29978998.000000 Penalty: 6145.017090 Iteration 35Q: 3 clusters Score -2.9979e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237770 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -29978998.000000 Penalty: 6145.017090 Iteration 36Q: 3 clusters Score -2.9979e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237766 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -29979008.000000 Penalty: 6145.017090 Iteration 37Q: 3 clusters Score -2.997901e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237763 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -29979004.000000 Penalty: 6145.017090 Iteration 38Q: 3 clusters Score -2.9979e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237763 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -29979004.000000 Penalty: 6145.017090 Iteration 39F: 3 clusters Score -2.9979e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Entering Unmasked Estep Score: -69630.421875 Penalty: 1575.883789 Iteration 0F: 2 clusters Score -69630.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -68015.125000 Penalty: 3151.767578 Iteration 0F: 3 clusters Score -68015.12 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -68191.335938 Penalty: 3151.767578 Iteration 1F: 3 clusters Score -68191.34 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -68246.679688 Penalty: 3151.767578 Iteration 2Q: 3 clusters Score -68246.68 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -68285.171875 Penalty: 3151.767578 Iteration 3Q: 3 clusters Score -68285.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -68295.804688 Penalty: 3151.767578 Iteration 4Q: 3 clusters Score -68295.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -68304.015625 Penalty: 3151.767578 Iteration 5Q: 3 clusters Score -68304.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -68307.101562 Penalty: 3151.767578 Iteration 6Q: 3 clusters Score -68307.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -68310.929688 Penalty: 3151.767578 Iteration 7Q: 3 clusters Score -68310.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -68310.929688 Penalty: 3151.767578 Iteration 8F: 3 clusters Score -68310.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 28729 members Mstep: Class 4 contains 9026 members Mstep: Class 5 contains 3468 members Mstep: Class 6 contains 4829 members Mstep: Class 7 contains 14127 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7558 members Mstep: Class 10 contains 2770 members Mstep: Class 11 contains 52289 members Mstep: Class 12 contains 2760 members Mstep: Class 13 contains 1962 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3186 members Mstep: Class 17 contains 2691 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65967 members Mstep: Class 20 contains 5195 members Mstep: Class 21 contains 240181 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429084.000000 Penalty: 71005.687500 Iteration 79Q: 23 clusters Score -5.542908e+07 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 28413 members Mstep: Class 4 contains 9039 members Mstep: Class 5 contains 3468 members Mstep: Class 6 contains 4843 members Mstep: Class 7 contains 14117 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7586 members Mstep: Class 10 contains 2772 members Mstep: Class 11 contains 52272 members Mstep: Class 12 contains 2761 members Mstep: Class 13 contains 1964 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3170 members Mstep: Class 17 contains 2700 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65936 members Mstep: Class 20 contains 5204 members Mstep: Class 21 contains 240493 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429296.000000 Penalty: 71005.687500 Iteration 80F: 23 clusters Score -5.54293e+07 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 28186 members Mstep: Class 4 contains 9049 members Mstep: Class 5 contains 3468 members Mstep: Class 6 contains 4848 members Mstep: Class 7 contains 14112 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7624 members Mstep: Class 10 contains 2775 members Mstep: Class 11 contains 52265 members Mstep: Class 12 contains 2762 members Mstep: Class 13 contains 1964 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3158 members Mstep: Class 17 contains 2707 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65926 members Mstep: Class 20 contains 5215 members Mstep: Class 21 contains 240679 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429296.000000 Penalty: 71005.687500 Iteration 81Q: 23 clusters Score -5.54293e+07 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 28019 members Mstep: Class 4 contains 9057 members Mstep: Class 5 contains 3468 members Mstep: Class 6 contains 4856 members Mstep: Class 7 contains 14113 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7662 members Mstep: Class 10 contains 2775 members Mstep: Class 11 contains 52263 members Mstep: Class 12 contains 2762 members Mstep: Class 13 contains 1964 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3143 members Mstep: Class 17 contains 2710 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65921 members Mstep: Class 20 contains 5216 members Mstep: Class 21 contains 240809 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429356.000000 Penalty: 71005.687500 Iteration 82Q: 23 clusters Score -5.542936e+07 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27896 members Mstep: Class 4 contains 9059 members Mstep: Class 5 contains 3468 members Mstep: Class 6 contains 4865 members Mstep: Class 7 contains 14116 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7705 members Mstep: Class 10 contains 2775 members Mstep: Class 11 contains 52260 members Mstep: Class 12 contains 2762 members Mstep: Class 13 contains 1964 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3137 members Mstep: Class 17 contains 2711 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65917 members Mstep: Class 20 contains 5217 members Mstep: Class 21 contains 240886 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429392.000000 Penalty: 71005.687500 Iteration 83Q: 23 clusters Score -5.542939e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27801 members Mstep: Class 4 contains 9063 members Mstep: Class 5 contains 3468 members Mstep: Class 6 contains 4864 members Mstep: Class 7 contains 14131 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7742 members Mstep: Class 10 contains 2777 members Mstep: Class 11 contains 52258 members Mstep: Class 12 contains 2762 members Mstep: Class 13 contains 1964 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3130 members Mstep: Class 17 contains 2710 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65915 members Mstep: Class 20 contains 5220 members Mstep: Class 21 contains 240933 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429412.000000 Penalty: 71005.687500 Iteration 84Q: 23 clusters Score -5.542941e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27712 members Mstep: Class 4 contains 9065 members Mstep: Class 5 contains 3468 members Mstep: Class 6 contains 4866 members Mstep: Class 7 contains 14142 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7777 members Mstep: Class 10 contains 2779 members Mstep: Class 11 contains 52255 members Mstep: Class 12 contains 2762 members Mstep: Class 13 contains 1964 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3129 members Mstep: Class 17 contains 2709 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65915 members Mstep: Class 20 contains 5223 members Mstep: Class 21 contains 240972 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429392.000000 Penalty: 71005.687500 Iteration 85Q: 23 clusters Score -5.542939e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27653 members Mstep: Class 4 contains 9068 members Mstep: Class 5 contains 3468 members Mstep: Class 6 contains 4867 members Mstep: Class 7 contains 14144 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7803 members Mstep: Class 10 contains 2781 members Mstep: Class 11 contains 52252 members Mstep: Class 12 contains 2761 members Mstep: Class 13 contains 1964 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3125 members Mstep: Class 17 contains 2708 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65915 members Mstep: Class 20 contains 5227 members Mstep: Class 21 contains 241002 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429380.000000 Penalty: 71005.687500 Iteration 86Q: 23 clusters Score -5.542938e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27613 members Mstep: Class 4 contains 9068 members Mstep: Class 5 contains 3468 members Mstep: Class 6 contains 4868 members Mstep: Class 7 contains 14145 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7828 members Mstep: Class 10 contains 2781 members Mstep: Class 11 contains 52253 members Mstep: Class 12 contains 2760 members Mstep: Class 13 contains 1963 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3121 members Mstep: Class 17 contains 2707 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65915 members Mstep: Class 20 contains 5229 members Mstep: Class 21 contains 241019 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429464.000000 Penalty: 71005.687500 Iteration 87Q: 23 clusters Score -5.542946e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27574 members Mstep: Class 4 contains 9068 members Mstep: Class 5 contains 3468 members Mstep: Class 6 contains 4868 members Mstep: Class 7 contains 14145 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7845 members Mstep: Class 10 contains 2783 members Mstep: Class 11 contains 52253 members Mstep: Class 12 contains 2760 members Mstep: Class 13 contains 1964 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3112 members Mstep: Class 17 contains 2708 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65915 members Mstep: Class 20 contains 5231 members Mstep: Class 21 contains 241044 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429472.000000 Penalty: 71005.687500 Iteration 88Q: 23 clusters Score -5.542947e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27545 members Mstep: Class 4 contains 9069 members Mstep: Class 5 contains 3468 members Mstep: Class 6 contains 4868 members Mstep: Class 7 contains 14145 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7859 members Mstep: Class 10 contains 2787 members Mstep: Class 11 contains 52253 members Mstep: Class 12 contains 2760 members Mstep: Class 13 contains 1965 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3108 members Mstep: Class 17 contains 2709 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65915 members Mstep: Class 20 contains 5231 members Mstep: Class 21 contains 241056 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429412.000000 Penalty: 71005.687500 Iteration 89Q: 23 clusters Score -5.542941e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27527 members Mstep: Class 4 contains 9068 members Mstep: Class 5 contains 3468 members Mstep: Class 6 contains 4868 members Mstep: Class 7 contains 14143 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7870 members Mstep: Class 10 contains 2787 members Mstep: Class 11 contains 52254 members Mstep: Class 12 contains 2759 members Mstep: Class 13 contains 1965 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3109 members Mstep: Class 17 contains 2709 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65916 members Mstep: Class 20 contains 5231 members Mstep: Class 21 contains 241064 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429456.000000 Penalty: 71005.687500 Iteration 90Q: 23 clusters Score -5.542946e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27513 members Mstep: Class 4 contains 9068 members Mstep: Class 5 contains 3468 members Mstep: Class 6 contains 4869 members Mstep: Class 7 contains 14144 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7881 members Mstep: Class 10 contains 2790 members Mstep: Class 11 contains 52256 members Mstep: Class 12 contains 2759 members Mstep: Class 13 contains 1965 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3107 members Mstep: Class 17 contains 2709 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65916 members Mstep: Class 20 contains 5231 members Mstep: Class 21 contains 241062 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429452.000000 Penalty: 71005.687500 Iteration 91Q: 23 clusters Score -5.542945e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27493 members Mstep: Class 4 contains 9068 members Mstep: Class 5 contains 3468 members Mstep: Class 6 contains 4869 members Mstep: Class 7 contains 14146 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7891 members Mstep: Class 10 contains 2792 members Mstep: Class 11 contains 52256 members Mstep: Class 12 contains 2759 members Mstep: Class 13 contains 1965 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3107 members Mstep: Class 17 contains 2709 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65916 members Mstep: Class 20 contains 5231 members Mstep: Class 21 contains 241068 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429484.000000 Penalty: 71005.687500 Iteration 92Q: 23 clusters Score -5.542948e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27478 members Mstep: Class 4 contains 9068 members Mstep: Class 5 contains 3469 members Mstep: Class 6 contains 4869 members Mstep: Class 7 contains 14147 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7902 members Mstep: Class 10 contains 2792 members Mstep: Class 11 contains 52254 members Mstep: Class 12 contains 2760 members Mstep: Class 13 contains 1965 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3105 members Mstep: Class 17 contains 2709 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65916 members Mstep: Class 20 contains 5231 members Mstep: Class 21 contains 241073 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429496.000000 Penalty: 71005.687500 Iteration 93Q: 23 clusters Score -5.54295e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27469 members Mstep: Class 4 contains 9068 members Mstep: Class 5 contains 3469 members Mstep: Class 6 contains 4869 members Mstep: Class 7 contains 14148 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7909 members Mstep: Class 10 contains 2792 members Mstep: Class 11 contains 52255 members Mstep: Class 12 contains 2760 members Mstep: Class 13 contains 1965 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3104 members Mstep: Class 17 contains 2709 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65916 members Mstep: Class 20 contains 5231 members Mstep: Class 21 contains 241074 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429460.000000 Penalty: 71005.687500 Iteration 94Q: 23 clusters Score -5.542946e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27464 members Mstep: Class 4 contains 9068 members Mstep: Class 5 contains 3469 members Mstep: Class 6 contains 4869 members Mstep: Class 7 contains 14148 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7914 members Mstep: Class 10 contains 2792 members Mstep: Class 11 contains 52255 members Mstep: Class 12 contains 2760 members Mstep: Class 13 contains 1965 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3103 members Mstep: Class 17 contains 2709 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65916 members Mstep: Class 20 contains 5231 members Mstep: Class 21 contains 241075 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429456.000000 Penalty: 71005.687500 Iteration 95Q: 23 clusters Score -5.542946e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27457 members Mstep: Class 4 contains 9068 members Mstep: Class 5 contains 3469 members Mstep: Class 6 contains 4869 members Mstep: Class 7 contains 14149 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7919 members Mstep: Class 10 contains 2792 members Mstep: Class 11 contains 52255 members Mstep: Class 12 contains 2760 members Mstep: Class 13 contains 1965 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3098 members Mstep: Class 17 contains 2709 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65916 members Mstep: Class 20 contains 5231 members Mstep: Class 21 contains 241081 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429420.000000 Penalty: 71005.687500 Iteration 96Q: 23 clusters Score -5.542942e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27447 members Mstep: Class 4 contains 9068 members Mstep: Class 5 contains 3469 members Mstep: Class 6 contains 4869 members Mstep: Class 7 contains 14151 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7924 members Mstep: Class 10 contains 2792 members Mstep: Class 11 contains 52255 members Mstep: Class 12 contains 2760 members Mstep: Class 13 contains 1965 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3096 members Mstep: Class 17 contains 2709 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65917 members Mstep: Class 20 contains 5231 members Mstep: Class 21 contains 241085 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429432.000000 Penalty: 71005.687500 Iteration 97Q: 23 clusters Score -5.542943e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27438 members Mstep: Class 4 contains 9067 members Mstep: Class 5 contains 3469 members Mstep: Class 6 contains 4869 members Mstep: Class 7 contains 14152 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7928 members Mstep: Class 10 contains 2792 members Mstep: Class 11 contains 52255 members Mstep: Class 12 contains 2760 members Mstep: Class 13 contains 1965 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3096 members Mstep: Class 17 contains 2709 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65917 members Mstep: Class 20 contains 5231 members Mstep: Class 21 contains 241090 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429452.000000 Penalty: 71005.687500 Iteration 98Q: 23 clusters Score -5.542945e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27436 members Mstep: Class 4 contains 9067 members Mstep: Class 5 contains 3469 members Mstep: Class 6 contains 4870 members Mstep: Class 7 contains 14153 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7931 members Mstep: Class 10 contains 2792 members Mstep: Class 11 contains 52259 members Mstep: Class 12 contains 2761 members Mstep: Class 13 contains 1965 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3094 members Mstep: Class 17 contains 2709 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65917 members Mstep: Class 20 contains 5231 members Mstep: Class 21 contains 241084 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429400.000000 Penalty: 71005.687500 Iteration 99Q: 23 clusters Score -5.54294e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27434 members Mstep: Class 4 contains 9067 members Mstep: Class 5 contains 3469 members Mstep: Class 6 contains 4870 members Mstep: Class 7 contains 14153 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7933 members Mstep: Class 10 contains 2792 members Mstep: Class 11 contains 52260 members Mstep: Class 12 contains 2761 members Mstep: Class 13 contains 1965 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3095 members Mstep: Class 17 contains 2709 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65917 members Mstep: Class 20 contains 5231 members Mstep: Class 21 contains 241082 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429404.000000 Penalty: 71005.687500 Iteration 100F: 23 clusters Score -5.54294e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27434 members Mstep: Class 4 contains 9067 members Mstep: Class 5 contains 3469 members Mstep: Class 6 contains 4870 members Mstep: Class 7 contains 14154 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7936 members Mstep: Class 10 contains 2792 members Mstep: Class 11 contains 52260 members Mstep: Class 12 contains 2761 members Mstep: Class 13 contains 1965 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3096 members Mstep: Class 17 contains 2709 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65917 members Mstep: Class 20 contains 5230 members Mstep: Class 21 contains 241078 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429400.000000 Penalty: 71005.687500 Iteration 101Q: 23 clusters Score -5.54294e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27434 members Mstep: Class 4 contains 9067 members Mstep: Class 5 contains 3469 members Mstep: Class 6 contains 4870 members Mstep: Class 7 contains 14155 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7938 members Mstep: Class 10 contains 2792 members Mstep: Class 11 contains 52260 members Mstep: Class 12 contains 2761 members Mstep: Class 13 contains 1965 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3099 members Mstep: Class 17 contains 2709 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65917 members Mstep: Class 20 contains 5230 members Mstep: Class 21 contains 241072 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429420.000000 Penalty: 71005.687500 Iteration 102Q: 23 clusters Score -5.542942e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27434 members Mstep: Class 4 contains 9067 members Mstep: Class 5 contains 3469 members Mstep: Class 6 contains 4870 members Mstep: Class 7 contains 14155 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7940 members Mstep: Class 10 contains 2792 members Mstep: Class 11 contains 52260 members Mstep: Class 12 contains 2761 members Mstep: Class 13 contains 1965 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3099 members Mstep: Class 17 contains 2709 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65917 members Mstep: Class 20 contains 5230 members Mstep: Class 21 contains 241070 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429416.000000 Penalty: 71005.687500 Iteration 103Q: 23 clusters Score -5.542942e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27434 members Mstep: Class 4 contains 9067 members Mstep: Class 5 contains 3469 members Mstep: Class 6 contains 4870 members Mstep: Class 7 contains 14156 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7941 members Mstep: Class 10 contains 2792 members Mstep: Class 11 contains 52260 members Mstep: Class 12 contains 2761 members Mstep: Class 13 contains 1965 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3097 members Mstep: Class 17 contains 2709 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65917 members Mstep: Class 20 contains 5230 members Mstep: Class 21 contains 241070 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429396.000000 Penalty: 71005.687500 Iteration 104Q: 23 clusters Score -5.54294e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27434 members Mstep: Class 4 contains 9067 members Mstep: Class 5 contains 3469 members Mstep: Class 6 contains 4870 members Mstep: Class 7 contains 14157 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7942 members Mstep: Class 10 contains 2792 members Mstep: Class 11 contains 52260 members Mstep: Class 12 contains 2761 members Mstep: Class 13 contains 1965 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3095 members Mstep: Class 17 contains 2709 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65917 members Mstep: Class 20 contains 5230 members Mstep: Class 21 contains 241070 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429416.000000 Penalty: 71005.687500 Iteration 105Q: 23 clusters Score -5.542942e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27434 members Mstep: Class 4 contains 9067 members Mstep: Class 5 contains 3469 members Mstep: Class 6 contains 4870 members Mstep: Class 7 contains 14158 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7944 members Mstep: Class 10 contains 2792 members Mstep: Class 11 contains 52260 members Mstep: Class 12 contains 2761 members Mstep: Class 13 contains 1965 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3093 members Mstep: Class 17 contains 2709 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65917 members Mstep: Class 20 contains 5230 members Mstep: Class 21 contains 241069 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429388.000000 Penalty: 71005.687500 Iteration 106Q: 23 clusters Score -5.542939e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27434 members Mstep: Class 4 contains 9067 members Mstep: Class 5 contains 3469 members Mstep: Class 6 contains 4870 members Mstep: Class 7 contains 14159 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7945 members Mstep: Class 10 contains 2792 members Mstep: Class 11 contains 52260 members Mstep: Class 12 contains 2761 members Mstep: Class 13 contains 1965 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3094 members Mstep: Class 17 contains 2709 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65917 members Mstep: Class 20 contains 5230 members Mstep: Class 21 contains 241066 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429392.000000 Penalty: 71005.687500 Iteration 107Q: 23 clusters Score -5.542939e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27434 members Mstep: Class 4 contains 9067 members Mstep: Class 5 contains 3469 members Mstep: Class 6 contains 4870 members Mstep: Class 7 contains 14161 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7947 members Mstep: Class 10 contains 2792 members Mstep: Class 11 contains 52260 members Mstep: Class 12 contains 2761 members Mstep: Class 13 contains 1965 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3094 members Mstep: Class 17 contains 2709 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65917 members Mstep: Class 20 contains 5230 members Mstep: Class 21 contains 241062 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429388.000000 Penalty: 71005.687500 Iteration 108Q: 23 clusters Score -5.542939e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27434 members Mstep: Class 4 contains 9067 members Mstep: Class 5 contains 3469 members Mstep: Class 6 contains 4870 members Mstep: Class 7 contains 14161 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7947 members Mstep: Class 10 contains 2792 members Mstep: Class 11 contains 52260 members Mstep: Class 12 contains 2761 members Mstep: Class 13 contains 1965 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3094 members Mstep: Class 17 contains 2709 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65917 members Mstep: Class 20 contains 5230 members Mstep: Class 21 contains 241062 members Mstep: Class 22 contains 575 members Entering Unmasked Estep ConsiderDeletion Score: -55429388.000000 Penalty: 71005.687500 Iteration 109F: 23 clusters Score -5.542939e+07 nChanged 0 Entering ConstructFrom: Score: -55429388.000000 Penalty: 71005.687500 Entering ConstructFrom: Trying to split cluster 1 (371 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Entering Unmasked Estep Score: -37519.484375 Penalty: 1467.218140 Iteration 0F: 2 clusters Score -37519.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -36272.343750 Penalty: 2934.436279 Iteration 0F: 3 clusters Score -36272.34 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -36534.550781 Penalty: 2934.436279 Iteration 1F: 3 clusters Score -36534.55 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -36706.515625 Penalty: 2934.436279 Iteration 2F: 3 clusters Score -36706.52 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -36793.773438 Penalty: 2934.436279 Iteration 3Q: 3 clusters Score -36793.77 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -36864.542969 Penalty: 2934.436279 Iteration 4Q: 3 clusters Score -36864.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -36895.734375 Penalty: 2934.436279 Iteration 5Q: 3 clusters Score -36895.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -36907.808594 Penalty: 2934.436279 Iteration 6Q: 3 clusters Score -36907.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -36911.417969 Penalty: 2934.436279 Iteration 7Q: 3 clusters Score -36911.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -36921.097656 Penalty: 2934.436279 Iteration 8Q: 3 clusters Score -36921.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -36938.703125 Penalty: 2934.436279 Iteration 9Q: 3 clusters Score -36938.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -36942.425781 Penalty: 2934.436279 Iteration 10Q: 3 clusters Score -36942.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -36944.410156 Penalty: 2934.436279 Iteration 11F: 3 clusters Score -36944.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -36999.917969 Penalty: 2934.436279 Iteration 12Q: 3 clusters Score -36999.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -37006.820312 Penalty: 2934.436279 Iteration 13Q: 3 clusters Score -37006.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -37009.386719 Penalty: 2934.436279 Iteration 14Q: 3 clusters Score -37009.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -37018.574219 Penalty: 2934.436279 Iteration 15Q: 3 clusters Score -37018.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -37023.851562 Penalty: 2934.436279 Iteration 16Q: 3 clusters Score -37023.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -37026.691406 Penalty: 2934.436279 Iteration 17Q: 3 clusters Score -37026.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -37026.691406 Penalty: 2934.436279 Iteration 18F: 3 clusters Score -37026.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (818 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Entering Unmasked Estep Score: -86116.312500 Penalty: 1663.301880 Iteration 0F: 2 clusters Score -86116.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -84432.812500 Penalty: 3326.603760 Iteration 0F: 3 clusters Score -84432.81 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -84792.281250 Penalty: 3326.603760 Iteration 1F: 3 clusters Score -84792.28 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -85035.992188 Penalty: 3326.603760 Iteration 2F: 3 clusters Score -85035.99 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -85380.320312 Penalty: 3326.603760 Iteration 3F: 3 clusters Score -85380.32 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -85732.750000 Penalty: 3326.603760 Iteration 4F: 3 clusters Score -85732.75 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -85853.187500 Penalty: 3326.603760 Iteration 5Q: 3 clusters Score -85853.19 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -85910.750000 Penalty: 3326.603760 Iteration 6Q: 3 clusters Score -85910.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -85972.679688 Penalty: 3326.603760 Iteration 7Q: 3 clusters Score -85972.68 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -86073.843750 Penalty: 3326.603760 Iteration 8Q: 3 clusters Score -86073.84 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -86192.093750 Penalty: 3326.603760 Iteration 9Q: 3 clusters Score -86192.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -86372.562500 Penalty: 3326.603760 Iteration 10Q: 3 clusters Score -86372.56 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -86514.679688 Penalty: 3326.603760 Iteration 11Q: 3 clusters Score -86514.68 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -86552.734375 Penalty: 3326.603760 Iteration 12Q: 3 clusters Score -86552.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -86566.046875 Penalty: 3326.603760 Iteration 13Q: 3 clusters Score -86566.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -86579.492188 Penalty: 3326.603760 Iteration 14Q: 3 clusters Score -86579.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -86586.796875 Penalty: 3326.603760 Iteration 15Q: 3 clusters Score -86586.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -86589.570312 Penalty: 3326.603760 Iteration 16Q: 3 clusters Score -86589.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -86590.976562 Penalty: 3326.603760 Iteration 17Q: 3 clusters Score -86590.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -86596.234375 Penalty: 3326.603760 Iteration 18Q: 3 clusters Score -86596.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -86603.304688 Penalty: 3326.603760 Iteration 19Q: 3 clusters Score -86603.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -86608.367188 Penalty: 3326.603760 Iteration 20F: 3 clusters Score -86608.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -86618.820312 Penalty: 3326.603760 Iteration 21Q: 3 clusters Score -86618.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -86627.164062 Penalty: 3326.603760 Iteration 22Q: 3 clusters Score -86627.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -86634.398438 Penalty: 3326.603760 Iteration 23Q: 3 clusters Score -86634.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -86646.093750 Penalty: 3326.603760 Iteration 24Q: 3 clusters Score -86646.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -86658.226562 Penalty: 3326.603760 Iteration 25Q: 3 clusters Score -86658.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -86659.929688 Penalty: 3326.603760 Iteration 26Q: 3 clusters Score -86659.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -86666.992188 Penalty: 3326.603760 Iteration 27Q: 3 clusters Score -86666.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -86675.242188 Penalty: 3326.603760 Iteration 28Q: 3 clusters Score -86675.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -86682.054688 Penalty: 3326.603760 Iteration 29Q: 3 clusters Score -86682.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -86689.531250 Penalty: 3326.603760 Iteration 30Q: 3 clusters Score -86689.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -86698.843750 Penalty: 3326.603760 Iteration 31Q: 3 clusters Score -86698.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -86700.585938 Penalty: 3326.603760 Iteration 32Q: 3 clusters Score -86700.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -86705.007812 Penalty: 3326.603760 Iteration 33F: 3 clusters Score -86705.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -86719.250000 Penalty: 3326.603760 Iteration 34Q: 3 clusters Score -86719.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -86726.414062 Penalty: 3326.603760 Iteration 35Q: 3 clusters Score -86726.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -86735.343750 Penalty: 3326.603760 Iteration 36Q: 3 clusters Score -86735.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -86741.250000 Penalty: 3326.603760 Iteration 37Q: 3 clusters Score -86741.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -86747.078125 Penalty: 3326.603760 Iteration 38Q: 3 clusters Score -86747.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -86748.976562 Penalty: 3326.603760 Iteration 39Q: 3 clusters Score -86748.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -86748.976562 Penalty: 3326.603760 Iteration 40F: 3 clusters Score -86748.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 468 members Mstep: Class 3 contains 27434 members Mstep: Class 4 contains 9067 members Mstep: Class 5 contains 3469 members Mstep: Class 6 contains 4870 members Mstep: Class 7 contains 14161 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7947 members Mstep: Class 10 contains 2792 members Mstep: Class 11 contains 52260 members Mstep: Class 12 contains 2761 members Mstep: Class 13 contains 1965 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3094 members Mstep: Class 17 contains 2709 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65917 members Mstep: Class 20 contains 5230 members Mstep: Class 21 contains 241062 members Mstep: Class 22 contains 575 members Mstep: Class 23 contains 350 members Entering Unmasked Estep Score: -55428476.000000 Penalty: 74233.218750 Splitting cluster 2 changes total score from -55429388.000000 to -55428476.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (27434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27434 members Entering Unmasked Estep Score: -3389879.750000 Penalty: 2534.445557 Iteration 0F: 2 clusters Score -3389880 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13801 members Mstep: Class 2 contains 13633 members Entering Unmasked Estep Score: -3370885.500000 Penalty: 5068.891113 Iteration 0F: 3 clusters Score -3370886 nChanged 12311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14388 members Mstep: Class 2 contains 13046 members Entering Unmasked Estep Score: -3377546.500000 Penalty: 5068.891113 Iteration 1F: 3 clusters Score -3377546 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14724 members Mstep: Class 2 contains 12710 members Entering Unmasked Estep Score: -3377954.750000 Penalty: 5068.891113 Iteration 2Q: 3 clusters Score -3377955 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15134 members Mstep: Class 2 contains 12300 members Entering Unmasked Estep Score: -3378341.000000 Penalty: 5068.891113 Iteration 3Q: 3 clusters Score -3378341 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15693 members Mstep: Class 2 contains 11741 members Entering Unmasked Estep Score: -3378767.500000 Penalty: 5068.891113 Iteration 4Q: 3 clusters Score -3378768 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16448 members Mstep: Class 2 contains 10986 members Entering Unmasked Estep Score: -3379223.000000 Penalty: 5068.891113 Iteration 5Q: 3 clusters Score -3379223 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17370 members Mstep: Class 2 contains 10064 members Entering Unmasked Estep Score: -3379714.750000 Penalty: 5068.891113 Iteration 6Q: 3 clusters Score -3379715 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18534 members Mstep: Class 2 contains 8900 members Entering Unmasked Estep Score: -3380414.750000 Penalty: 5068.891113 Iteration 7Q: 3 clusters Score -3380415 nChanged 1500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19972 members Mstep: Class 2 contains 7462 members Entering Unmasked Estep Score: -3381392.000000 Penalty: 5068.891113 Iteration 8F: 3 clusters Score -3381392 nChanged 1723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21671 members Mstep: Class 2 contains 5763 members Entering Unmasked Estep Score: -3382682.500000 Penalty: 5068.891113 Iteration 9F: 3 clusters Score -3382682 nChanged 1780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23433 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -3384169.250000 Penalty: 5068.891113 Iteration 10F: 3 clusters Score -3384169 nChanged 1566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24989 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -3385544.500000 Penalty: 5068.891113 Iteration 11F: 3 clusters Score -3385544 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26031 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -3386484.500000 Penalty: 5068.891113 Iteration 12Q: 3 clusters Score -3386484 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26622 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -3387028.000000 Penalty: 5068.891113 Iteration 13Q: 3 clusters Score -3387028 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26895 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -3387330.000000 Penalty: 5068.891113 Iteration 14Q: 3 clusters Score -3387330 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27026 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -3387500.250000 Penalty: 5068.891113 Iteration 15Q: 3 clusters Score -3387500 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27072 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -3387583.500000 Penalty: 5068.891113 Iteration 16Q: 3 clusters Score -3387584 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27109 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -3387635.000000 Penalty: 5068.891113 Iteration 17Q: 3 clusters Score -3387635 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27122 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -3387655.000000 Penalty: 5068.891113 Iteration 18Q: 3 clusters Score -3387655 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27127 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -3387667.250000 Penalty: 5068.891113 Iteration 19Q: 3 clusters Score -3387667 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27130 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -3387672.000000 Penalty: 5068.891113 Iteration 20F: 3 clusters Score -3387672 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27131 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -3387671.750000 Penalty: 5068.891113 Iteration 21Q: 3 clusters Score -3387672 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27132 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -3387676.750000 Penalty: 5068.891113 Iteration 22Q: 3 clusters Score -3387677 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27132 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -3387678.000000 Penalty: 5068.891113 Iteration 23Q: 3 clusters Score -3387678 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27131 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -3387678.250000 Penalty: 5068.891113 Iteration 24Q: 3 clusters Score -3387678 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27131 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -3387678.250000 Penalty: 5068.891113 Iteration 25F: 3 clusters Score -3387678 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (9067 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9067 members Entering Unmasked Estep Score: -1157445.750000 Penalty: 2259.874512 Iteration 0F: 2 clusters Score -1157446 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -1150352.625000 Penalty: 4519.749023 Iteration 0F: 3 clusters Score -1150353 nChanged 3722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 5166 members Entering Unmasked Estep Score: -1152457.500000 Penalty: 4519.749023 Iteration 1F: 3 clusters Score -1152458 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 5508 members Entering Unmasked Estep Score: -1152984.500000 Penalty: 4519.749023 Iteration 2F: 3 clusters Score -1152984 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -1153695.000000 Penalty: 4519.749023 Iteration 3F: 3 clusters Score -1153695 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 6437 members Entering Unmasked Estep Score: -1154529.625000 Penalty: 4519.749023 Iteration 4F: 3 clusters Score -1154530 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 6987 members Entering Unmasked Estep Score: -1155343.250000 Penalty: 4519.749023 Iteration 5F: 3 clusters Score -1155343 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 7400 members Entering Unmasked Estep Score: -1155847.625000 Penalty: 4519.749023 Iteration 6F: 3 clusters Score -1155848 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 7674 members Entering Unmasked Estep Score: -1156141.625000 Penalty: 4519.749023 Iteration 7Q: 3 clusters Score -1156142 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 7824 members Entering Unmasked Estep Score: -1156267.000000 Penalty: 4519.749023 Iteration 8Q: 3 clusters Score -1156267 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 7929 members Entering Unmasked Estep Score: -1156344.375000 Penalty: 4519.749023 Iteration 9Q: 3 clusters Score -1156344 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 8011 members Entering Unmasked Estep Score: -1156390.625000 Penalty: 4519.749023 Iteration 10Q: 3 clusters Score -1156391 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 8054 members Entering Unmasked Estep Score: -1156412.125000 Penalty: 4519.749023 Iteration 11Q: 3 clusters Score -1156412 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 8070 members Entering Unmasked Estep Score: -1156419.375000 Penalty: 4519.749023 Iteration 12Q: 3 clusters Score -1156419 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 8079 members Entering Unmasked Estep Score: -1156424.500000 Penalty: 4519.749023 Iteration 13Q: 3 clusters Score -1156424 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 8086 members Entering Unmasked Estep Score: -1156428.125000 Penalty: 4519.749023 Iteration 14Q: 3 clusters Score -1156428 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 8092 members Entering Unmasked Estep Score: -1156432.375000 Penalty: 4519.749023 Iteration 15Q: 3 clusters Score -1156432 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 8099 members Entering Unmasked Estep Score: -1156434.375000 Penalty: 4519.749023 Iteration 16Q: 3 clusters Score -1156434 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 8104 members Entering Unmasked Estep Score: -1156438.500000 Penalty: 4519.749023 Iteration 17Q: 3 clusters Score -1156438 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 8111 members Entering Unmasked Estep Score: -1156437.625000 Penalty: 4519.749023 Iteration 18Q: 3 clusters Score -1156438 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 8120 members Entering Unmasked Estep Score: -1156439.875000 Penalty: 4519.749023 Iteration 19Q: 3 clusters Score -1156440 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 8128 members Entering Unmasked Estep Score: -1156445.750000 Penalty: 4519.749023 Iteration 20F: 3 clusters Score -1156446 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 8133 members Entering Unmasked Estep Score: -1156444.625000 Penalty: 4519.749023 Iteration 21Q: 3 clusters Score -1156445 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 8136 members Entering Unmasked Estep Score: -1156448.500000 Penalty: 4519.749023 Iteration 22Q: 3 clusters Score -1156448 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 8139 members Entering Unmasked Estep Score: -1156453.375000 Penalty: 4519.749023 Iteration 23Q: 3 clusters Score -1156453 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 8146 members Entering Unmasked Estep Score: -1156457.625000 Penalty: 4519.749023 Iteration 24Q: 3 clusters Score -1156458 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 8149 members Entering Unmasked Estep Score: -1156458.750000 Penalty: 4519.749023 Iteration 25Q: 3 clusters Score -1156459 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 8150 members Entering Unmasked Estep Score: -1156459.625000 Penalty: 4519.749023 Iteration 26Q: 3 clusters Score -1156460 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 8150 members Entering Unmasked Estep Score: -1156459.625000 Penalty: 4519.749023 Iteration 27F: 3 clusters Score -1156460 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3469 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Entering Unmasked Estep Score: -432222.843750 Penalty: 2021.602173 Iteration 0F: 2 clusters Score -432222.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -428668.718750 Penalty: 4043.204346 Iteration 0F: 3 clusters Score -428668.7 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -429389.531250 Penalty: 4043.204346 Iteration 1F: 3 clusters Score -429389.5 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -429561.625000 Penalty: 4043.204346 Iteration 2F: 3 clusters Score -429561.6 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -429664.718750 Penalty: 4043.204346 Iteration 3Q: 3 clusters Score -429664.7 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -429736.718750 Penalty: 4043.204346 Iteration 4Q: 3 clusters Score -429736.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -429784.468750 Penalty: 4043.204346 Iteration 5Q: 3 clusters Score -429784.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -429818.062500 Penalty: 4043.204346 Iteration 6Q: 3 clusters Score -429818.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -429856.250000 Penalty: 4043.204346 Iteration 7Q: 3 clusters Score -429856.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -429883.406250 Penalty: 4043.204346 Iteration 8Q: 3 clusters Score -429883.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -429911.281250 Penalty: 4043.204346 Iteration 9Q: 3 clusters Score -429911.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -429934.250000 Penalty: 4043.204346 Iteration 10Q: 3 clusters Score -429934.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -429956.406250 Penalty: 4043.204346 Iteration 11Q: 3 clusters Score -429956.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -429975.406250 Penalty: 4043.204346 Iteration 12Q: 3 clusters Score -429975.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -429994.312500 Penalty: 4043.204346 Iteration 13Q: 3 clusters Score -429994.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -430014.625000 Penalty: 4043.204346 Iteration 14Q: 3 clusters Score -430014.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -430029.968750 Penalty: 4043.204346 Iteration 15Q: 3 clusters Score -430030 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -430041.968750 Penalty: 4043.204346 Iteration 16Q: 3 clusters Score -430042 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -430052.343750 Penalty: 4043.204346 Iteration 17Q: 3 clusters Score -430052.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -430059.656250 Penalty: 4043.204346 Iteration 18Q: 3 clusters Score -430059.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -430067.687500 Penalty: 4043.204346 Iteration 19Q: 3 clusters Score -430067.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -430076.500000 Penalty: 4043.204346 Iteration 20F: 3 clusters Score -430076.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -430085.968750 Penalty: 4043.204346 Iteration 21Q: 3 clusters Score -430086 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -430094.843750 Penalty: 4043.204346 Iteration 22Q: 3 clusters Score -430094.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -430102.843750 Penalty: 4043.204346 Iteration 23Q: 3 clusters Score -430102.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -430108.437500 Penalty: 4043.204346 Iteration 24Q: 3 clusters Score -430108.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -430114.562500 Penalty: 4043.204346 Iteration 25Q: 3 clusters Score -430114.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -430125.093750 Penalty: 4043.204346 Iteration 26Q: 3 clusters Score -430125.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -430134.875000 Penalty: 4043.204346 Iteration 27Q: 3 clusters Score -430134.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -430141.218750 Penalty: 4043.204346 Iteration 28Q: 3 clusters Score -430141.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -430146.781250 Penalty: 4043.204346 Iteration 29Q: 3 clusters Score -430146.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -430152.718750 Penalty: 4043.204346 Iteration 30Q: 3 clusters Score -430152.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -430159.593750 Penalty: 4043.204346 Iteration 31Q: 3 clusters Score -430159.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -430165.562500 Penalty: 4043.204346 Iteration 32Q: 3 clusters Score -430165.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -430171.093750 Penalty: 4043.204346 Iteration 33Q: 3 clusters Score -430171.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -430175.750000 Penalty: 4043.204346 Iteration 34Q: 3 clusters Score -430175.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -430181.562500 Penalty: 4043.204346 Iteration 35Q: 3 clusters Score -430181.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -430183.562500 Penalty: 4043.204346 Iteration 36Q: 3 clusters Score -430183.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -430183.968750 Penalty: 4043.204346 Iteration 37Q: 3 clusters Score -430184 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -430183.843750 Penalty: 4043.204346 Iteration 38Q: 3 clusters Score -430183.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -430183.781250 Penalty: 4043.204346 Iteration 39Q: 3 clusters Score -430183.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -430183.781250 Penalty: 4043.204346 Iteration 40F: 3 clusters Score -430183.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4870 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4870 members Entering Unmasked Estep Score: -624771.687500 Penalty: 2105.730713 Iteration 0F: 2 clusters Score -624771.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -620374.000000 Penalty: 4211.461426 Iteration 0F: 3 clusters Score -620374 nChanged 1840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -621360.812500 Penalty: 4211.461426 Iteration 1F: 3 clusters Score -621360.8 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -621549.500000 Penalty: 4211.461426 Iteration 2F: 3 clusters Score -621549.5 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -621692.437500 Penalty: 4211.461426 Iteration 3F: 3 clusters Score -621692.4 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -621792.000000 Penalty: 4211.461426 Iteration 4Q: 3 clusters Score -621792 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -621853.687500 Penalty: 4211.461426 Iteration 5Q: 3 clusters Score -621853.7 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -621896.625000 Penalty: 4211.461426 Iteration 6Q: 3 clusters Score -621896.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -621919.875000 Penalty: 4211.461426 Iteration 7Q: 3 clusters Score -621919.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -621944.000000 Penalty: 4211.461426 Iteration 8Q: 3 clusters Score -621944 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -621964.375000 Penalty: 4211.461426 Iteration 9Q: 3 clusters Score -621964.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -621982.937500 Penalty: 4211.461426 Iteration 10Q: 3 clusters Score -621982.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -622002.437500 Penalty: 4211.461426 Iteration 11Q: 3 clusters Score -622002.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -622019.875000 Penalty: 4211.461426 Iteration 12Q: 3 clusters Score -622019.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -622035.062500 Penalty: 4211.461426 Iteration 13Q: 3 clusters Score -622035.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -622047.312500 Penalty: 4211.461426 Iteration 14Q: 3 clusters Score -622047.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -622055.562500 Penalty: 4211.461426 Iteration 15Q: 3 clusters Score -622055.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -622066.750000 Penalty: 4211.461426 Iteration 16Q: 3 clusters Score -622066.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -622078.187500 Penalty: 4211.461426 Iteration 17Q: 3 clusters Score -622078.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -622088.312500 Penalty: 4211.461426 Iteration 18Q: 3 clusters Score -622088.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -622101.375000 Penalty: 4211.461426 Iteration 19Q: 3 clusters Score -622101.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -622110.312500 Penalty: 4211.461426 Iteration 20F: 3 clusters Score -622110.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -622119.375000 Penalty: 4211.461426 Iteration 21Q: 3 clusters Score -622119.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -622124.250000 Penalty: 4211.461426 Iteration 22Q: 3 clusters Score -622124.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -622130.187500 Penalty: 4211.461426 Iteration 23Q: 3 clusters Score -622130.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -622137.187500 Penalty: 4211.461426 Iteration 24Q: 3 clusters Score -622137.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -622143.625000 Penalty: 4211.461426 Iteration 25Q: 3 clusters Score -622143.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -622150.000000 Penalty: 4211.461426 Iteration 26Q: 3 clusters Score -622150 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -622155.187500 Penalty: 4211.461426 Iteration 27Q: 3 clusters Score -622155.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -622159.125000 Penalty: 4211.461426 Iteration 28Q: 3 clusters Score -622159.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -622164.250000 Penalty: 4211.461426 Iteration 29Q: 3 clusters Score -622164.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -622168.812500 Penalty: 4211.461426 Iteration 30Q: 3 clusters Score -622168.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -622173.000000 Penalty: 4211.461426 Iteration 31Q: 3 clusters Score -622173 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -622177.687500 Penalty: 4211.461426 Iteration 32Q: 3 clusters Score -622177.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -622181.125000 Penalty: 4211.461426 Iteration 33Q: 3 clusters Score -622181.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -622185.250000 Penalty: 4211.461426 Iteration 34Q: 3 clusters Score -622185.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -622189.187500 Penalty: 4211.461426 Iteration 35Q: 3 clusters Score -622189.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -622195.750000 Penalty: 4211.461426 Iteration 36Q: 3 clusters Score -622195.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -622197.562500 Penalty: 4211.461426 Iteration 37Q: 3 clusters Score -622197.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -622202.500000 Penalty: 4211.461426 Iteration 38Q: 3 clusters Score -622202.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -622206.562500 Penalty: 4211.461426 Iteration 39Q: 3 clusters Score -622206.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -622208.625000 Penalty: 4211.461426 Iteration 40F: 3 clusters Score -622208.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -622208.937500 Penalty: 4211.461426 Iteration 41Q: 3 clusters Score -622208.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -622209.500000 Penalty: 4211.461426 Iteration 42Q: 3 clusters Score -622209.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -622211.312500 Penalty: 4211.461426 Iteration 43Q: 3 clusters Score -622211.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -622210.500000 Penalty: 4211.461426 Iteration 44Q: 3 clusters Score -622210.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -622210.812500 Penalty: 4211.461426 Iteration 45Q: 3 clusters Score -622210.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -622210.812500 Penalty: 4211.461426 Iteration 46F: 3 clusters Score -622210.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (14161 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14161 members Entering Unmasked Estep Score: -1797660.625000 Penalty: 2370.445068 Iteration 0F: 2 clusters Score -1797661 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7040 members Mstep: Class 2 contains 7121 members Entering Unmasked Estep Score: -1787257.875000 Penalty: 4740.890137 Iteration 0F: 3 clusters Score -1787258 nChanged 6061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6893 members Mstep: Class 2 contains 7268 members Entering Unmasked Estep Score: -1790576.000000 Penalty: 4740.890137 Iteration 1F: 3 clusters Score -1790576 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6790 members Mstep: Class 2 contains 7371 members Entering Unmasked Estep Score: -1791117.250000 Penalty: 4740.890137 Iteration 2F: 3 clusters Score -1791117 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6602 members Mstep: Class 2 contains 7559 members Entering Unmasked Estep Score: -1791735.625000 Penalty: 4740.890137 Iteration 3F: 3 clusters Score -1791736 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6345 members Mstep: Class 2 contains 7816 members Entering Unmasked Estep Score: -1792406.625000 Penalty: 4740.890137 Iteration 4F: 3 clusters Score -1792407 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6017 members Mstep: Class 2 contains 8144 members Entering Unmasked Estep Score: -1793123.500000 Penalty: 4740.890137 Iteration 5F: 3 clusters Score -1793124 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5683 members Mstep: Class 2 contains 8478 members Entering Unmasked Estep Score: -1793894.500000 Penalty: 4740.890137 Iteration 6F: 3 clusters Score -1793894 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5501 members Mstep: Class 2 contains 8660 members Entering Unmasked Estep Score: -1794597.000000 Penalty: 4740.890137 Iteration 7F: 3 clusters Score -1794597 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 8711 members Entering Unmasked Estep Score: -1795156.375000 Penalty: 4740.890137 Iteration 8Q: 3 clusters Score -1795156 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5595 members Mstep: Class 2 contains 8566 members Entering Unmasked Estep Score: -1795588.375000 Penalty: 4740.890137 Iteration 9Q: 3 clusters Score -1795588 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5862 members Mstep: Class 2 contains 8299 members Entering Unmasked Estep Score: -1795946.875000 Penalty: 4740.890137 Iteration 10Q: 3 clusters Score -1795947 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6205 members Mstep: Class 2 contains 7956 members Entering Unmasked Estep Score: -1796297.875000 Penalty: 4740.890137 Iteration 11Q: 3 clusters Score -1796298 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6599 members Mstep: Class 2 contains 7562 members Entering Unmasked Estep Score: -1796625.750000 Penalty: 4740.890137 Iteration 12Q: 3 clusters Score -1796626 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6992 members Mstep: Class 2 contains 7169 members Entering Unmasked Estep Score: -1796952.000000 Penalty: 4740.890137 Iteration 13Q: 3 clusters Score -1796952 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7394 members Mstep: Class 2 contains 6767 members Entering Unmasked Estep Score: -1797304.750000 Penalty: 4740.890137 Iteration 14Q: 3 clusters Score -1797305 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7762 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -1797606.625000 Penalty: 4740.890137 Iteration 15Q: 3 clusters Score -1797607 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8083 members Mstep: Class 2 contains 6078 members Entering Unmasked Estep Score: -1797845.625000 Penalty: 4740.890137 Iteration 16Q: 3 clusters Score -1797846 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8316 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -1797967.625000 Penalty: 4740.890137 Iteration 17Q: 3 clusters Score -1797968 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8479 members Mstep: Class 2 contains 5682 members Entering Unmasked Estep Score: -1798042.125000 Penalty: 4740.890137 Iteration 18Q: 3 clusters Score -1798042 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8618 members Mstep: Class 2 contains 5543 members Entering Unmasked Estep Score: -1798106.625000 Penalty: 4740.890137 Iteration 19Q: 3 clusters Score -1798107 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8729 members Mstep: Class 2 contains 5432 members Entering Unmasked Estep Score: -1798137.000000 Penalty: 4740.890137 Iteration 20F: 3 clusters Score -1798137 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8816 members Mstep: Class 2 contains 5345 members Entering Unmasked Estep Score: -1798167.375000 Penalty: 4740.890137 Iteration 21Q: 3 clusters Score -1798167 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8876 members Mstep: Class 2 contains 5285 members Entering Unmasked Estep Score: -1798182.250000 Penalty: 4740.890137 Iteration 22Q: 3 clusters Score -1798182 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8909 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -1798189.250000 Penalty: 4740.890137 Iteration 23Q: 3 clusters Score -1798189 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8932 members Mstep: Class 2 contains 5229 members Entering Unmasked Estep Score: -1798191.625000 Penalty: 4740.890137 Iteration 24Q: 3 clusters Score -1798192 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8945 members Mstep: Class 2 contains 5216 members Entering Unmasked Estep Score: -1798191.875000 Penalty: 4740.890137 Iteration 25Q: 3 clusters Score -1798192 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8953 members Mstep: Class 2 contains 5208 members Entering Unmasked Estep Score: -1798194.500000 Penalty: 4740.890137 Iteration 26Q: 3 clusters Score -1798194 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8958 members Mstep: Class 2 contains 5203 members Entering Unmasked Estep Score: -1798196.375000 Penalty: 4740.890137 Iteration 27Q: 3 clusters Score -1798196 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8963 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -1798198.875000 Penalty: 4740.890137 Iteration 28Q: 3 clusters Score -1798199 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8965 members Mstep: Class 2 contains 5196 members Entering Unmasked Estep Score: -1798196.500000 Penalty: 4740.890137 Iteration 29Q: 3 clusters Score -1798196 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8967 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -1798195.250000 Penalty: 4740.890137 Iteration 30Q: 3 clusters Score -1798195 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8970 members Mstep: Class 2 contains 5191 members Entering Unmasked Estep Score: -1798192.750000 Penalty: 4740.890137 Iteration 31Q: 3 clusters Score -1798193 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8970 members Mstep: Class 2 contains 5191 members Entering Unmasked Estep Score: -1798192.750000 Penalty: 4740.890137 Iteration 32F: 3 clusters Score -1798193 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 230 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 818 members Mstep: Class 3 contains 27434 members Mstep: Class 4 contains 9067 members Mstep: Class 5 contains 3469 members Mstep: Class 6 contains 4870 members Mstep: Class 7 contains 8970 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 7947 members Mstep: Class 10 contains 2792 members Mstep: Class 11 contains 52260 members Mstep: Class 12 contains 2761 members Mstep: Class 13 contains 1965 members Mstep: Class 14 contains 587 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 3094 members Mstep: Class 17 contains 2709 members Mstep: Class 18 contains 583 members Mstep: Class 19 contains 65917 members Mstep: Class 20 contains 5230 members Mstep: Class 21 contains 241062 members Mstep: Class 22 contains 575 members Mstep: Class 23 contains 5191 members Entering Unmasked Estep Score: -55429052.000000 Penalty: 74233.218750 Splitting cluster 7 changes total score from -55429388.000000 to -55429052.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Entering Unmasked Estep Score: -27130.687500 Penalty: 1363.297729 Iteration 0F: 2 clusters Score -27130.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -25930.552734 Penalty: 2726.595459 Iteration 0F: 3 clusters Score -25930.55 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -26006.964844 Penalty: 2726.595459 Iteration 1F: 3 clusters Score -26006.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -26013.453125 Penalty: 2726.595459 Iteration 2Q: 3 clusters Score -26013.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -26013.453125 Penalty: 2726.595459 Iteration 3F: 3 clusters Score -26013.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7947 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7947 members Entering Unmasked Estep Score: -1022304.125000 Penalty: 2227.176270 Iteration 0F: 2 clusters Score -1022304 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -1015992.687500 Penalty: 4454.352539 Iteration 0F: 3 clusters Score -1015993 nChanged 3233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -1017662.062500 Penalty: 4454.352539 Iteration 1F: 3 clusters Score -1017662 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -1017878.500000 Penalty: 4454.352539 Iteration 2F: 3 clusters Score -1017878 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -1018035.187500 Penalty: 4454.352539 Iteration 3Q: 3 clusters Score -1018035 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -1018156.187500 Penalty: 4454.352539 Iteration 4Q: 3 clusters Score -1018156 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -1018261.375000 Penalty: 4454.352539 Iteration 5Q: 3 clusters Score -1018261 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -1018349.250000 Penalty: 4454.352539 Iteration 6Q: 3 clusters Score -1018349 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -1018475.312500 Penalty: 4454.352539 Iteration 7Q: 3 clusters Score -1018475 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -1018581.812500 Penalty: 4454.352539 Iteration 8Q: 3 clusters Score -1018582 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -1018701.250000 Penalty: 4454.352539 Iteration 9Q: 3 clusters Score -1018701 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -1018827.500000 Penalty: 4454.352539 Iteration 10Q: 3 clusters Score -1018828 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -1018971.125000 Penalty: 4454.352539 Iteration 11Q: 3 clusters Score -1018971 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 5102 members Entering Unmasked Estep Score: -1019109.875000 Penalty: 4454.352539 Iteration 12Q: 3 clusters Score -1019110 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 5234 members Entering Unmasked Estep Score: -1019248.875000 Penalty: 4454.352539 Iteration 13Q: 3 clusters Score -1019249 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 5373 members Entering Unmasked Estep Score: -1019375.875000 Penalty: 4454.352539 Iteration 14Q: 3 clusters Score -1019376 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 5500 members Entering Unmasked Estep Score: -1019488.062500 Penalty: 4454.352539 Iteration 15Q: 3 clusters Score -1019488 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -1019582.312500 Penalty: 4454.352539 Iteration 16Q: 3 clusters Score -1019582 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 5702 members Entering Unmasked Estep Score: -1019643.937500 Penalty: 4454.352539 Iteration 17Q: 3 clusters Score -1019644 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 5785 members Entering Unmasked Estep Score: -1019694.437500 Penalty: 4454.352539 Iteration 18Q: 3 clusters Score -1019694 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 5869 members Entering Unmasked Estep Score: -1019740.250000 Penalty: 4454.352539 Iteration 19Q: 3 clusters Score -1019740 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 5939 members Entering Unmasked Estep Score: -1019772.437500 Penalty: 4454.352539 Iteration 20F: 3 clusters Score -1019772 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -1019806.750000 Penalty: 4454.352539 Iteration 21Q: 3 clusters Score -1019807 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 6040 members Entering Unmasked Estep Score: -1019829.000000 Penalty: 4454.352539 Iteration 22Q: 3 clusters Score -1019829 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 6089 members Entering Unmasked Estep Score: -1019858.000000 Penalty: 4454.352539 Iteration 23Q: 3 clusters Score -1019858 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 6142 members Entering Unmasked Estep Score: -1019889.812500 Penalty: 4454.352539 Iteration 24Q: 3 clusters Score -1019890 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 6202 members Entering Unmasked Estep Score: -1019922.000000 Penalty: 4454.352539 Iteration 25Q: 3 clusters Score -1019922 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 6251 members Entering Unmasked Estep Score: -1019948.062500 Penalty: 4454.352539 Iteration 26Q: 3 clusters Score -1019948 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 6294 members Entering Unmasked Estep Score: -1019969.312500 Penalty: 4454.352539 Iteration 27Q: 3 clusters Score -1019969 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 6330 members Entering Unmasked Estep Score: -1019987.000000 Penalty: 4454.352539 Iteration 28Q: 3 clusters Score -1019987 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 6362 members Entering Unmasked Estep Score: -1020005.312500 Penalty: 4454.352539 Iteration 29Q: 3 clusters Score -1020005 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 6395 members Entering Unmasked Estep Score: -1020019.375000 Penalty: 4454.352539 Iteration 30Q: 3 clusters Score -1020019 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 6433 members Entering Unmasked Estep Score: -1020039.312500 Penalty: 4454.352539 Iteration 31Q: 3 clusters Score -1020039 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 6475 members Entering Unmasked Estep Score: -1020061.625000 Penalty: 4454.352539 Iteration 32Q: 3 clusters Score -1020062 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 6516 members Entering Unmasked Estep Score: -1020078.875000 Penalty: 4454.352539 Iteration 33Q: 3 clusters Score -1020079 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 6548 members Entering Unmasked Estep Score: -1020090.562500 Penalty: 4454.352539 Iteration 34Q: 3 clusters Score -1020091 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 6569 members Entering Unmasked Estep Score: -1020101.687500 Penalty: 4454.352539 Iteration 35Q: 3 clusters Score -1020102 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 6587 members Entering Unmasked Estep Score: -1020108.312500 Penalty: 4454.352539 Iteration 36Q: 3 clusters Score -1020108 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 6603 members Entering Unmasked Estep Score: -1020113.437500 Penalty: 4454.352539 Iteration 37Q: 3 clusters Score -1020113 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6619 members Entering Unmasked Estep Score: -1020120.687500 Penalty: 4454.352539 Iteration 38Q: 3 clusters Score -1020121 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 6642 members Entering Unmasked Estep Score: -1020128.687500 Penalty: 4454.352539 Iteration 39Q: 3 clusters Score -1020129 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 6656 members Entering Unmasked Estep Score: -1020135.250000 Penalty: 4454.352539 Iteration 40F: 3 clusters Score -1020135 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 6670 members Entering Unmasked Estep Score: -1020142.000000 Penalty: 4454.352539 Iteration 41Q: 3 clusters Score -1020142 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 6683 members Entering Unmasked Estep Score: -1020148.437500 Penalty: 4454.352539 Iteration 42Q: 3 clusters Score -1020148 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 6704 members Entering Unmasked Estep Score: -1020155.625000 Penalty: 4454.352539 Iteration 43Q: 3 clusters Score -1020156 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 6723 members Entering Unmasked Estep Score: -1020162.687500 Penalty: 4454.352539 Iteration 44Q: 3 clusters Score -1020163 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 6740 members Entering Unmasked Estep Score: -1020166.812500 Penalty: 4454.352539 Iteration 45Q: 3 clusters Score -1020167 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 6754 members Entering Unmasked Estep Score: -1020170.500000 Penalty: 4454.352539 Iteration 46Q: 3 clusters Score -1020170 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 6763 members Entering Unmasked Estep Score: -1020174.250000 Penalty: 4454.352539 Iteration 47Q: 3 clusters Score -1020174 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 6772 members Entering Unmasked Estep Score: -1020176.437500 Penalty: 4454.352539 Iteration 48Q: 3 clusters Score -1020176 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 6781 members Entering Unmasked Estep Score: -1020181.437500 Penalty: 4454.352539 Iteration 49Q: 3 clusters Score -1020181 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 6790 members Entering Unmasked Estep Score: -1020184.000000 Penalty: 4454.352539 Iteration 50Q: 3 clusters Score -1020184 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 6803 members Entering Unmasked Estep Score: -1020191.062500 Penalty: 4454.352539 Iteration 51Q: 3 clusters Score -1020191 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 6814 members Entering Unmasked Estep Score: -1020197.187500 Penalty: 4454.352539 Iteration 52Q: 3 clusters Score -1020197 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -1020204.437500 Penalty: 4454.352539 Iteration 53Q: 3 clusters Score -1020204 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 6850 members Entering Unmasked Estep Score: -1020214.187500 Penalty: 4454.352539 Iteration 54Q: 3 clusters Score -1020214 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 6864 members Entering Unmasked Estep Score: -1020220.062500 Penalty: 4454.352539 Iteration 55Q: 3 clusters Score -1020220 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 6873 members Entering Unmasked Estep Score: -1020225.750000 Penalty: 4454.352539 Iteration 56Q: 3 clusters Score -1020226 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 6883 members Entering Unmasked Estep Score: -1020228.437500 Penalty: 4454.352539 Iteration 57Q: 3 clusters Score -1020228 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -1020233.312500 Penalty: 4454.352539 Iteration 58Q: 3 clusters Score -1020233 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 6899 members Entering Unmasked Estep Score: -1020235.562500 Penalty: 4454.352539 Iteration 59Q: 3 clusters Score -1020236 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 6907 members Entering Unmasked Estep Score: -1020240.437500 Penalty: 4454.352539 Iteration 60F: 3 clusters Score -1020240 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 6921 members Entering Unmasked Estep Score: -1020246.000000 Penalty: 4454.352539 Iteration 61Q: 3 clusters Score -1020246 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 6935 members Entering Unmasked Estep Score: -1020253.062500 Penalty: 4454.352539 Iteration 62Q: 3 clusters Score -1020253 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -1020255.437500 Penalty: 4454.352539 Iteration 63Q: 3 clusters Score -1020255 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 6953 members Entering Unmasked Estep Score: -1020258.750000 Penalty: 4454.352539 Iteration 64Q: 3 clusters Score -1020259 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 6961 members Entering Unmasked Estep Score: -1020263.812500 Penalty: 4454.352539 Iteration 65Q: 3 clusters Score -1020264 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 6968 members Entering Unmasked Estep Score: -1020265.000000 Penalty: 4454.352539 Iteration 66Q: 3 clusters Score -1020265 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 6974 members Entering Unmasked Estep Score: -1020268.187500 Penalty: 4454.352539 Iteration 67Q: 3 clusters Score -1020268 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 6977 members Entering Unmasked Estep Score: -1020271.000000 Penalty: 4454.352539 Iteration 68Q: 3 clusters Score -1020271 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 6982 members Entering Unmasked Estep Score: -1020272.375000 Penalty: 4454.352539 Iteration 69Q: 3 clusters Score -1020272 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 6985 members Entering Unmasked Estep Score: -1020274.625000 Penalty: 4454.352539 Iteration 70Q: 3 clusters Score -1020275 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 6988 members Entering Unmasked Estep Score: -1020277.937500 Penalty: 4454.352539 Iteration 71Q: 3 clusters Score -1020278 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 6993 members Entering Unmasked Estep Score: -1020280.812500 Penalty: 4454.352539 Iteration 72Q: 3 clusters Score -1020281 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 6994 members Entering Unmasked Estep Score: -1020280.937500 Penalty: 4454.352539 Iteration 73Q: 3 clusters Score -1020281 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 6994 members Entering Unmasked Estep Score: -1020280.937500 Penalty: 4454.352539 Iteration 74F: 3 clusters Score -1020281 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2792 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Entering Unmasked Estep Score: -356857.031250 Penalty: 1967.759399 Iteration 0F: 2 clusters Score -356857 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -353720.625000 Penalty: 3935.518799 Iteration 0F: 3 clusters Score -353720.6 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -354317.656250 Penalty: 3935.518799 Iteration 1F: 3 clusters Score -354317.7 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -354467.281250 Penalty: 3935.518799 Iteration 2F: 3 clusters Score -354467.3 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -354566.000000 Penalty: 3935.518799 Iteration 3Q: 3 clusters Score -354566 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -354644.187500 Penalty: 3935.518799 Iteration 4Q: 3 clusters Score -354644.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -354689.000000 Penalty: 3935.518799 Iteration 5Q: 3 clusters Score -354689 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -354718.218750 Penalty: 3935.518799 Iteration 6Q: 3 clusters Score -354718.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -354739.343750 Penalty: 3935.518799 Iteration 7Q: 3 clusters Score -354739.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -354759.906250 Penalty: 3935.518799 Iteration 8Q: 3 clusters Score -354759.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -354770.218750 Penalty: 3935.518799 Iteration 9Q: 3 clusters Score -354770.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -354779.156250 Penalty: 3935.518799 Iteration 10Q: 3 clusters Score -354779.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -354787.343750 Penalty: 3935.518799 Iteration 11Q: 3 clusters Score -354787.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -354794.906250 Penalty: 3935.518799 Iteration 12Q: 3 clusters Score -354794.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -354806.531250 Penalty: 3935.518799 Iteration 13Q: 3 clusters Score -354806.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -354815.843750 Penalty: 3935.518799 Iteration 14Q: 3 clusters Score -354815.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -354820.062500 Penalty: 3935.518799 Iteration 15Q: 3 clusters Score -354820.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -354824.562500 Penalty: 3935.518799 Iteration 16Q: 3 clusters Score -354824.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -354826.281250 Penalty: 3935.518799 Iteration 17Q: 3 clusters Score -354826.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -354826.968750 Penalty: 3935.518799 Iteration 18Q: 3 clusters Score -354827 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -354828.218750 Penalty: 3935.518799 Iteration 19Q: 3 clusters Score -354828.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -354830.781250 Penalty: 3935.518799 Iteration 20F: 3 clusters Score -354830.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -354832.968750 Penalty: 3935.518799 Iteration 21Q: 3 clusters Score -354833 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -354833.593750 Penalty: 3935.518799 Iteration 22Q: 3 clusters Score -354833.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -354833.593750 Penalty: 3935.518799 Iteration 23F: 3 clusters Score -354833.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (52260 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52260 members Entering Unmasked Estep Score: -6677391.000000 Penalty: 2694.268799 Iteration 0F: 2 clusters Score -6677391 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25959 members Mstep: Class 2 contains 26301 members Entering Unmasked Estep Score: -6642232.000000 Penalty: 5388.537598 Iteration 0F: 3 clusters Score -6642232 nChanged 24249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24402 members Mstep: Class 2 contains 27858 members Entering Unmasked Estep Score: -6655704.000000 Penalty: 5388.537598 Iteration 1F: 3 clusters Score -6655704 nChanged 2151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23323 members Mstep: Class 2 contains 28937 members Entering Unmasked Estep Score: -6656451.000000 Penalty: 5388.537598 Iteration 2Q: 3 clusters Score -6656451 nChanged 2213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21808 members Mstep: Class 2 contains 30452 members Entering Unmasked Estep Score: -6657395.500000 Penalty: 5388.537598 Iteration 3Q: 3 clusters Score -6657396 nChanged 2520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19748 members Mstep: Class 2 contains 32512 members Entering Unmasked Estep Score: -6658744.000000 Penalty: 5388.537598 Iteration 4Q: 3 clusters Score -6658744 nChanged 3069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16945 members Mstep: Class 2 contains 35315 members Entering Unmasked Estep Score: -6660557.500000 Penalty: 5388.537598 Iteration 5F: 3 clusters Score -6660558 nChanged 3505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13542 members Mstep: Class 2 contains 38718 members Entering Unmasked Estep Score: -6662997.500000 Penalty: 5388.537598 Iteration 6F: 3 clusters Score -6662998 nChanged 4003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9577 members Mstep: Class 2 contains 42683 members Entering Unmasked Estep Score: -6666325.000000 Penalty: 5388.537598 Iteration 7F: 3 clusters Score -6666325 nChanged 4024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5573 members Mstep: Class 2 contains 46687 members Entering Unmasked Estep Score: -6670113.500000 Penalty: 5388.537598 Iteration 8F: 3 clusters Score -6670114 nChanged 2887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 49554 members Entering Unmasked Estep Score: -6672924.500000 Penalty: 5388.537598 Iteration 9F: 3 clusters Score -6672924 nChanged 1443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 50979 members Entering Unmasked Estep Score: -6674320.000000 Penalty: 5388.537598 Iteration 10Q: 3 clusters Score -6674320 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 51490 members Entering Unmasked Estep Score: -6674769.000000 Penalty: 5388.537598 Iteration 11Q: 3 clusters Score -6674769 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 51693 members Entering Unmasked Estep Score: -6674950.000000 Penalty: 5388.537598 Iteration 12Q: 3 clusters Score -6674950 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 51786 members Entering Unmasked Estep Score: -6675026.500000 Penalty: 5388.537598 Iteration 13Q: 3 clusters Score -6675026 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 51824 members Entering Unmasked Estep Score: -6675076.500000 Penalty: 5388.537598 Iteration 14Q: 3 clusters Score -6675076 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 51842 members Entering Unmasked Estep Score: -6675111.000000 Penalty: 5388.537598 Iteration 15Q: 3 clusters Score -6675111 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 51855 members Entering Unmasked Estep Score: -6675126.000000 Penalty: 5388.537598 Iteration 16Q: 3 clusters Score -6675126 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 51861 members Entering Unmasked Estep Score: -6675130.500000 Penalty: 5388.537598 Iteration 17Q: 3 clusters Score -6675130 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 51861 members Entering Unmasked Estep Score: -6675143.500000 Penalty: 5388.537598 Iteration 18Q: 3 clusters Score -6675144 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 51864 members Entering Unmasked Estep Score: -6675141.500000 Penalty: 5388.537598 Iteration 19Q: 3 clusters Score -6675142 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 51864 members Entering Unmasked Estep Score: -6675150.500000 Penalty: 5388.537598 Iteration 20F: 3 clusters Score -6675150 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 51866 members Entering Unmasked Estep Score: -6675154.000000 Penalty: 5388.537598 Iteration 21Q: 3 clusters Score -6675154 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 51869 members Entering Unmasked Estep Score: -6675164.500000 Penalty: 5388.537598 Iteration 22Q: 3 clusters Score -6675164 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 51868 members Entering Unmasked Estep Score: -6675167.500000 Penalty: 5388.537598 Iteration 23Q: 3 clusters Score -6675168 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 51869 members Entering Unmasked Estep Score: -6675170.000000 Penalty: 5388.537598 Iteration 24Q: 3 clusters Score -6675170 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 51869 members Entering Unmasked Estep Score: -6675170.000000 Penalty: 5388.537598 Iteration 25F: 3 clusters Score -6675170 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Entering Unmasked Estep Score: -328589.843750 Penalty: 1964.990356 Iteration 0F: 2 clusters Score -328589.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -325498.937500 Penalty: 3929.980713 Iteration 0F: 3 clusters Score -325498.9 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -326102.281250 Penalty: 3929.980713 Iteration 1F: 3 clusters Score -326102.3 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -326278.812500 Penalty: 3929.980713 Iteration 2F: 3 clusters Score -326278.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -326403.937500 Penalty: 3929.980713 Iteration 3F: 3 clusters Score -326403.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -326495.781250 Penalty: 3929.980713 Iteration 4Q: 3 clusters Score -326495.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -326561.468750 Penalty: 3929.980713 Iteration 5Q: 3 clusters Score -326561.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -326611.093750 Penalty: 3929.980713 Iteration 6Q: 3 clusters Score -326611.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -326655.406250 Penalty: 3929.980713 Iteration 7Q: 3 clusters Score -326655.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -326702.968750 Penalty: 3929.980713 Iteration 8Q: 3 clusters Score -326703 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -326744.781250 Penalty: 3929.980713 Iteration 9Q: 3 clusters Score -326744.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -326785.031250 Penalty: 3929.980713 Iteration 10Q: 3 clusters Score -326785 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -326820.250000 Penalty: 3929.980713 Iteration 11Q: 3 clusters Score -326820.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -326853.531250 Penalty: 3929.980713 Iteration 12Q: 3 clusters Score -326853.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -326880.625000 Penalty: 3929.980713 Iteration 13Q: 3 clusters Score -326880.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -326902.531250 Penalty: 3929.980713 Iteration 14Q: 3 clusters Score -326902.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -326926.218750 Penalty: 3929.980713 Iteration 15Q: 3 clusters Score -326926.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -326946.750000 Penalty: 3929.980713 Iteration 16Q: 3 clusters Score -326946.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -326963.812500 Penalty: 3929.980713 Iteration 17Q: 3 clusters Score -326963.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -326990.062500 Penalty: 3929.980713 Iteration 18Q: 3 clusters Score -326990.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -327015.593750 Penalty: 3929.980713 Iteration 19Q: 3 clusters Score -327015.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -327044.687500 Penalty: 3929.980713 Iteration 20F: 3 clusters Score -327044.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -327078.531250 Penalty: 3929.980713 Iteration 21Q: 3 clusters Score -327078.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -327115.656250 Penalty: 3929.980713 Iteration 22Q: 3 clusters Score -327115.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -327155.312500 Penalty: 3929.980713 Iteration 23Q: 3 clusters Score -327155.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -327201.531250 Penalty: 3929.980713 Iteration 24Q: 3 clusters Score -327201.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -327250.187500 Penalty: 3929.980713 Iteration 25Q: 3 clusters Score -327250.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -327294.312500 Penalty: 3929.980713 Iteration 26Q: 3 clusters Score -327294.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -327330.125000 Penalty: 3929.980713 Iteration 27Q: 3 clusters Score -327330.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -327357.343750 Penalty: 3929.980713 Iteration 28Q: 3 clusters Score -327357.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -327379.312500 Penalty: 3929.980713 Iteration 29Q: 3 clusters Score -327379.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -327398.812500 Penalty: 3929.980713 Iteration 30Q: 3 clusters Score -327398.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -327416.250000 Penalty: 3929.980713 Iteration 31Q: 3 clusters Score -327416.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -327422.187500 Penalty: 3929.980713 Iteration 32Q: 3 clusters Score -327422.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -327428.531250 Penalty: 3929.980713 Iteration 33Q: 3 clusters Score -327428.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -327430.312500 Penalty: 3929.980713 Iteration 34Q: 3 clusters Score -327430.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -327431.343750 Penalty: 3929.980713 Iteration 35Q: 3 clusters Score -327431.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -327432.375000 Penalty: 3929.980713 Iteration 36Q: 3 clusters Score -327432.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -327432.812500 Penalty: 3929.980713 Iteration 37Q: 3 clusters Score -327432.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -327432.812500 Penalty: 3929.980713 Iteration 38F: 3 clusters Score -327432.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1965 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Entering Unmasked Estep Score: -236251.093750 Penalty: 1880.645386 Iteration 0F: 2 clusters Score -236251.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -233642.578125 Penalty: 3761.290771 Iteration 0F: 3 clusters Score -233642.6 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -234066.062500 Penalty: 3761.290771 Iteration 1F: 3 clusters Score -234066.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -234172.312500 Penalty: 3761.290771 Iteration 2F: 3 clusters Score -234172.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -234217.531250 Penalty: 3761.290771 Iteration 3Q: 3 clusters Score -234217.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -234250.687500 Penalty: 3761.290771 Iteration 4Q: 3 clusters Score -234250.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -234275.296875 Penalty: 3761.290771 Iteration 5Q: 3 clusters Score -234275.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -234291.046875 Penalty: 3761.290771 Iteration 6Q: 3 clusters Score -234291 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -234309.140625 Penalty: 3761.290771 Iteration 7Q: 3 clusters Score -234309.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -234335.578125 Penalty: 3761.290771 Iteration 8Q: 3 clusters Score -234335.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -234357.140625 Penalty: 3761.290771 Iteration 9Q: 3 clusters Score -234357.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -234378.078125 Penalty: 3761.290771 Iteration 10Q: 3 clusters Score -234378.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -234405.078125 Penalty: 3761.290771 Iteration 11Q: 3 clusters Score -234405.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -234444.296875 Penalty: 3761.290771 Iteration 12Q: 3 clusters Score -234444.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -234483.609375 Penalty: 3761.290771 Iteration 13Q: 3 clusters Score -234483.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -234514.468750 Penalty: 3761.290771 Iteration 14Q: 3 clusters Score -234514.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -234550.656250 Penalty: 3761.290771 Iteration 15Q: 3 clusters Score -234550.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -234593.781250 Penalty: 3761.290771 Iteration 16Q: 3 clusters Score -234593.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -234637.671875 Penalty: 3761.290771 Iteration 17Q: 3 clusters Score -234637.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -234661.937500 Penalty: 3761.290771 Iteration 18Q: 3 clusters Score -234661.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -234680.718750 Penalty: 3761.290771 Iteration 19Q: 3 clusters Score -234680.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -234694.171875 Penalty: 3761.290771 Iteration 20F: 3 clusters Score -234694.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -234705.984375 Penalty: 3761.290771 Iteration 21Q: 3 clusters Score -234706 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -234720.796875 Penalty: 3761.290771 Iteration 22Q: 3 clusters Score -234720.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -234729.156250 Penalty: 3761.290771 Iteration 23Q: 3 clusters Score -234729.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -234736.765625 Penalty: 3761.290771 Iteration 24Q: 3 clusters Score -234736.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -234742.109375 Penalty: 3761.290771 Iteration 25Q: 3 clusters Score -234742.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -234747.015625 Penalty: 3761.290771 Iteration 26Q: 3 clusters Score -234747 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -234748.703125 Penalty: 3761.290771 Iteration 27Q: 3 clusters Score -234748.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -234753.281250 Penalty: 3761.290771 Iteration 28Q: 3 clusters Score -234753.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -234755.390625 Penalty: 3761.290771 Iteration 29Q: 3 clusters Score -234755.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -234759.890625 Penalty: 3761.290771 Iteration 30Q: 3 clusters Score -234759.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -234761.265625 Penalty: 3761.290771 Iteration 31Q: 3 clusters Score -234761.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -234762.875000 Penalty: 3761.290771 Iteration 32Q: 3 clusters Score -234762.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -234764.171875 Penalty: 3761.290771 Iteration 33Q: 3 clusters Score -234764.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -234767.953125 Penalty: 3761.290771 Iteration 34Q: 3 clusters Score -234768 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -234772.812500 Penalty: 3761.290771 Iteration 35Q: 3 clusters Score -234772.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -234777.093750 Penalty: 3761.290771 Iteration 36Q: 3 clusters Score -234777.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -234783.156250 Penalty: 3761.290771 Iteration 37Q: 3 clusters Score -234783.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -234785.828125 Penalty: 3761.290771 Iteration 38Q: 3 clusters Score -234785.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -234786.671875 Penalty: 3761.290771 Iteration 39Q: 3 clusters Score -234786.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -234787.859375 Penalty: 3761.290771 Iteration 40F: 3 clusters Score -234787.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -234789.125000 Penalty: 3761.290771 Iteration 41Q: 3 clusters Score -234789.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -234790.703125 Penalty: 3761.290771 Iteration 42Q: 3 clusters Score -234790.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -234792.265625 Penalty: 3761.290771 Iteration 43Q: 3 clusters Score -234792.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -234793.890625 Penalty: 3761.290771 Iteration 44Q: 3 clusters Score -234793.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -234794.750000 Penalty: 3761.290771 Iteration 45Q: 3 clusters Score -234794.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -234794.734375 Penalty: 3761.290771 Iteration 46Q: 3 clusters Score -234794.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -234794.734375 Penalty: 3761.290771 Iteration 47F: 3 clusters Score -234794.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (587 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Entering Unmasked Estep Score: -58703.691406 Penalty: 1581.006104 Iteration 0F: 2 clusters Score -58703.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -57228.167969 Penalty: 3162.012207 Iteration 0F: 3 clusters Score -57228.17 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -57539.789062 Penalty: 3162.012207 Iteration 1F: 3 clusters Score -57539.79 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -57684.457031 Penalty: 3162.012207 Iteration 2F: 3 clusters Score -57684.46 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -57787.441406 Penalty: 3162.012207 Iteration 3Q: 3 clusters Score -57787.44 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -57881.203125 Penalty: 3162.012207 Iteration 4Q: 3 clusters Score -57881.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -57963.339844 Penalty: 3162.012207 Iteration 5Q: 3 clusters Score -57963.34 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -58032.816406 Penalty: 3162.012207 Iteration 6Q: 3 clusters Score -58032.82 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -58120.398438 Penalty: 3162.012207 Iteration 7Q: 3 clusters Score -58120.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -58273.128906 Penalty: 3162.012207 Iteration 8Q: 3 clusters Score -58273.13 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -58340.488281 Penalty: 3162.012207 Iteration 9Q: 3 clusters Score -58340.49 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -58369.003906 Penalty: 3162.012207 Iteration 10Q: 3 clusters Score -58369 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -58388.406250 Penalty: 3162.012207 Iteration 11Q: 3 clusters Score -58388.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -58403.816406 Penalty: 3162.012207 Iteration 12Q: 3 clusters Score -58403.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -58405.765625 Penalty: 3162.012207 Iteration 13Q: 3 clusters Score -58405.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -58409.933594 Penalty: 3162.012207 Iteration 14Q: 3 clusters Score -58409.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -58420.437500 Penalty: 3162.012207 Iteration 15Q: 3 clusters Score -58420.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -58420.437500 Penalty: 3162.012207 Iteration 16F: 3 clusters Score -58420.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Entering Unmasked Estep Score: -64218.472656 Penalty: 1591.349609 Iteration 0F: 2 clusters Score -64218.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -62660.179688 Penalty: 3182.699219 Iteration 0F: 3 clusters Score -62660.18 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -62937.847656 Penalty: 3182.699219 Iteration 1F: 3 clusters Score -62937.85 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -63168.925781 Penalty: 3182.699219 Iteration 2F: 3 clusters Score -63168.93 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -63282.492188 Penalty: 3182.699219 Iteration 3F: 3 clusters Score -63282.49 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -63339.632812 Penalty: 3182.699219 Iteration 4Q: 3 clusters Score -63339.63 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -63380.289062 Penalty: 3182.699219 Iteration 5Q: 3 clusters Score -63380.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -63403.937500 Penalty: 3182.699219 Iteration 6Q: 3 clusters Score -63403.94 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -63447.363281 Penalty: 3182.699219 Iteration 7Q: 3 clusters Score -63447.36 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -63482.011719 Penalty: 3182.699219 Iteration 8Q: 3 clusters Score -63482.01 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -63492.894531 Penalty: 3182.699219 Iteration 9Q: 3 clusters Score -63492.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -63502.812500 Penalty: 3182.699219 Iteration 10Q: 3 clusters Score -63502.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -63509.000000 Penalty: 3182.699219 Iteration 11Q: 3 clusters Score -63509 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -63511.613281 Penalty: 3182.699219 Iteration 12Q: 3 clusters Score -63511.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -63515.925781 Penalty: 3182.699219 Iteration 13Q: 3 clusters Score -63515.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -63523.359375 Penalty: 3182.699219 Iteration 14Q: 3 clusters Score -63523.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -63534.277344 Penalty: 3182.699219 Iteration 15Q: 3 clusters Score -63534.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -63551.988281 Penalty: 3182.699219 Iteration 16Q: 3 clusters Score -63551.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -63571.164062 Penalty: 3182.699219 Iteration 17Q: 3 clusters Score -63571.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -63587.902344 Penalty: 3182.699219 Iteration 18Q: 3 clusters Score -63587.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -63599.945312 Penalty: 3182.699219 Iteration 19Q: 3 clusters Score -63599.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -63618.511719 Penalty: 3182.699219 Iteration 20F: 3 clusters Score -63618.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -63627.261719 Penalty: 3182.699219 Iteration 21Q: 3 clusters Score -63627.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -63636.011719 Penalty: 3182.699219 Iteration 22Q: 3 clusters Score -63636.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -63639.457031 Penalty: 3182.699219 Iteration 23Q: 3 clusters Score -63639.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -63639.457031 Penalty: 3182.699219 Iteration 24F: 3 clusters Score -63639.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3094 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Entering Unmasked Estep Score: -395739.125000 Penalty: 1993.230591 Iteration 0F: 2 clusters Score -395739.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -392417.125000 Penalty: 3986.461182 Iteration 0F: 3 clusters Score -392417.1 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -393134.875000 Penalty: 3986.461182 Iteration 1F: 3 clusters Score -393134.9 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -393288.187500 Penalty: 3986.461182 Iteration 2F: 3 clusters Score -393288.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -393387.875000 Penalty: 3986.461182 Iteration 3Q: 3 clusters Score -393387.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -393450.218750 Penalty: 3986.461182 Iteration 4Q: 3 clusters Score -393450.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -393508.875000 Penalty: 3986.461182 Iteration 5Q: 3 clusters Score -393508.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -393556.750000 Penalty: 3986.461182 Iteration 6Q: 3 clusters Score -393556.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -393591.437500 Penalty: 3986.461182 Iteration 7Q: 3 clusters Score -393591.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -393621.062500 Penalty: 3986.461182 Iteration 8Q: 3 clusters Score -393621.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -393646.656250 Penalty: 3986.461182 Iteration 9Q: 3 clusters Score -393646.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -393663.000000 Penalty: 3986.461182 Iteration 10Q: 3 clusters Score -393663 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -393679.218750 Penalty: 3986.461182 Iteration 11Q: 3 clusters Score -393679.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -393692.781250 Penalty: 3986.461182 Iteration 12Q: 3 clusters Score -393692.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -393706.187500 Penalty: 3986.461182 Iteration 13Q: 3 clusters Score -393706.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -393721.937500 Penalty: 3986.461182 Iteration 14Q: 3 clusters Score -393721.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -393737.437500 Penalty: 3986.461182 Iteration 15Q: 3 clusters Score -393737.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -393752.062500 Penalty: 3986.461182 Iteration 16Q: 3 clusters Score -393752.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -393761.593750 Penalty: 3986.461182 Iteration 17Q: 3 clusters Score -393761.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -393770.062500 Penalty: 3986.461182 Iteration 18Q: 3 clusters Score -393770.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -393779.437500 Penalty: 3986.461182 Iteration 19Q: 3 clusters Score -393779.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -393785.406250 Penalty: 3986.461182 Iteration 20F: 3 clusters Score -393785.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -393788.718750 Penalty: 3986.461182 Iteration 21Q: 3 clusters Score -393788.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -393794.718750 Penalty: 3986.461182 Iteration 22Q: 3 clusters Score -393794.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -393800.750000 Penalty: 3986.461182 Iteration 23Q: 3 clusters Score -393800.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -393804.718750 Penalty: 3986.461182 Iteration 24Q: 3 clusters Score -393804.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -393808.343750 Penalty: 3986.461182 Iteration 25Q: 3 clusters Score -393808.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -393811.875000 Penalty: 3986.461182 Iteration 26Q: 3 clusters Score -393811.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -393816.281250 Penalty: 3986.461182 Iteration 27Q: 3 clusters Score -393816.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -393819.000000 Penalty: 3986.461182 Iteration 28Q: 3 clusters Score -393819 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -393821.875000 Penalty: 3986.461182 Iteration 29Q: 3 clusters Score -393821.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -393825.593750 Penalty: 3986.461182 Iteration 30Q: 3 clusters Score -393825.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -393835.937500 Penalty: 3986.461182 Iteration 31Q: 3 clusters Score -393835.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -393842.125000 Penalty: 3986.461182 Iteration 32Q: 3 clusters Score -393842.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -393849.375000 Penalty: 3986.461182 Iteration 33Q: 3 clusters Score -393849.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -393857.468750 Penalty: 3986.461182 Iteration 34Q: 3 clusters Score -393857.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -393865.343750 Penalty: 3986.461182 Iteration 35Q: 3 clusters Score -393865.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -393868.000000 Penalty: 3986.461182 Iteration 36Q: 3 clusters Score -393868 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -393874.718750 Penalty: 3986.461182 Iteration 37Q: 3 clusters Score -393874.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -393883.531250 Penalty: 3986.461182 Iteration 38Q: 3 clusters Score -393883.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -393891.531250 Penalty: 3986.461182 Iteration 39Q: 3 clusters Score -393891.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -393897.500000 Penalty: 3986.461182 Iteration 40F: 3 clusters Score -393897.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -393903.375000 Penalty: 3986.461182 Iteration 41Q: 3 clusters Score -393903.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -393912.468750 Penalty: 3986.461182 Iteration 42Q: 3 clusters Score -393912.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -393924.781250 Penalty: 3986.461182 Iteration 43Q: 3 clusters Score -393924.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -393936.906250 Penalty: 3986.461182 Iteration 44Q: 3 clusters Score -393936.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -393956.031250 Penalty: 3986.461182 Iteration 45Q: 3 clusters Score -393956 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -393969.812500 Penalty: 3986.461182 Iteration 46Q: 3 clusters Score -393969.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -393983.375000 Penalty: 3986.461182 Iteration 47Q: 3 clusters Score -393983.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -393999.718750 Penalty: 3986.461182 Iteration 48Q: 3 clusters Score -393999.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -394013.187500 Penalty: 3986.461182 Iteration 49Q: 3 clusters Score -394013.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -394029.750000 Penalty: 3986.461182 Iteration 50Q: 3 clusters Score -394029.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -394039.500000 Penalty: 3986.461182 Iteration 51Q: 3 clusters Score -394039.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -394046.500000 Penalty: 3986.461182 Iteration 52Q: 3 clusters Score -394046.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -394053.500000 Penalty: 3986.461182 Iteration 53Q: 3 clusters Score -394053.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -394061.312500 Penalty: 3986.461182 Iteration 54Q: 3 clusters Score -394061.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -394068.312500 Penalty: 3986.461182 Iteration 55Q: 3 clusters Score -394068.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -394075.437500 Penalty: 3986.461182 Iteration 56Q: 3 clusters Score -394075.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -394080.843750 Penalty: 3986.461182 Iteration 57Q: 3 clusters Score -394080.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -394085.750000 Penalty: 3986.461182 Iteration 58Q: 3 clusters Score -394085.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -394088.843750 Penalty: 3986.461182 Iteration 59Q: 3 clusters Score -394088.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -394093.968750 Penalty: 3986.461182 Iteration 60F: 3 clusters Score -394094 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -394097.031250 Penalty: 3986.461182 Iteration 61Q: 3 clusters Score -394097 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -394101.093750 Penalty: 3986.461182 Iteration 62Q: 3 clusters Score -394101.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -394104.468750 Penalty: 3986.461182 Iteration 63Q: 3 clusters Score -394104.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -394106.718750 Penalty: 3986.461182 Iteration 64Q: 3 clusters Score -394106.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -394107.781250 Penalty: 3986.461182 Iteration 65Q: 3 clusters Score -394107.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -394109.062500 Penalty: 3986.461182 Iteration 66Q: 3 clusters Score -394109.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -394109.687500 Penalty: 3986.461182 Iteration 67Q: 3 clusters Score -394109.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -394111.187500 Penalty: 3986.461182 Iteration 68Q: 3 clusters Score -394111.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -394113.250000 Penalty: 3986.461182 Iteration 69Q: 3 clusters Score -394113.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -394115.500000 Penalty: 3986.461182 Iteration 70Q: 3 clusters Score -394115.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -394117.343750 Penalty: 3986.461182 Iteration 71Q: 3 clusters Score -394117.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -394117.812500 Penalty: 3986.461182 Iteration 72Q: 3 clusters Score -394117.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -394117.812500 Penalty: 3986.461182 Iteration 73F: 3 clusters Score -394117.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2709 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Entering Unmasked Estep Score: -317530.687500 Penalty: 1960.275146 Iteration 0F: 2 clusters Score -317530.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -314497.531250 Penalty: 3920.550293 Iteration 0F: 3 clusters Score -314497.5 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -315172.875000 Penalty: 3920.550293 Iteration 1F: 3 clusters Score -315172.9 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -315435.500000 Penalty: 3920.550293 Iteration 2F: 3 clusters Score -315435.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -315596.375000 Penalty: 3920.550293 Iteration 3F: 3 clusters Score -315596.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -315738.375000 Penalty: 3920.550293 Iteration 4Q: 3 clusters Score -315738.4 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -315912.562500 Penalty: 3920.550293 Iteration 5F: 3 clusters Score -315912.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -316037.687500 Penalty: 3920.550293 Iteration 6Q: 3 clusters Score -316037.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -316120.031250 Penalty: 3920.550293 Iteration 7Q: 3 clusters Score -316120 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -316199.000000 Penalty: 3920.550293 Iteration 8Q: 3 clusters Score -316199 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -316261.156250 Penalty: 3920.550293 Iteration 9Q: 3 clusters Score -316261.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -316300.656250 Penalty: 3920.550293 Iteration 10Q: 3 clusters Score -316300.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -316332.343750 Penalty: 3920.550293 Iteration 11Q: 3 clusters Score -316332.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -316351.812500 Penalty: 3920.550293 Iteration 12Q: 3 clusters Score -316351.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -316373.625000 Penalty: 3920.550293 Iteration 13Q: 3 clusters Score -316373.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -316392.500000 Penalty: 3920.550293 Iteration 14Q: 3 clusters Score -316392.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -316397.281250 Penalty: 3920.550293 Iteration 15Q: 3 clusters Score -316397.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -316405.937500 Penalty: 3920.550293 Iteration 16Q: 3 clusters Score -316405.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -316414.750000 Penalty: 3920.550293 Iteration 17Q: 3 clusters Score -316414.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -316417.937500 Penalty: 3920.550293 Iteration 18Q: 3 clusters Score -316417.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -316421.468750 Penalty: 3920.550293 Iteration 19Q: 3 clusters Score -316421.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -316426.906250 Penalty: 3920.550293 Iteration 20F: 3 clusters Score -316426.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -316434.625000 Penalty: 3920.550293 Iteration 21Q: 3 clusters Score -316434.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -316438.843750 Penalty: 3920.550293 Iteration 22Q: 3 clusters Score -316438.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -316441.906250 Penalty: 3920.550293 Iteration 23Q: 3 clusters Score -316441.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -316444.937500 Penalty: 3920.550293 Iteration 24Q: 3 clusters Score -316444.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -316446.531250 Penalty: 3920.550293 Iteration 25Q: 3 clusters Score -316446.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -316449.687500 Penalty: 3920.550293 Iteration 26Q: 3 clusters Score -316449.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -316450.937500 Penalty: 3920.550293 Iteration 27Q: 3 clusters Score -316450.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -316452.156250 Penalty: 3920.550293 Iteration 28Q: 3 clusters Score -316452.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -316454.375000 Penalty: 3920.550293 Iteration 29Q: 3 clusters Score -316454.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -316454.218750 Penalty: 3920.550293 Iteration 30Q: 3 clusters Score -316454.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -316454.218750 Penalty: 3920.550293 Iteration 31F: 3 clusters Score -316454.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (583 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Entering Unmasked Estep Score: -69034.929688 Penalty: 1579.310303 Iteration 0F: 2 clusters Score -69034.93 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 303 members Entering Unmasked Estep Score: -67438.093750 Penalty: 3158.620605 Iteration 0F: 3 clusters Score -67438.09 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -67629.914062 Penalty: 3158.620605 Iteration 1F: 3 clusters Score -67629.91 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -67699.429688 Penalty: 3158.620605 Iteration 2F: 3 clusters Score -67699.43 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -67729.718750 Penalty: 3158.620605 Iteration 3Q: 3 clusters Score -67729.72 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -67747.187500 Penalty: 3158.620605 Iteration 4Q: 3 clusters Score -67747.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -67759.312500 Penalty: 3158.620605 Iteration 5Q: 3 clusters Score -67759.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -67760.984375 Penalty: 3158.620605 Iteration 6Q: 3 clusters Score -67760.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -67760.984375 Penalty: 3158.620605 Iteration 7F: 3 clusters Score -67760.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (65917 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65917 members Entering Unmasked Estep Score: -8291090.000000 Penalty: 2751.845459 Iteration 0F: 2 clusters Score -8291090 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32894 members Mstep: Class 2 contains 33023 members Entering Unmasked Estep Score: -8246969.000000 Penalty: 5503.690918 Iteration 0F: 3 clusters Score -8246969 nChanged 30791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32625 members Mstep: Class 2 contains 33292 members Entering Unmasked Estep Score: -8264301.000000 Penalty: 5503.690918 Iteration 1F: 3 clusters Score -8264301 nChanged 2580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32637 members Mstep: Class 2 contains 33280 members Entering Unmasked Estep Score: -8265094.500000 Penalty: 5503.690918 Iteration 2Q: 3 clusters Score -8265094 nChanged 2707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32712 members Mstep: Class 2 contains 33205 members Entering Unmasked Estep Score: -8266113.000000 Penalty: 5503.690918 Iteration 3Q: 3 clusters Score -8266113 nChanged 2886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32916 members Mstep: Class 2 contains 33001 members Entering Unmasked Estep Score: -8267278.000000 Penalty: 5503.690918 Iteration 4Q: 3 clusters Score -8267278 nChanged 3083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33225 members Mstep: Class 2 contains 32692 members Entering Unmasked Estep Score: -8268686.000000 Penalty: 5503.690918 Iteration 5Q: 3 clusters Score -8268686 nChanged 3421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33658 members Mstep: Class 2 contains 32259 members Entering Unmasked Estep Score: -8270621.000000 Penalty: 5503.690918 Iteration 6F: 3 clusters Score -8270621 nChanged 3839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34085 members Mstep: Class 2 contains 31832 members Entering Unmasked Estep Score: -8273227.000000 Penalty: 5503.690918 Iteration 7F: 3 clusters Score -8273227 nChanged 4167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34418 members Mstep: Class 2 contains 31499 members Entering Unmasked Estep Score: -8276332.500000 Penalty: 5503.690918 Iteration 8F: 3 clusters Score -8276332 nChanged 3861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34469 members Mstep: Class 2 contains 31448 members Entering Unmasked Estep Score: -8278941.500000 Penalty: 5503.690918 Iteration 9F: 3 clusters Score -8278942 nChanged 3180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34347 members Mstep: Class 2 contains 31570 members Entering Unmasked Estep Score: -8280763.000000 Penalty: 5503.690918 Iteration 10Q: 3 clusters Score -8280763 nChanged 2310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34227 members Mstep: Class 2 contains 31690 members Entering Unmasked Estep Score: -8281786.500000 Penalty: 5503.690918 Iteration 11Q: 3 clusters Score -8281786 nChanged 1609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34130 members Mstep: Class 2 contains 31787 members Entering Unmasked Estep Score: -8282341.000000 Penalty: 5503.690918 Iteration 12Q: 3 clusters Score -8282341 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34175 members Mstep: Class 2 contains 31742 members Entering Unmasked Estep Score: -8282678.000000 Penalty: 5503.690918 Iteration 13Q: 3 clusters Score -8282678 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34195 members Mstep: Class 2 contains 31722 members Entering Unmasked Estep Score: -8282919.000000 Penalty: 5503.690918 Iteration 14Q: 3 clusters Score -8282919 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34283 members Mstep: Class 2 contains 31634 members Entering Unmasked Estep Score: -8283079.000000 Penalty: 5503.690918 Iteration 15Q: 3 clusters Score -8283079 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34382 members Mstep: Class 2 contains 31535 members Entering Unmasked Estep Score: -8283182.000000 Penalty: 5503.690918 Iteration 16Q: 3 clusters Score -8283182 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34482 members Mstep: Class 2 contains 31435 members Entering Unmasked Estep Score: -8283251.500000 Penalty: 5503.690918 Iteration 17Q: 3 clusters Score -8283252 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34619 members Mstep: Class 2 contains 31298 members Entering Unmasked Estep Score: -8283304.500000 Penalty: 5503.690918 Iteration 18Q: 3 clusters Score -8283304 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34749 members Mstep: Class 2 contains 31168 members Entering Unmasked Estep Score: -8283345.000000 Penalty: 5503.690918 Iteration 19Q: 3 clusters Score -8283345 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34890 members Mstep: Class 2 contains 31027 members Entering Unmasked Estep Score: -8283378.500000 Penalty: 5503.690918 Iteration 20F: 3 clusters Score -8283378 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35050 members Mstep: Class 2 contains 30867 members Entering Unmasked Estep Score: -8283372.000000 Penalty: 5503.690918 Iteration 21Q: 3 clusters Score -8283372 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35197 members Mstep: Class 2 contains 30720 members Entering Unmasked Estep Score: -8283400.500000 Penalty: 5503.690918 Iteration 22Q: 3 clusters Score -8283400 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35359 members Mstep: Class 2 contains 30558 members Entering Unmasked Estep Score: -8283441.500000 Penalty: 5503.690918 Iteration 23Q: 3 clusters Score -8283442 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35508 members Mstep: Class 2 contains 30409 members Entering Unmasked Estep Score: -8283450.000000 Penalty: 5503.690918 Iteration 24Q: 3 clusters Score -8283450 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35641 members Mstep: Class 2 contains 30276 members Entering Unmasked Estep Score: -8283485.500000 Penalty: 5503.690918 Iteration 25Q: 3 clusters Score -8283486 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35752 members Mstep: Class 2 contains 30165 members Entering Unmasked Estep Score: -8283496.500000 Penalty: 5503.690918 Iteration 26Q: 3 clusters Score -8283496 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35855 members Mstep: Class 2 contains 30062 members Entering Unmasked Estep Score: -8283521.000000 Penalty: 5503.690918 Iteration 27Q: 3 clusters Score -8283521 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35965 members Mstep: Class 2 contains 29952 members Entering Unmasked Estep Score: -8283529.000000 Penalty: 5503.690918 Iteration 28Q: 3 clusters Score -8283529 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36100 members Mstep: Class 2 contains 29817 members Entering Unmasked Estep Score: -8283543.000000 Penalty: 5503.690918 Iteration 29Q: 3 clusters Score -8283543 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36228 members Mstep: Class 2 contains 29689 members Entering Unmasked Estep Score: -8283557.000000 Penalty: 5503.690918 Iteration 30Q: 3 clusters Score -8283557 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36359 members Mstep: Class 2 contains 29558 members Entering Unmasked Estep Score: -8283573.000000 Penalty: 5503.690918 Iteration 31Q: 3 clusters Score -8283573 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36492 members Mstep: Class 2 contains 29425 members Entering Unmasked Estep Score: -8283583.000000 Penalty: 5503.690918 Iteration 32Q: 3 clusters Score -8283583 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36621 members Mstep: Class 2 contains 29296 members Entering Unmasked Estep Score: -8283573.500000 Penalty: 5503.690918 Iteration 33Q: 3 clusters Score -8283574 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36757 members Mstep: Class 2 contains 29160 members Entering Unmasked Estep Score: -8283590.500000 Penalty: 5503.690918 Iteration 34Q: 3 clusters Score -8283590 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36887 members Mstep: Class 2 contains 29030 members Entering Unmasked Estep Score: -8283589.500000 Penalty: 5503.690918 Iteration 35Q: 3 clusters Score -8283590 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37018 members Mstep: Class 2 contains 28899 members Entering Unmasked Estep Score: -8283608.500000 Penalty: 5503.690918 Iteration 36Q: 3 clusters Score -8283608 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37145 members Mstep: Class 2 contains 28772 members Entering Unmasked Estep Score: -8283608.500000 Penalty: 5503.690918 Iteration 37Q: 3 clusters Score -8283608 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37274 members Mstep: Class 2 contains 28643 members Entering Unmasked Estep Score: -8283611.500000 Penalty: 5503.690918 Iteration 38Q: 3 clusters Score -8283612 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37404 members Mstep: Class 2 contains 28513 members Entering Unmasked Estep Score: -8283630.500000 Penalty: 5503.690918 Iteration 39Q: 3 clusters Score -8283630 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37528 members Mstep: Class 2 contains 28389 members Entering Unmasked Estep Score: -8283654.500000 Penalty: 5503.690918 Iteration 40F: 3 clusters Score -8283654 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37654 members Mstep: Class 2 contains 28263 members Entering Unmasked Estep Score: -8283660.000000 Penalty: 5503.690918 Iteration 41Q: 3 clusters Score -8283660 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37792 members Mstep: Class 2 contains 28125 members Entering Unmasked Estep Score: -8283659.000000 Penalty: 5503.690918 Iteration 42Q: 3 clusters Score -8283659 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37955 members Mstep: Class 2 contains 27962 members Entering Unmasked Estep Score: -8283690.500000 Penalty: 5503.690918 Iteration 43Q: 3 clusters Score -8283690 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38149 members Mstep: Class 2 contains 27768 members Entering Unmasked Estep Score: -8283740.500000 Penalty: 5503.690918 Iteration 44Q: 3 clusters Score -8283740 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38337 members Mstep: Class 2 contains 27580 members Entering Unmasked Estep Score: -8283739.500000 Penalty: 5503.690918 Iteration 45Q: 3 clusters Score -8283740 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38530 members Mstep: Class 2 contains 27387 members Entering Unmasked Estep Score: -8283742.500000 Penalty: 5503.690918 Iteration 46Q: 3 clusters Score -8283742 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38710 members Mstep: Class 2 contains 27207 members Entering Unmasked Estep Score: -8283717.500000 Penalty: 5503.690918 Iteration 47Q: 3 clusters Score -8283718 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38928 members Mstep: Class 2 contains 26989 members Entering Unmasked Estep Score: -8283760.500000 Penalty: 5503.690918 Iteration 48Q: 3 clusters Score -8283760 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39154 members Mstep: Class 2 contains 26763 members Entering Unmasked Estep Score: -8283797.500000 Penalty: 5503.690918 Iteration 49Q: 3 clusters Score -8283798 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39385 members Mstep: Class 2 contains 26532 members Entering Unmasked Estep Score: -8283834.000000 Penalty: 5503.690918 Iteration 50Q: 3 clusters Score -8283834 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39649 members Mstep: Class 2 contains 26268 members Entering Unmasked Estep Score: -8283851.000000 Penalty: 5503.690918 Iteration 51Q: 3 clusters Score -8283851 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39931 members Mstep: Class 2 contains 25986 members Entering Unmasked Estep Score: -8283867.500000 Penalty: 5503.690918 Iteration 52Q: 3 clusters Score -8283868 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40209 members Mstep: Class 2 contains 25708 members Entering Unmasked Estep Score: -8283906.000000 Penalty: 5503.690918 Iteration 53Q: 3 clusters Score -8283906 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40474 members Mstep: Class 2 contains 25443 members Entering Unmasked Estep Score: -8283935.500000 Penalty: 5503.690918 Iteration 54Q: 3 clusters Score -8283936 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40728 members Mstep: Class 2 contains 25189 members Entering Unmasked Estep Score: -8283935.000000 Penalty: 5503.690918 Iteration 55Q: 3 clusters Score -8283935 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41012 members Mstep: Class 2 contains 24905 members Entering Unmasked Estep Score: -8283950.000000 Penalty: 5503.690918 Iteration 56Q: 3 clusters Score -8283950 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41298 members Mstep: Class 2 contains 24619 members Entering Unmasked Estep Score: -8283971.000000 Penalty: 5503.690918 Iteration 57Q: 3 clusters Score -8283971 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41592 members Mstep: Class 2 contains 24325 members Entering Unmasked Estep Score: -8284011.000000 Penalty: 5503.690918 Iteration 58Q: 3 clusters Score -8284011 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41876 members Mstep: Class 2 contains 24041 members Entering Unmasked Estep Score: -8284036.500000 Penalty: 5503.690918 Iteration 59Q: 3 clusters Score -8284036 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42177 members Mstep: Class 2 contains 23740 members Entering Unmasked Estep Score: -8284057.500000 Penalty: 5503.690918 Iteration 60F: 3 clusters Score -8284058 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42506 members Mstep: Class 2 contains 23411 members Entering Unmasked Estep Score: -8284090.000000 Penalty: 5503.690918 Iteration 61Q: 3 clusters Score -8284090 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42820 members Mstep: Class 2 contains 23097 members Entering Unmasked Estep Score: -8284143.000000 Penalty: 5503.690918 Iteration 62Q: 3 clusters Score -8284143 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43157 members Mstep: Class 2 contains 22760 members Entering Unmasked Estep Score: -8284154.500000 Penalty: 5503.690918 Iteration 63Q: 3 clusters Score -8284154 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43490 members Mstep: Class 2 contains 22427 members Entering Unmasked Estep Score: -8284195.500000 Penalty: 5503.690918 Iteration 64Q: 3 clusters Score -8284196 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43802 members Mstep: Class 2 contains 22115 members Entering Unmasked Estep Score: -8284249.000000 Penalty: 5503.690918 Iteration 65Q: 3 clusters Score -8284249 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44145 members Mstep: Class 2 contains 21772 members Entering Unmasked Estep Score: -8284282.000000 Penalty: 5503.690918 Iteration 66Q: 3 clusters Score -8284282 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44544 members Mstep: Class 2 contains 21373 members Entering Unmasked Estep Score: -8284343.000000 Penalty: 5503.690918 Iteration 67Q: 3 clusters Score -8284343 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44939 members Mstep: Class 2 contains 20978 members Entering Unmasked Estep Score: -8284406.000000 Penalty: 5503.690918 Iteration 68Q: 3 clusters Score -8284406 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45353 members Mstep: Class 2 contains 20564 members Entering Unmasked Estep Score: -8284438.000000 Penalty: 5503.690918 Iteration 69Q: 3 clusters Score -8284438 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45781 members Mstep: Class 2 contains 20136 members Entering Unmasked Estep Score: -8284519.500000 Penalty: 5503.690918 Iteration 70Q: 3 clusters Score -8284520 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46214 members Mstep: Class 2 contains 19703 members Entering Unmasked Estep Score: -8284564.000000 Penalty: 5503.690918 Iteration 71Q: 3 clusters Score -8284564 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46643 members Mstep: Class 2 contains 19274 members Entering Unmasked Estep Score: -8284627.500000 Penalty: 5503.690918 Iteration 72Q: 3 clusters Score -8284628 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47127 members Mstep: Class 2 contains 18790 members Entering Unmasked Estep Score: -8284711.000000 Penalty: 5503.690918 Iteration 73Q: 3 clusters Score -8284711 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47637 members Mstep: Class 2 contains 18280 members Entering Unmasked Estep Score: -8284813.000000 Penalty: 5503.690918 Iteration 74Q: 3 clusters Score -8284813 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48165 members Mstep: Class 2 contains 17752 members Entering Unmasked Estep Score: -8284937.000000 Penalty: 5503.690918 Iteration 75Q: 3 clusters Score -8284937 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48705 members Mstep: Class 2 contains 17212 members Entering Unmasked Estep Score: -8285055.000000 Penalty: 5503.690918 Iteration 76Q: 3 clusters Score -8285055 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49320 members Mstep: Class 2 contains 16597 members Entering Unmasked Estep Score: -8285235.500000 Penalty: 5503.690918 Iteration 77Q: 3 clusters Score -8285236 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49944 members Mstep: Class 2 contains 15973 members Entering Unmasked Estep Score: -8285394.500000 Penalty: 5503.690918 Iteration 78Q: 3 clusters Score -8285394 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50558 members Mstep: Class 2 contains 15359 members Entering Unmasked Estep Score: -8285566.500000 Penalty: 5503.690918 Iteration 79Q: 3 clusters Score -8285566 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51175 members Mstep: Class 2 contains 14742 members Entering Unmasked Estep Score: -8285708.500000 Penalty: 5503.690918 Iteration 80F: 3 clusters Score -8285708 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51799 members Mstep: Class 2 contains 14118 members Entering Unmasked Estep Score: -8285869.000000 Penalty: 5503.690918 Iteration 81Q: 3 clusters Score -8285869 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52462 members Mstep: Class 2 contains 13455 members Entering Unmasked Estep Score: -8286122.000000 Penalty: 5503.690918 Iteration 82Q: 3 clusters Score -8286122 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53136 members Mstep: Class 2 contains 12781 members Entering Unmasked Estep Score: -8286364.000000 Penalty: 5503.690918 Iteration 83Q: 3 clusters Score -8286364 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53833 members Mstep: Class 2 contains 12084 members Entering Unmasked Estep Score: -8286633.000000 Penalty: 5503.690918 Iteration 84Q: 3 clusters Score -8286633 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54537 members Mstep: Class 2 contains 11380 members Entering Unmasked Estep Score: -8286938.500000 Penalty: 5503.690918 Iteration 85Q: 3 clusters Score -8286938 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55229 members Mstep: Class 2 contains 10688 members Entering Unmasked Estep Score: -8287272.000000 Penalty: 5503.690918 Iteration 86Q: 3 clusters Score -8287272 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55905 members Mstep: Class 2 contains 10012 members Entering Unmasked Estep Score: -8287757.500000 Penalty: 5503.690918 Iteration 87Q: 3 clusters Score -8287758 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56538 members Mstep: Class 2 contains 9379 members Entering Unmasked Estep Score: -8288235.500000 Penalty: 5503.690918 Iteration 88Q: 3 clusters Score -8288236 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57109 members Mstep: Class 2 contains 8808 members Entering Unmasked Estep Score: -8288685.500000 Penalty: 5503.690918 Iteration 89Q: 3 clusters Score -8288686 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57579 members Mstep: Class 2 contains 8338 members Entering Unmasked Estep Score: -8289025.000000 Penalty: 5503.690918 Iteration 90Q: 3 clusters Score -8289025 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57975 members Mstep: Class 2 contains 7942 members Entering Unmasked Estep Score: -8289258.000000 Penalty: 5503.690918 Iteration 91Q: 3 clusters Score -8289258 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58310 members Mstep: Class 2 contains 7607 members Entering Unmasked Estep Score: -8289419.000000 Penalty: 5503.690918 Iteration 92Q: 3 clusters Score -8289419 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58592 members Mstep: Class 2 contains 7325 members Entering Unmasked Estep Score: -8289519.500000 Penalty: 5503.690918 Iteration 93Q: 3 clusters Score -8289520 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58820 members Mstep: Class 2 contains 7097 members Entering Unmasked Estep Score: -8289617.000000 Penalty: 5503.690918 Iteration 94Q: 3 clusters Score -8289617 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59041 members Mstep: Class 2 contains 6876 members Entering Unmasked Estep Score: -8289673.000000 Penalty: 5503.690918 Iteration 95Q: 3 clusters Score -8289673 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59213 members Mstep: Class 2 contains 6704 members Entering Unmasked Estep Score: -8289696.000000 Penalty: 5503.690918 Iteration 96Q: 3 clusters Score -8289696 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59359 members Mstep: Class 2 contains 6558 members Entering Unmasked Estep Score: -8289729.500000 Penalty: 5503.690918 Iteration 97Q: 3 clusters Score -8289730 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59491 members Mstep: Class 2 contains 6426 members Entering Unmasked Estep Score: -8289778.500000 Penalty: 5503.690918 Iteration 98Q: 3 clusters Score -8289778 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59595 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -8289805.500000 Penalty: 5503.690918 Iteration 99Q: 3 clusters Score -8289806 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59686 members Mstep: Class 2 contains 6231 members Entering Unmasked Estep Score: -8289820.000000 Penalty: 5503.690918 Iteration 100F: 3 clusters Score -8289820 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59783 members Mstep: Class 2 contains 6134 members Entering Unmasked Estep Score: -8289849.500000 Penalty: 5503.690918 Iteration 101Q: 3 clusters Score -8289850 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59859 members Mstep: Class 2 contains 6058 members Entering Unmasked Estep Score: -8289853.000000 Penalty: 5503.690918 Iteration 102Q: 3 clusters Score -8289853 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59925 members Mstep: Class 2 contains 5992 members Entering Unmasked Estep Score: -8289868.000000 Penalty: 5503.690918 Iteration 103Q: 3 clusters Score -8289868 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59978 members Mstep: Class 2 contains 5939 members Entering Unmasked Estep Score: -8289869.000000 Penalty: 5503.690918 Iteration 104Q: 3 clusters Score -8289869 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60028 members Mstep: Class 2 contains 5889 members Entering Unmasked Estep Score: -8289876.000000 Penalty: 5503.690918 Iteration 105Q: 3 clusters Score -8289876 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60078 members Mstep: Class 2 contains 5839 members Entering Unmasked Estep Score: -8289885.500000 Penalty: 5503.690918 Iteration 106Q: 3 clusters Score -8289886 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60126 members Mstep: Class 2 contains 5791 members Entering Unmasked Estep Score: -8289889.500000 Penalty: 5503.690918 Iteration 107Q: 3 clusters Score -8289890 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60163 members Mstep: Class 2 contains 5754 members Entering Unmasked Estep Score: -8289907.500000 Penalty: 5503.690918 Iteration 108Q: 3 clusters Score -8289908 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60202 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -8289893.000000 Penalty: 5503.690918 Iteration 109Q: 3 clusters Score -8289893 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60233 members Mstep: Class 2 contains 5684 members Entering Unmasked Estep Score: -8289915.000000 Penalty: 5503.690918 Iteration 110Q: 3 clusters Score -8289915 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60267 members Mstep: Class 2 contains 5650 members Entering Unmasked Estep Score: -8289908.000000 Penalty: 5503.690918 Iteration 111Q: 3 clusters Score -8289908 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60301 members Mstep: Class 2 contains 5616 members Entering Unmasked Estep Score: -8289894.000000 Penalty: 5503.690918 Iteration 112Q: 3 clusters Score -8289894 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60330 members Mstep: Class 2 contains 5587 members Entering Unmasked Estep Score: -8289894.500000 Penalty: 5503.690918 Iteration 113Q: 3 clusters Score -8289894 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60349 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -8289895.500000 Penalty: 5503.690918 Iteration 114Q: 3 clusters Score -8289896 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60364 members Mstep: Class 2 contains 5553 members Entering Unmasked Estep Score: -8289899.500000 Penalty: 5503.690918 Iteration 115Q: 3 clusters Score -8289900 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60383 members Mstep: Class 2 contains 5534 members Entering Unmasked Estep Score: -8289883.500000 Penalty: 5503.690918 Iteration 116Q: 3 clusters Score -8289884 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60395 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -8289895.000000 Penalty: 5503.690918 Iteration 117Q: 3 clusters Score -8289895 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60404 members Mstep: Class 2 contains 5513 members Entering Unmasked Estep Score: -8289898.000000 Penalty: 5503.690918 Iteration 118Q: 3 clusters Score -8289898 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60412 members Mstep: Class 2 contains 5505 members Entering Unmasked Estep Score: -8289892.500000 Penalty: 5503.690918 Iteration 119Q: 3 clusters Score -8289892 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60418 members Mstep: Class 2 contains 5499 members Entering Unmasked Estep Score: -8289888.500000 Penalty: 5503.690918 Iteration 120F: 3 clusters Score -8289888 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60420 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -8289892.000000 Penalty: 5503.690918 Iteration 121Q: 3 clusters Score -8289892 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60423 members Mstep: Class 2 contains 5494 members Entering Unmasked Estep Score: -8289891.500000 Penalty: 5503.690918 Iteration 122Q: 3 clusters Score -8289892 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60425 members Mstep: Class 2 contains 5492 members Entering Unmasked Estep Score: -8289894.000000 Penalty: 5503.690918 Iteration 123Q: 3 clusters Score -8289894 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60430 members Mstep: Class 2 contains 5487 members Entering Unmasked Estep Score: -8289894.500000 Penalty: 5503.690918 Iteration 124Q: 3 clusters Score -8289894 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60433 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -8289902.000000 Penalty: 5503.690918 Iteration 125Q: 3 clusters Score -8289902 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60437 members Mstep: Class 2 contains 5480 members Entering Unmasked Estep Score: -8289905.500000 Penalty: 5503.690918 Iteration 126Q: 3 clusters Score -8289906 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60441 members Mstep: Class 2 contains 5476 members Entering Unmasked Estep Score: -8289906.500000 Penalty: 5503.690918 Iteration 127Q: 3 clusters Score -8289906 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60442 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -8289908.000000 Penalty: 5503.690918 Iteration 128Q: 3 clusters Score -8289908 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60442 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -8289908.000000 Penalty: 5503.690918 Iteration 129F: 3 clusters Score -8289908 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (5230 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Entering Unmasked Estep Score: -667198.625000 Penalty: 2123.417236 Iteration 0F: 2 clusters Score -667198.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -662580.812500 Penalty: 4246.834473 Iteration 0F: 3 clusters Score -662580.8 nChanged 1981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -663679.562500 Penalty: 4246.834473 Iteration 1F: 3 clusters Score -663679.6 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -663912.250000 Penalty: 4246.834473 Iteration 2F: 3 clusters Score -663912.2 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -664053.625000 Penalty: 4246.834473 Iteration 3Q: 3 clusters Score -664053.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -664131.250000 Penalty: 4246.834473 Iteration 4Q: 3 clusters Score -664131.2 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -664197.250000 Penalty: 4246.834473 Iteration 5Q: 3 clusters Score -664197.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -664243.062500 Penalty: 4246.834473 Iteration 6Q: 3 clusters Score -664243.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -664273.375000 Penalty: 4246.834473 Iteration 7Q: 3 clusters Score -664273.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -664306.250000 Penalty: 4246.834473 Iteration 8Q: 3 clusters Score -664306.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -664336.500000 Penalty: 4246.834473 Iteration 9Q: 3 clusters Score -664336.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -664372.875000 Penalty: 4246.834473 Iteration 10Q: 3 clusters Score -664372.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -664410.000000 Penalty: 4246.834473 Iteration 11Q: 3 clusters Score -664410 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -664449.125000 Penalty: 4246.834473 Iteration 12Q: 3 clusters Score -664449.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -664487.312500 Penalty: 4246.834473 Iteration 13Q: 3 clusters Score -664487.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -664522.000000 Penalty: 4246.834473 Iteration 14Q: 3 clusters Score -664522 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -664564.187500 Penalty: 4246.834473 Iteration 15Q: 3 clusters Score -664564.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -664623.562500 Penalty: 4246.834473 Iteration 16Q: 3 clusters Score -664623.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -664689.687500 Penalty: 4246.834473 Iteration 17Q: 3 clusters Score -664689.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -664750.062500 Penalty: 4246.834473 Iteration 18Q: 3 clusters Score -664750.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -664810.187500 Penalty: 4246.834473 Iteration 19Q: 3 clusters Score -664810.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -664878.187500 Penalty: 4246.834473 Iteration 20F: 3 clusters Score -664878.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -664957.750000 Penalty: 4246.834473 Iteration 21Q: 3 clusters Score -664957.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -665028.062500 Penalty: 4246.834473 Iteration 22Q: 3 clusters Score -665028.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -665092.625000 Penalty: 4246.834473 Iteration 23Q: 3 clusters Score -665092.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -665152.062500 Penalty: 4246.834473 Iteration 24Q: 3 clusters Score -665152.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -665206.250000 Penalty: 4246.834473 Iteration 25Q: 3 clusters Score -665206.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4334 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -665240.625000 Penalty: 4246.834473 Iteration 26Q: 3 clusters Score -665240.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -665269.000000 Penalty: 4246.834473 Iteration 27Q: 3 clusters Score -665269 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -665290.687500 Penalty: 4246.834473 Iteration 28Q: 3 clusters Score -665290.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -665303.125000 Penalty: 4246.834473 Iteration 29Q: 3 clusters Score -665303.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -665320.875000 Penalty: 4246.834473 Iteration 30Q: 3 clusters Score -665320.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -665333.125000 Penalty: 4246.834473 Iteration 31Q: 3 clusters Score -665333.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -665341.937500 Penalty: 4246.834473 Iteration 32Q: 3 clusters Score -665341.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -665348.000000 Penalty: 4246.834473 Iteration 33Q: 3 clusters Score -665348 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -665356.875000 Penalty: 4246.834473 Iteration 34Q: 3 clusters Score -665356.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -665368.312500 Penalty: 4246.834473 Iteration 35Q: 3 clusters Score -665368.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -665374.937500 Penalty: 4246.834473 Iteration 36Q: 3 clusters Score -665374.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -665380.250000 Penalty: 4246.834473 Iteration 37Q: 3 clusters Score -665380.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -665383.125000 Penalty: 4246.834473 Iteration 38Q: 3 clusters Score -665383.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -665385.937500 Penalty: 4246.834473 Iteration 39Q: 3 clusters Score -665385.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -665388.062500 Penalty: 4246.834473 Iteration 40F: 3 clusters Score -665388.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -665393.437500 Penalty: 4246.834473 Iteration 41Q: 3 clusters Score -665393.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -665399.812500 Penalty: 4246.834473 Iteration 42Q: 3 clusters Score -665399.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4563 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -665402.250000 Penalty: 4246.834473 Iteration 43Q: 3 clusters Score -665402.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4566 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -665404.687500 Penalty: 4246.834473 Iteration 44Q: 3 clusters Score -665404.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -665406.625000 Penalty: 4246.834473 Iteration 45Q: 3 clusters Score -665406.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -665406.187500 Penalty: 4246.834473 Iteration 46Q: 3 clusters Score -665406.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -665405.875000 Penalty: 4246.834473 Iteration 47Q: 3 clusters Score -665405.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -665405.562500 Penalty: 4246.834473 Iteration 48Q: 3 clusters Score -665405.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4578 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -665410.000000 Penalty: 4246.834473 Iteration 49Q: 3 clusters Score -665410 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -665415.187500 Penalty: 4246.834473 Iteration 50Q: 3 clusters Score -665415.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -665415.812500 Penalty: 4246.834473 Iteration 51Q: 3 clusters Score -665415.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -665417.562500 Penalty: 4246.834473 Iteration 52Q: 3 clusters Score -665417.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -665420.562500 Penalty: 4246.834473 Iteration 53Q: 3 clusters Score -665420.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -665421.437500 Penalty: 4246.834473 Iteration 54Q: 3 clusters Score -665421.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -665423.875000 Penalty: 4246.834473 Iteration 55Q: 3 clusters Score -665423.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -665423.812500 Penalty: 4246.834473 Iteration 56Q: 3 clusters Score -665423.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -665425.250000 Penalty: 4246.834473 Iteration 57Q: 3 clusters Score -665425.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -665426.875000 Penalty: 4246.834473 Iteration 58Q: 3 clusters Score -665426.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -665428.312500 Penalty: 4246.834473 Iteration 59Q: 3 clusters Score -665428.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -665429.187500 Penalty: 4246.834473 Iteration 60F: 3 clusters Score -665429.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -665429.125000 Penalty: 4246.834473 Iteration 61Q: 3 clusters Score -665429.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -665430.437500 Penalty: 4246.834473 Iteration 62Q: 3 clusters Score -665430.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -665430.375000 Penalty: 4246.834473 Iteration 63Q: 3 clusters Score -665430.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -665430.375000 Penalty: 4246.834473 Iteration 64F: 3 clusters Score -665430.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (241062 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241062 members Entering Unmasked Estep Score: -30087776.000000 Penalty: 3073.416748 Iteration 0F: 2 clusters Score -3.008778e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120168 members Mstep: Class 2 contains 120894 members Entering Unmasked Estep Score: -29933078.000000 Penalty: 6146.833496 Iteration 0F: 3 clusters Score -2.993308e+07 nChanged 116081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113653 members Mstep: Class 2 contains 127409 members Entering Unmasked Estep Score: -30001518.000000 Penalty: 6146.833496 Iteration 1F: 3 clusters Score -3.000152e+07 nChanged 7200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109459 members Mstep: Class 2 contains 131603 members Entering Unmasked Estep Score: -30003056.000000 Penalty: 6146.833496 Iteration 2Q: 3 clusters Score -3.000306e+07 nChanged 8580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102837 members Mstep: Class 2 contains 138225 members Entering Unmasked Estep Score: -30005820.000000 Penalty: 6146.833496 Iteration 3Q: 3 clusters Score -3.000582e+07 nChanged 11157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92606 members Mstep: Class 2 contains 148456 members Entering Unmasked Estep Score: -30010824.000000 Penalty: 6146.833496 Iteration 4Q: 3 clusters Score -3.001082e+07 nChanged 15436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77540 members Mstep: Class 2 contains 163522 members Entering Unmasked Estep Score: -30019854.000000 Penalty: 6146.833496 Iteration 5F: 3 clusters Score -3.001985e+07 nChanged 20248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57436 members Mstep: Class 2 contains 183626 members Entering Unmasked Estep Score: -30035224.000000 Penalty: 6146.833496 Iteration 6F: 3 clusters Score -3.003522e+07 nChanged 22632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34842 members Mstep: Class 2 contains 206220 members Entering Unmasked Estep Score: -30054354.000000 Penalty: 6146.833496 Iteration 7F: 3 clusters Score -3.005435e+07 nChanged 18491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16365 members Mstep: Class 2 contains 224697 members Entering Unmasked Estep Score: -30070892.000000 Penalty: 6146.833496 Iteration 8F: 3 clusters Score -3.007089e+07 nChanged 10145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 234840 members Entering Unmasked Estep Score: -30079636.000000 Penalty: 6146.833496 Iteration 9Q: 3 clusters Score -3.007964e+07 nChanged 4033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 238867 members Entering Unmasked Estep Score: -30083202.000000 Penalty: 6146.833496 Iteration 10Q: 3 clusters Score -3.00832e+07 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 240129 members Entering Unmasked Estep Score: -30084490.000000 Penalty: 6146.833496 Iteration 11Q: 3 clusters Score -3.008449e+07 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 240489 members Entering Unmasked Estep Score: -30085002.000000 Penalty: 6146.833496 Iteration 12Q: 3 clusters Score -3.0085e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 240588 members Entering Unmasked Estep Score: -30085200.000000 Penalty: 6146.833496 Iteration 13Q: 3 clusters Score -3.00852e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 240611 members Entering Unmasked Estep Score: -30085334.000000 Penalty: 6146.833496 Iteration 14Q: 3 clusters Score -3.008533e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 240628 members Entering Unmasked Estep Score: -30085414.000000 Penalty: 6146.833496 Iteration 15Q: 3 clusters Score -3.008541e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 240625 members Entering Unmasked Estep Score: -30085530.000000 Penalty: 6146.833496 Iteration 16Q: 3 clusters Score -3.008553e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 240603 members Entering Unmasked Estep Score: -30085568.000000 Penalty: 6146.833496 Iteration 17Q: 3 clusters Score -3.008557e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 240582 members Entering Unmasked Estep Score: -30085616.000000 Penalty: 6146.833496 Iteration 18Q: 3 clusters Score -3.008562e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 240567 members Entering Unmasked Estep Score: -30085660.000000 Penalty: 6146.833496 Iteration 19Q: 3 clusters Score -3.008566e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 240557 members Entering Unmasked Estep Score: -30085704.000000 Penalty: 6146.833496 Iteration 20F: 3 clusters Score -3.00857e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 240541 members Entering Unmasked Estep Score: -30085764.000000 Penalty: 6146.833496 Iteration 21Q: 3 clusters Score -3.008576e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 240519 members Entering Unmasked Estep Score: -30085832.000000 Penalty: 6146.833496 Iteration 22Q: 3 clusters Score -3.008583e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 240499 members Entering Unmasked Estep Score: -30085874.000000 Penalty: 6146.833496 Iteration 23Q: 3 clusters Score -3.008587e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 240479 members Entering Unmasked Estep Score: -30085906.000000 Penalty: 6146.833496 Iteration 24Q: 3 clusters Score -3.008591e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 240465 members Entering Unmasked Estep Score: -30085972.000000 Penalty: 6146.833496 Iteration 25Q: 3 clusters Score -3.008597e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 240442 members Entering Unmasked Estep Score: -30085988.000000 Penalty: 6146.833496 Iteration 26Q: 3 clusters Score -3.008599e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 240434 members Entering Unmasked Estep Score: -30086038.000000 Penalty: 6146.833496 Iteration 27Q: 3 clusters Score -3.008604e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 240422 members Entering Unmasked Estep Score: -30086072.000000 Penalty: 6146.833496 Iteration 28Q: 3 clusters Score -3.008607e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 240406 members Entering Unmasked Estep Score: -30086088.000000 Penalty: 6146.833496 Iteration 29Q: 3 clusters Score -3.008609e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 240401 members Entering Unmasked Estep Score: -30086100.000000 Penalty: 6146.833496 Iteration 30Q: 3 clusters Score -3.00861e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 240390 members Entering Unmasked Estep Score: -30086108.000000 Penalty: 6146.833496 Iteration 31Q: 3 clusters Score -3.008611e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 240379 members Entering Unmasked Estep Score: -30086114.000000 Penalty: 6146.833496 Iteration 32Q: 3 clusters Score -3.008611e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 240361 members Entering Unmasked Estep Score: -30086104.000000 Penalty: 6146.833496 Iteration 33Q: 3 clusters Score -3.00861e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 240341 members Entering Unmasked Estep Score: -30086116.000000 Penalty: 6146.833496 Iteration 34Q: 3 clusters Score -3.008612e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 240336 members Entering Unmasked Estep Score: -30086114.000000 Penalty: 6146.833496 Iteration 35Q: 3 clusters Score -3.008611e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 240333 members Entering Unmasked Estep Score: -30086096.000000 Penalty: 6146.833496 Iteration 36Q: 3 clusters Score -3.00861e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 240330 members Entering Unmasked Estep Score: -30086094.000000 Penalty: 6146.833496 Iteration 37Q: 3 clusters Score -3.008609e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 240327 members Entering Unmasked Estep Score: -30086100.000000 Penalty: 6146.833496 Iteration 38Q: 3 clusters Score -3.00861e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 240326 members Entering Unmasked Estep Score: -30086124.000000 Penalty: 6146.833496 Iteration 39Q: 3 clusters Score -3.008612e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 240324 members Entering Unmasked Estep Score: -30086144.000000 Penalty: 6146.833496 Iteration 40F: 3 clusters Score -3.008614e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 240318 members Entering Unmasked Estep Score: -30086146.000000 Penalty: 6146.833496 Iteration 41Q: 3 clusters Score -3.008615e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 240315 members Entering Unmasked Estep Score: -30086134.000000 Penalty: 6146.833496 Iteration 42Q: 3 clusters Score -3.008613e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 240310 members Entering Unmasked Estep Score: -30086140.000000 Penalty: 6146.833496 Iteration 43Q: 3 clusters Score -3.008614e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 240308 members Entering Unmasked Estep Score: -30086178.000000 Penalty: 6146.833496 Iteration 44Q: 3 clusters Score -3.008618e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 240308 members Entering Unmasked Estep Score: -30086176.000000 Penalty: 6146.833496 Iteration 45Q: 3 clusters Score -3.008618e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 240306 members Entering Unmasked Estep Score: -30086214.000000 Penalty: 6146.833496 Iteration 46Q: 3 clusters Score -3.008621e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 240303 members Entering Unmasked Estep Score: -30086208.000000 Penalty: 6146.833496 Iteration 47Q: 3 clusters Score -3.008621e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 240295 members Entering Unmasked Estep Score: -30086224.000000 Penalty: 6146.833496 Iteration 48Q: 3 clusters Score -3.008622e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 240293 members Entering Unmasked Estep Score: -30086208.000000 Penalty: 6146.833496 Iteration 49Q: 3 clusters Score -3.008621e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 240290 members Entering Unmasked Estep Score: -30086202.000000 Penalty: 6146.833496 Iteration 50Q: 3 clusters Score -3.00862e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 240289 members Entering Unmasked Estep Score: -30086220.000000 Penalty: 6146.833496 Iteration 51Q: 3 clusters Score -3.008622e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 240288 members Entering Unmasked Estep Score: -30086224.000000 Penalty: 6146.833496 Iteration 52Q: 3 clusters Score -3.008622e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 240284 members Entering Unmasked Estep Score: -30086208.000000 Penalty: 6146.833496 Iteration 53Q: 3 clusters Score -3.008621e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 240283 members Entering Unmasked Estep Score: -30086214.000000 Penalty: 6146.833496 Iteration 54Q: 3 clusters Score -3.008621e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 240283 members Entering Unmasked Estep Score: -30086214.000000 Penalty: 6146.833496 Iteration 55F: 3 clusters Score -3.008621e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Entering Unmasked Estep Score: -69630.421875 Penalty: 1575.883789 Iteration 0F: 2 clusters Score -69630.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -68023.796875 Penalty: 3151.767578 Iteration 0F: 3 clusters Score -68023.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -68188.429688 Penalty: 3151.767578 Iteration 1F: 3 clusters Score -68188.43 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -68233.078125 Penalty: 3151.767578 Iteration 2Q: 3 clusters Score -68233.08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -68251.820312 Penalty: 3151.767578 Iteration 3Q: 3 clusters Score -68251.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -68259.210938 Penalty: 3151.767578 Iteration 4Q: 3 clusters Score -68259.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -68263.031250 Penalty: 3151.767578 Iteration 5Q: 3 clusters Score -68263.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -68270.007812 Penalty: 3151.767578 Iteration 6Q: 3 clusters Score -68270.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -68270.992188 Penalty: 3151.767578 Iteration 7Q: 3 clusters Score -68270.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -68270.992188 Penalty: 3151.767578 Iteration 8F: 3 clusters Score -68270.99 nChanged 0 --- Evaluating fit on full set of 1346275 points --- Entering Unmasked Estep Score: -166741808.000000 Penalty: 76999.718750 21->23 Clusters: Score -166741808.000000, best is -166795056.000000 Starting from 22 clusters... Entering ConstructFrom: --- Running on subset of 448758 points --- Entering CEM Assigned 22 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21381 members Mstep: Class 2 contains 21461 members Mstep: Class 3 contains 21364 members Mstep: Class 4 contains 21327 members Mstep: Class 5 contains 21182 members Mstep: Class 6 contains 21403 members Mstep: Class 7 contains 21518 members Mstep: Class 8 contains 21162 members Mstep: Class 9 contains 21269 members Mstep: Class 10 contains 21419 members Mstep: Class 11 contains 21327 members Mstep: Class 12 contains 21503 members Mstep: Class 13 contains 21425 members Mstep: Class 14 contains 21493 members Mstep: Class 15 contains 21340 members Mstep: Class 16 contains 21481 members Mstep: Class 17 contains 21477 members Mstep: Class 18 contains 21107 members Mstep: Class 19 contains 21626 members Mstep: Class 20 contains 21248 members Mstep: Class 21 contains 21245 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 614.344604 but Gain 3227.527344 Score: -52081136.000000 Penalty: 64550.628906 Iteration 0F: 21 clusters Score -5.208114e+07 nChanged 426059 Entering Unmasked Mstep Mstep: Class 0 contains 2372 members Mstep: Class 1 contains 25787 members Mstep: Class 2 contains 11288 members Mstep: Class 3 contains 13568 members Mstep: Class 4 contains 11317 members Mstep: Class 5 contains 12273 members Mstep: Class 6 contains 6596 members Mstep: Class 7 contains 24882 members Mstep: Class 8 contains 13537 members Mstep: Class 9 contains 21070 members Mstep: Class 10 contains 12348 members Mstep: Class 12 contains 26601 members Mstep: Class 13 contains 10432 members Mstep: Class 14 contains 107960 members Mstep: Class 15 contains 26268 members Mstep: Class 16 contains 25780 members Mstep: Class 17 contains 20058 members Mstep: Class 18 contains 8950 members Mstep: Class 19 contains 21724 members Mstep: Class 20 contains 3796 members Mstep: Class 21 contains 42151 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 2580.345215 but Gain 3227.535156 Score: -54274616.000000 Penalty: 61323.093750 Iteration 1F: 20 clusters Score -5.427462e+07 nChanged 175216 Entering Unmasked Mstep Mstep: Class 0 contains 2332 members Mstep: Class 1 contains 26727 members Mstep: Class 2 contains 4364 members Mstep: Class 3 contains 14935 members Mstep: Class 4 contains 6916 members Mstep: Class 5 contains 11585 members Mstep: Class 7 contains 16169 members Mstep: Class 8 contains 11988 members Mstep: Class 9 contains 22393 members Mstep: Class 10 contains 8793 members Mstep: Class 12 contains 22219 members Mstep: Class 13 contains 3427 members Mstep: Class 14 contains 168098 members Mstep: Class 15 contains 19162 members Mstep: Class 16 contains 20217 members Mstep: Class 17 contains 30730 members Mstep: Class 18 contains 4945 members Mstep: Class 19 contains 14585 members Mstep: Class 20 contains 1526 members Mstep: Class 21 contains 37647 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 2652.663574 but Gain 3227.531250 Score: -54665276.000000 Penalty: 58095.562500 Iteration 2F: 19 clusters Score -5.466528e+07 nChanged 123802 Entering Unmasked Mstep Mstep: Class 0 contains 2267 members Mstep: Class 1 contains 25823 members Mstep: Class 2 contains 1755 members Mstep: Class 3 contains 19018 members Mstep: Class 4 contains 3420 members Mstep: Class 5 contains 9323 members Mstep: Class 7 contains 8456 members Mstep: Class 8 contains 7022 members Mstep: Class 9 contains 25921 members Mstep: Class 10 contains 6944 members Mstep: Class 12 contains 16772 members Mstep: Class 13 contains 1851 members Mstep: Class 14 contains 205124 members Mstep: Class 15 contains 19325 members Mstep: Class 16 contains 14773 members Mstep: Class 17 contains 43704 members Mstep: Class 19 contains 11301 members Mstep: Class 20 contains 425 members Mstep: Class 21 contains 25534 members Entering Unmasked Estep ConsiderDeletion Score: -54893332.000000 Penalty: 58095.562500 Iteration 3F: 19 clusters Score -5.489333e+07 nChanged 82834 Entering Unmasked Mstep Mstep: Class 0 contains 2210 members Mstep: Class 1 contains 20393 members Mstep: Class 2 contains 1132 members Mstep: Class 3 contains 23785 members Mstep: Class 4 contains 1882 members Mstep: Class 5 contains 6828 members Mstep: Class 7 contains 3635 members Mstep: Class 8 contains 3663 members Mstep: Class 9 contains 29803 members Mstep: Class 10 contains 5448 members Mstep: Class 12 contains 13409 members Mstep: Class 13 contains 1517 members Mstep: Class 14 contains 232410 members Mstep: Class 15 contains 18669 members Mstep: Class 16 contains 9994 members Mstep: Class 17 contains 51396 members Mstep: Class 19 contains 8061 members Mstep: Class 20 contains 265 members Mstep: Class 21 contains 14258 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 2250.792969 but Gain 3227.531250 Score: -55016916.000000 Penalty: 54868.031250 Iteration 4F: 18 clusters Score -5.501692e+07 nChanged 52401 Entering Unmasked Mstep Mstep: Class 0 contains 1994 members Mstep: Class 1 contains 14074 members Mstep: Class 2 contains 885 members Mstep: Class 3 contains 26296 members Mstep: Class 4 contains 1364 members Mstep: Class 5 contains 5426 members Mstep: Class 7 contains 2318 members Mstep: Class 9 contains 32512 members Mstep: Class 10 contains 4811 members Mstep: Class 12 contains 12546 members Mstep: Class 13 contains 1523 members Mstep: Class 14 contains 251955 members Mstep: Class 15 contains 17098 members Mstep: Class 16 contains 6636 members Mstep: Class 17 contains 54708 members Mstep: Class 19 contains 5716 members Mstep: Class 20 contains 354 members Mstep: Class 21 contains 8542 members Entering Unmasked Estep ConsiderDeletion Score: -55101888.000000 Penalty: 54868.031250 Iteration 5F: 18 clusters Score -5.510189e+07 nChanged 31095 Entering Unmasked Mstep Mstep: Class 0 contains 1376 members Mstep: Class 1 contains 10489 members Mstep: Class 2 contains 799 members Mstep: Class 3 contains 26792 members Mstep: Class 4 contains 1151 members Mstep: Class 5 contains 4725 members Mstep: Class 7 contains 2207 members Mstep: Class 9 contains 34783 members Mstep: Class 10 contains 4738 members Mstep: Class 12 contains 12546 members Mstep: Class 13 contains 1644 members Mstep: Class 14 contains 260401 members Mstep: Class 15 contains 15998 members Mstep: Class 16 contains 4602 members Mstep: Class 17 contains 56157 members Mstep: Class 19 contains 4125 members Mstep: Class 20 contains 715 members Mstep: Class 21 contains 5510 members Entering Unmasked Estep ConsiderDeletion Score: -55212788.000000 Penalty: 54868.031250 Iteration 6F: 18 clusters Score -5.521279e+07 nChanged 21945 Entering Unmasked Mstep Mstep: Class 0 contains 483 members Mstep: Class 1 contains 8928 members Mstep: Class 2 contains 805 members Mstep: Class 3 contains 26265 members Mstep: Class 4 contains 1025 members Mstep: Class 5 contains 4341 members Mstep: Class 7 contains 2499 members Mstep: Class 9 contains 36754 members Mstep: Class 10 contains 4853 members Mstep: Class 12 contains 12691 members Mstep: Class 13 contains 1967 members Mstep: Class 14 contains 263727 members Mstep: Class 15 contains 15609 members Mstep: Class 16 contains 3738 members Mstep: Class 17 contains 57023 members Mstep: Class 19 contains 2998 members Mstep: Class 20 contains 1116 members Mstep: Class 21 contains 3936 members Entering Unmasked Estep ConsiderDeletion Score: -55261920.000000 Penalty: 54868.031250 Iteration 7Q: 18 clusters Score -5.526192e+07 nChanged 16100 Entering Unmasked Mstep Mstep: Class 0 contains 449 members Mstep: Class 1 contains 8206 members Mstep: Class 2 contains 922 members Mstep: Class 3 contains 25406 members Mstep: Class 4 contains 909 members Mstep: Class 5 contains 4016 members Mstep: Class 7 contains 2809 members Mstep: Class 9 contains 38564 members Mstep: Class 10 contains 4946 members Mstep: Class 12 contains 12741 members Mstep: Class 13 contains 1819 members Mstep: Class 14 contains 264564 members Mstep: Class 15 contains 15784 members Mstep: Class 16 contains 3758 members Mstep: Class 17 contains 57536 members Mstep: Class 19 contains 2133 members Mstep: Class 20 contains 1116 members Mstep: Class 21 contains 3080 members Entering Unmasked Estep ConsiderDeletion Deleting Class 21. Lose 3057.597412 but Gain 3227.531250 Score: -55276064.000000 Penalty: 51640.500000 Iteration 8Q: 17 clusters Score -5.527606e+07 nChanged 15568 Entering Unmasked Mstep Mstep: Class 0 contains 449 members Mstep: Class 1 contains 7793 members Mstep: Class 2 contains 1145 members Mstep: Class 3 contains 24574 members Mstep: Class 4 contains 809 members Mstep: Class 5 contains 3793 members Mstep: Class 7 contains 3085 members Mstep: Class 9 contains 40388 members Mstep: Class 10 contains 4999 members Mstep: Class 12 contains 12760 members Mstep: Class 13 contains 1719 members Mstep: Class 14 contains 265101 members Mstep: Class 15 contains 16797 members Mstep: Class 16 contains 4505 members Mstep: Class 17 contains 58178 members Mstep: Class 19 contains 1547 members Mstep: Class 20 contains 1116 members Entering Unmasked Estep ConsiderDeletion Score: -55290240.000000 Penalty: 51640.500000 Iteration 9Q: 17 clusters Score -5.529024e+07 nChanged 11043 Entering Unmasked Mstep Mstep: Class 0 contains 450 members Mstep: Class 1 contains 7570 members Mstep: Class 2 contains 1325 members Mstep: Class 3 contains 23787 members Mstep: Class 4 contains 764 members Mstep: Class 5 contains 3615 members Mstep: Class 7 contains 3221 members Mstep: Class 9 contains 41674 members Mstep: Class 10 contains 4931 members Mstep: Class 12 contains 12683 members Mstep: Class 13 contains 1659 members Mstep: Class 14 contains 263860 members Mstep: Class 15 contains 17361 members Mstep: Class 16 contains 5405 members Mstep: Class 17 contains 58259 members Mstep: Class 19 contains 1079 members Mstep: Class 20 contains 1115 members Entering Unmasked Estep ConsiderDeletion Score: -55297228.000000 Penalty: 51640.500000 Iteration 10Q: 17 clusters Score -5.529723e+07 nChanged 9204 Entering Unmasked Mstep Mstep: Class 0 contains 450 members Mstep: Class 1 contains 7477 members Mstep: Class 2 contains 1432 members Mstep: Class 3 contains 23221 members Mstep: Class 4 contains 738 members Mstep: Class 5 contains 3503 members Mstep: Class 7 contains 3291 members Mstep: Class 9 contains 42676 members Mstep: Class 10 contains 4838 members Mstep: Class 12 contains 12614 members Mstep: Class 13 contains 1644 members Mstep: Class 14 contains 262524 members Mstep: Class 15 contains 17966 members Mstep: Class 16 contains 6190 members Mstep: Class 17 contains 58235 members Mstep: Class 19 contains 844 members Mstep: Class 20 contains 1115 members Entering Unmasked Estep ConsiderDeletion Score: -55302316.000000 Penalty: 51640.500000 Iteration 11Q: 17 clusters Score -5.530232e+07 nChanged 7628 Entering Unmasked Mstep Mstep: Class 0 contains 449 members Mstep: Class 1 contains 7499 members Mstep: Class 2 contains 1513 members Mstep: Class 3 contains 22710 members Mstep: Class 4 contains 724 members Mstep: Class 5 contains 3498 members Mstep: Class 7 contains 3353 members Mstep: Class 9 contains 43498 members Mstep: Class 10 contains 4762 members Mstep: Class 12 contains 12523 members Mstep: Class 13 contains 1626 members Mstep: Class 14 contains 261121 members Mstep: Class 15 contains 18617 members Mstep: Class 16 contains 6839 members Mstep: Class 17 contains 58221 members Mstep: Class 19 contains 690 members Mstep: Class 20 contains 1115 members Entering Unmasked Estep ConsiderDeletion Score: -55305344.000000 Penalty: 51640.500000 Iteration 12Q: 17 clusters Score -5.530534e+07 nChanged 5973 Entering Unmasked Mstep Mstep: Class 0 contains 450 members Mstep: Class 1 contains 7584 members Mstep: Class 2 contains 1548 members Mstep: Class 3 contains 22302 members Mstep: Class 4 contains 714 members Mstep: Class 5 contains 3574 members Mstep: Class 7 contains 3372 members Mstep: Class 9 contains 44109 members Mstep: Class 10 contains 4700 members Mstep: Class 12 contains 12443 members Mstep: Class 13 contains 1619 members Mstep: Class 14 contains 259748 members Mstep: Class 15 contains 19274 members Mstep: Class 16 contains 7414 members Mstep: Class 17 contains 58198 members Mstep: Class 19 contains 594 members Mstep: Class 20 contains 1115 members Entering Unmasked Estep ConsiderDeletion Score: -55307500.000000 Penalty: 51640.500000 Iteration 13Q: 17 clusters Score -5.53075e+07 nChanged 4914 Entering Unmasked Mstep Mstep: Class 0 contains 449 members Mstep: Class 1 contains 7653 members Mstep: Class 2 contains 1569 members Mstep: Class 3 contains 21931 members Mstep: Class 4 contains 704 members Mstep: Class 5 contains 3698 members Mstep: Class 7 contains 3395 members Mstep: Class 9 contains 44604 members Mstep: Class 10 contains 4657 members Mstep: Class 12 contains 12354 members Mstep: Class 13 contains 1614 members Mstep: Class 14 contains 258530 members Mstep: Class 15 contains 19841 members Mstep: Class 16 contains 7938 members Mstep: Class 17 contains 58184 members Mstep: Class 19 contains 522 members Mstep: Class 20 contains 1115 members Entering Unmasked Estep ConsiderDeletion Score: -55309092.000000 Penalty: 51640.500000 Iteration 14Q: 17 clusters Score -5.530909e+07 nChanged 4274 Entering Unmasked Mstep Mstep: Class 0 contains 449 members Mstep: Class 1 contains 7732 members Mstep: Class 2 contains 1595 members Mstep: Class 3 contains 21575 members Mstep: Class 4 contains 697 members Mstep: Class 5 contains 3856 members Mstep: Class 7 contains 3407 members Mstep: Class 9 contains 45067 members Mstep: Class 10 contains 4622 members Mstep: Class 12 contains 12284 members Mstep: Class 13 contains 1613 members Mstep: Class 14 contains 257380 members Mstep: Class 15 contains 20362 members Mstep: Class 16 contains 8386 members Mstep: Class 17 contains 58146 members Mstep: Class 19 contains 472 members Mstep: Class 20 contains 1115 members Entering Unmasked Estep ConsiderDeletion Score: -55310184.000000 Penalty: 51640.500000 Iteration 15Q: 17 clusters Score -5.531018e+07 nChanged 3716 Entering Unmasked Mstep Mstep: Class 0 contains 449 members Mstep: Class 1 contains 7803 members Mstep: Class 2 contains 1621 members Mstep: Class 3 contains 21219 members Mstep: Class 4 contains 691 members Mstep: Class 5 contains 4058 members Mstep: Class 7 contains 3427 members Mstep: Class 9 contains 45487 members Mstep: Class 10 contains 4584 members Mstep: Class 12 contains 12250 members Mstep: Class 13 contains 1611 members Mstep: Class 14 contains 256333 members Mstep: Class 15 contains 20818 members Mstep: Class 16 contains 8739 members Mstep: Class 17 contains 58103 members Mstep: Class 19 contains 450 members Mstep: Class 20 contains 1115 members Entering Unmasked Estep ConsiderDeletion Score: -55310972.000000 Penalty: 51640.500000 Iteration 16Q: 17 clusters Score -5.531097e+07 nChanged 3367 Entering Unmasked Mstep Mstep: Class 0 contains 449 members Mstep: Class 1 contains 7872 members Mstep: Class 2 contains 1636 members Mstep: Class 3 contains 20845 members Mstep: Class 4 contains 680 members Mstep: Class 5 contains 4293 members Mstep: Class 7 contains 3432 members Mstep: Class 9 contains 45939 members Mstep: Class 10 contains 4544 members Mstep: Class 12 contains 12226 members Mstep: Class 13 contains 1611 members Mstep: Class 14 contains 255390 members Mstep: Class 15 contains 21235 members Mstep: Class 16 contains 9021 members Mstep: Class 17 contains 58038 members Mstep: Class 19 contains 432 members Mstep: Class 20 contains 1115 members Entering Unmasked Estep ConsiderDeletion Score: -55311952.000000 Penalty: 51640.500000 Iteration 17Q: 17 clusters Score -5.531195e+07 nChanged 3048 Entering Unmasked Mstep Mstep: Class 0 contains 449 members Mstep: Class 1 contains 7936 members Mstep: Class 2 contains 1647 members Mstep: Class 3 contains 20443 members Mstep: Class 4 contains 671 members Mstep: Class 5 contains 4568 members Mstep: Class 7 contains 3450 members Mstep: Class 9 contains 46379 members Mstep: Class 10 contains 4506 members Mstep: Class 12 contains 12202 members Mstep: Class 13 contains 1611 members Mstep: Class 14 contains 254512 members Mstep: Class 15 contains 21644 members Mstep: Class 16 contains 9287 members Mstep: Class 17 contains 57913 members Mstep: Class 19 contains 425 members Mstep: Class 20 contains 1115 members Entering Unmasked Estep ConsiderDeletion Score: -55312760.000000 Penalty: 51640.500000 Iteration 18Q: 17 clusters Score -5.531276e+07 nChanged 2814 Entering Unmasked Mstep Mstep: Class 0 contains 449 members Mstep: Class 1 contains 8001 members Mstep: Class 2 contains 1653 members Mstep: Class 3 contains 20009 members Mstep: Class 4 contains 663 members Mstep: Class 5 contains 4870 members Mstep: Class 7 contains 3473 members Mstep: Class 9 contains 46810 members Mstep: Class 10 contains 4479 members Mstep: Class 12 contains 12178 members Mstep: Class 13 contains 1611 members Mstep: Class 14 contains 253764 members Mstep: Class 15 contains 22009 members Mstep: Class 16 contains 9517 members Mstep: Class 17 contains 57740 members Mstep: Class 19 contains 417 members Mstep: Class 20 contains 1115 members Entering Unmasked Estep ConsiderDeletion Score: -55312812.000000 Penalty: 51640.500000 Iteration 19Q: 17 clusters Score -5.531281e+07 nChanged 2610 Entering Unmasked Mstep Mstep: Class 0 contains 449 members Mstep: Class 1 contains 8072 members Mstep: Class 2 contains 1662 members Mstep: Class 3 contains 19556 members Mstep: Class 4 contains 658 members Mstep: Class 5 contains 5170 members Mstep: Class 7 contains 3491 members Mstep: Class 9 contains 47251 members Mstep: Class 10 contains 4457 members Mstep: Class 12 contains 12167 members Mstep: Class 13 contains 1611 members Mstep: Class 14 contains 253000 members Mstep: Class 15 contains 22383 members Mstep: Class 16 contains 9721 members Mstep: Class 17 contains 57580 members Mstep: Class 19 contains 415 members Mstep: Class 20 contains 1115 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 3206.685303 but Gain 3227.531250 Score: -55330572.000000 Penalty: 48412.968750 Iteration 20F: 16 clusters Score -5.533057e+07 nChanged 4211 Entering Unmasked Mstep Mstep: Class 0 contains 251 members Mstep: Class 1 contains 8145 members Mstep: Class 2 contains 2472 members Mstep: Class 3 contains 19033 members Mstep: Class 5 contains 5502 members Mstep: Class 7 contains 3686 members Mstep: Class 9 contains 47743 members Mstep: Class 10 contains 4343 members Mstep: Class 12 contains 12159 members Mstep: Class 13 contains 1389 members Mstep: Class 14 contains 252053 members Mstep: Class 15 contains 22731 members Mstep: Class 16 contains 10241 members Mstep: Class 17 contains 57405 members Mstep: Class 19 contains 446 members Mstep: Class 20 contains 1159 members Entering Unmasked Estep ConsiderDeletion Score: -55339528.000000 Penalty: 48412.968750 Iteration 21Q: 16 clusters Score -5.533953e+07 nChanged 3229 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 8206 members Mstep: Class 2 contains 2652 members Mstep: Class 3 contains 18442 members Mstep: Class 5 contains 5813 members Mstep: Class 7 contains 3756 members Mstep: Class 9 contains 48289 members Mstep: Class 10 contains 4265 members Mstep: Class 12 contains 12135 members Mstep: Class 13 contains 1220 members Mstep: Class 14 contains 251243 members Mstep: Class 15 contains 23072 members Mstep: Class 16 contains 10605 members Mstep: Class 17 contains 57241 members Mstep: Class 19 contains 412 members Mstep: Class 20 contains 1161 members Entering Unmasked Estep ConsiderDeletion Score: -55341180.000000 Penalty: 48412.968750 Iteration 22Q: 16 clusters Score -5.534118e+07 nChanged 2759 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 8265 members Mstep: Class 2 contains 2710 members Mstep: Class 3 contains 17814 members Mstep: Class 5 contains 6082 members Mstep: Class 7 contains 3809 members Mstep: Class 9 contains 48877 members Mstep: Class 10 contains 4165 members Mstep: Class 12 contains 12110 members Mstep: Class 13 contains 1204 members Mstep: Class 14 contains 250569 members Mstep: Class 15 contains 23341 members Mstep: Class 16 contains 10902 members Mstep: Class 17 contains 57116 members Mstep: Class 19 contains 387 members Mstep: Class 20 contains 1161 members Entering Unmasked Estep ConsiderDeletion Score: -55341932.000000 Penalty: 48412.968750 Iteration 23Q: 16 clusters Score -5.534193e+07 nChanged 2556 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 8314 members Mstep: Class 2 contains 2777 members Mstep: Class 3 contains 17183 members Mstep: Class 5 contains 6339 members Mstep: Class 7 contains 3839 members Mstep: Class 9 contains 49472 members Mstep: Class 10 contains 4040 members Mstep: Class 12 contains 12097 members Mstep: Class 13 contains 1198 members Mstep: Class 14 contains 249976 members Mstep: Class 15 contains 23600 members Mstep: Class 16 contains 11148 members Mstep: Class 17 contains 56992 members Mstep: Class 19 contains 376 members Mstep: Class 20 contains 1161 members Entering Unmasked Estep ConsiderDeletion Score: -55342988.000000 Penalty: 48412.968750 Iteration 24Q: 16 clusters Score -5.534299e+07 nChanged 2407 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 8370 members Mstep: Class 2 contains 2833 members Mstep: Class 3 contains 16508 members Mstep: Class 5 contains 6575 members Mstep: Class 7 contains 3847 members Mstep: Class 9 contains 50098 members Mstep: Class 10 contains 3878 members Mstep: Class 12 contains 12092 members Mstep: Class 13 contains 1197 members Mstep: Class 14 contains 249515 members Mstep: Class 15 contains 23849 members Mstep: Class 16 contains 11360 members Mstep: Class 17 contains 56859 members Mstep: Class 19 contains 370 members Mstep: Class 20 contains 1161 members Entering Unmasked Estep ConsiderDeletion Score: -55343688.000000 Penalty: 48412.968750 Iteration 25Q: 16 clusters Score -5.534369e+07 nChanged 2294 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 8420 members Mstep: Class 2 contains 2861 members Mstep: Class 3 contains 15848 members Mstep: Class 5 contains 6769 members Mstep: Class 7 contains 3866 members Mstep: Class 9 contains 50703 members Mstep: Class 10 contains 3725 members Mstep: Class 12 contains 12082 members Mstep: Class 13 contains 1197 members Mstep: Class 14 contains 249114 members Mstep: Class 15 contains 24067 members Mstep: Class 16 contains 11565 members Mstep: Class 17 contains 56769 members Mstep: Class 19 contains 365 members Mstep: Class 20 contains 1161 members Entering Unmasked Estep ConsiderDeletion Score: -55344440.000000 Penalty: 48412.968750 Iteration 26Q: 16 clusters Score -5.534444e+07 nChanged 2066 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 8474 members Mstep: Class 2 contains 2870 members Mstep: Class 3 contains 15142 members Mstep: Class 5 contains 6960 members Mstep: Class 7 contains 3900 members Mstep: Class 9 contains 51344 members Mstep: Class 10 contains 3656 members Mstep: Class 12 contains 12079 members Mstep: Class 13 contains 1197 members Mstep: Class 14 contains 248759 members Mstep: Class 15 contains 24250 members Mstep: Class 16 contains 11726 members Mstep: Class 17 contains 56637 members Mstep: Class 19 contains 357 members Mstep: Class 20 contains 1161 members Entering Unmasked Estep ConsiderDeletion Score: -55344848.000000 Penalty: 48412.968750 Iteration 27Q: 16 clusters Score -5.534485e+07 nChanged 2022 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 8530 members Mstep: Class 2 contains 2876 members Mstep: Class 3 contains 14416 members Mstep: Class 5 contains 7143 members Mstep: Class 7 contains 3912 members Mstep: Class 9 contains 52018 members Mstep: Class 10 contains 3625 members Mstep: Class 12 contains 12083 members Mstep: Class 13 contains 1197 members Mstep: Class 14 contains 248402 members Mstep: Class 15 contains 24425 members Mstep: Class 16 contains 11878 members Mstep: Class 17 contains 56491 members Mstep: Class 19 contains 355 members Mstep: Class 20 contains 1161 members Entering Unmasked Estep ConsiderDeletion Score: -55345132.000000 Penalty: 48412.968750 Iteration 28Q: 16 clusters Score -5.534513e+07 nChanged 1866 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 8563 members Mstep: Class 2 contains 2880 members Mstep: Class 3 contains 13718 members Mstep: Class 5 contains 7334 members Mstep: Class 7 contains 3916 members Mstep: Class 9 contains 52684 members Mstep: Class 10 contains 3614 members Mstep: Class 12 contains 12090 members Mstep: Class 13 contains 1197 members Mstep: Class 14 contains 248073 members Mstep: Class 15 contains 24586 members Mstep: Class 16 contains 12000 members Mstep: Class 17 contains 56345 members Mstep: Class 19 contains 351 members Mstep: Class 20 contains 1161 members Entering Unmasked Estep ConsiderDeletion Score: -55345404.000000 Penalty: 48412.968750 Iteration 29Q: 16 clusters Score -5.53454e+07 nChanged 1802 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 8586 members Mstep: Class 2 contains 2884 members Mstep: Class 3 contains 13000 members Mstep: Class 5 contains 7483 members Mstep: Class 7 contains 3918 members Mstep: Class 9 contains 53373 members Mstep: Class 10 contains 3611 members Mstep: Class 12 contains 12088 members Mstep: Class 13 contains 1197 members Mstep: Class 14 contains 247818 members Mstep: Class 15 contains 24713 members Mstep: Class 16 contains 12139 members Mstep: Class 17 contains 56193 members Mstep: Class 19 contains 348 members Mstep: Class 20 contains 1161 members Entering Unmasked Estep ConsiderDeletion Score: -55345736.000000 Penalty: 48412.968750 Iteration 30Q: 16 clusters Score -5.534574e+07 nChanged 1720 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 8621 members Mstep: Class 2 contains 2885 members Mstep: Class 3 contains 12274 members Mstep: Class 5 contains 7614 members Mstep: Class 7 contains 3913 members Mstep: Class 9 contains 54072 members Mstep: Class 10 contains 3607 members Mstep: Class 12 contains 12084 members Mstep: Class 13 contains 1197 members Mstep: Class 14 contains 247571 members Mstep: Class 15 contains 24839 members Mstep: Class 16 contains 12254 members Mstep: Class 17 contains 56073 members Mstep: Class 19 contains 347 members Mstep: Class 20 contains 1161 members Entering Unmasked Estep ConsiderDeletion Score: -55346160.000000 Penalty: 48412.968750 Iteration 31Q: 16 clusters Score -5.534616e+07 nChanged 1658 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 8668 members Mstep: Class 2 contains 2889 members Mstep: Class 3 contains 11524 members Mstep: Class 5 contains 7745 members Mstep: Class 7 contains 3913 members Mstep: Class 9 contains 54795 members Mstep: Class 10 contains 3606 members Mstep: Class 12 contains 12080 members Mstep: Class 13 contains 1197 members Mstep: Class 14 contains 247325 members Mstep: Class 15 contains 24941 members Mstep: Class 16 contains 12349 members Mstep: Class 17 contains 55973 members Mstep: Class 19 contains 346 members Mstep: Class 20 contains 1161 members Entering Unmasked Estep ConsiderDeletion Score: -55346260.000000 Penalty: 48412.968750 Iteration 32Q: 16 clusters Score -5.534626e+07 nChanged 1621 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 8714 members Mstep: Class 2 contains 2893 members Mstep: Class 3 contains 10788 members Mstep: Class 5 contains 7873 members Mstep: Class 7 contains 3909 members Mstep: Class 9 contains 55495 members Mstep: Class 10 contains 3606 members Mstep: Class 12 contains 12084 members Mstep: Class 13 contains 1197 members Mstep: Class 14 contains 247098 members Mstep: Class 15 contains 25041 members Mstep: Class 16 contains 12431 members Mstep: Class 17 contains 55879 members Mstep: Class 19 contains 343 members Mstep: Class 20 contains 1161 members Entering Unmasked Estep ConsiderDeletion Score: -55346696.000000 Penalty: 48412.968750 Iteration 33Q: 16 clusters Score -5.53467e+07 nChanged 1467 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 8740 members Mstep: Class 2 contains 2894 members Mstep: Class 3 contains 10129 members Mstep: Class 5 contains 7983 members Mstep: Class 7 contains 3903 members Mstep: Class 9 contains 56110 members Mstep: Class 10 contains 3606 members Mstep: Class 12 contains 12090 members Mstep: Class 13 contains 1197 members Mstep: Class 14 contains 246987 members Mstep: Class 15 contains 25085 members Mstep: Class 16 contains 12496 members Mstep: Class 17 contains 55788 members Mstep: Class 19 contains 343 members Mstep: Class 20 contains 1161 members Entering Unmasked Estep ConsiderDeletion Score: -55347100.000000 Penalty: 48412.968750 Iteration 34Q: 16 clusters Score -5.53471e+07 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 8761 members Mstep: Class 2 contains 2897 members Mstep: Class 3 contains 9504 members Mstep: Class 5 contains 8087 members Mstep: Class 7 contains 3895 members Mstep: Class 9 contains 56688 members Mstep: Class 10 contains 3606 members Mstep: Class 12 contains 12097 members Mstep: Class 13 contains 1197 members Mstep: Class 14 contains 246922 members Mstep: Class 15 contains 25111 members Mstep: Class 16 contains 12560 members Mstep: Class 17 contains 55682 members Mstep: Class 19 contains 344 members Mstep: Class 20 contains 1161 members Entering Unmasked Estep ConsiderDeletion Score: -55347376.000000 Penalty: 48412.968750 Iteration 35Q: 16 clusters Score -5.534738e+07 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 8784 members Mstep: Class 2 contains 2900 members Mstep: Class 3 contains 8902 members Mstep: Class 5 contains 8174 members Mstep: Class 7 contains 3878 members Mstep: Class 9 contains 57260 members Mstep: Class 10 contains 3606 members Mstep: Class 12 contains 12090 members Mstep: Class 13 contains 1197 members Mstep: Class 14 contains 246885 members Mstep: Class 15 contains 25147 members Mstep: Class 16 contains 12601 members Mstep: Class 17 contains 55582 members Mstep: Class 19 contains 345 members Mstep: Class 20 contains 1161 members Entering Unmasked Estep ConsiderDeletion Score: -55347456.000000 Penalty: 48412.968750 Iteration 36Q: 16 clusters Score -5.534746e+07 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 8810 members Mstep: Class 2 contains 2900 members Mstep: Class 3 contains 8335 members Mstep: Class 5 contains 8257 members Mstep: Class 7 contains 3858 members Mstep: Class 9 contains 57805 members Mstep: Class 10 contains 3606 members Mstep: Class 12 contains 12083 members Mstep: Class 13 contains 1197 members Mstep: Class 14 contains 246839 members Mstep: Class 15 contains 25193 members Mstep: Class 16 contains 12626 members Mstep: Class 17 contains 55498 members Mstep: Class 19 contains 344 members Mstep: Class 20 contains 1161 members Entering Unmasked Estep ConsiderDeletion Score: -55347784.000000 Penalty: 48412.968750 Iteration 37Q: 16 clusters Score -5.534778e+07 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 8830 members Mstep: Class 2 contains 2901 members Mstep: Class 3 contains 7797 members Mstep: Class 5 contains 8339 members Mstep: Class 7 contains 3835 members Mstep: Class 9 contains 58317 members Mstep: Class 10 contains 3606 members Mstep: Class 12 contains 12083 members Mstep: Class 13 contains 1197 members Mstep: Class 14 contains 246805 members Mstep: Class 15 contains 25222 members Mstep: Class 16 contains 12653 members Mstep: Class 17 contains 55422 members Mstep: Class 19 contains 344 members Mstep: Class 20 contains 1161 members Entering Unmasked Estep ConsiderDeletion Score: -55348080.000000 Penalty: 48412.968750 Iteration 38Q: 16 clusters Score -5.534808e+07 nChanged 1017 Entering ConstructFrom: Score: -55348080.000000 Penalty: 48412.968750 Entering ConstructFrom: Trying to split cluster 1 (8857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8857 members Entering Unmasked Estep Score: -1122252.875000 Penalty: 2254.062988 Iteration 0F: 2 clusters Score -1122253 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -1115273.875000 Penalty: 4508.125977 Iteration 0F: 3 clusters Score -1115274 nChanged 3689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -1117272.750000 Penalty: 4508.125977 Iteration 1F: 3 clusters Score -1117273 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -1117592.750000 Penalty: 4508.125977 Iteration 2F: 3 clusters Score -1117593 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -1117822.375000 Penalty: 4508.125977 Iteration 3F: 3 clusters Score -1117822 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -1118021.375000 Penalty: 4508.125977 Iteration 4Q: 3 clusters Score -1118021 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -1118179.500000 Penalty: 4508.125977 Iteration 5Q: 3 clusters Score -1118180 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 5081 members Entering Unmasked Estep Score: -1118331.250000 Penalty: 4508.125977 Iteration 6Q: 3 clusters Score -1118331 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -1118510.750000 Penalty: 4508.125977 Iteration 7Q: 3 clusters Score -1118511 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 5451 members Entering Unmasked Estep Score: -1118694.500000 Penalty: 4508.125977 Iteration 8Q: 3 clusters Score -1118694 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 5639 members Entering Unmasked Estep Score: -1118885.375000 Penalty: 4508.125977 Iteration 9Q: 3 clusters Score -1118885 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 5789 members Entering Unmasked Estep Score: -1119073.375000 Penalty: 4508.125977 Iteration 10Q: 3 clusters Score -1119073 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 5946 members Entering Unmasked Estep Score: -1119260.000000 Penalty: 4508.125977 Iteration 11Q: 3 clusters Score -1119260 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 6067 members Entering Unmasked Estep Score: -1119415.000000 Penalty: 4508.125977 Iteration 12Q: 3 clusters Score -1119415 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 6178 members Entering Unmasked Estep Score: -1119564.250000 Penalty: 4508.125977 Iteration 13Q: 3 clusters Score -1119564 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 6249 members Entering Unmasked Estep Score: -1119691.500000 Penalty: 4508.125977 Iteration 14Q: 3 clusters Score -1119692 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -1119810.750000 Penalty: 4508.125977 Iteration 15Q: 3 clusters Score -1119811 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 6345 members Entering Unmasked Estep Score: -1119918.625000 Penalty: 4508.125977 Iteration 16Q: 3 clusters Score -1119919 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 6371 members Entering Unmasked Estep Score: -1120019.375000 Penalty: 4508.125977 Iteration 17Q: 3 clusters Score -1120019 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 6369 members Entering Unmasked Estep Score: -1120117.750000 Penalty: 4508.125977 Iteration 18Q: 3 clusters Score -1120118 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 6348 members Entering Unmasked Estep Score: -1120241.250000 Penalty: 4508.125977 Iteration 19Q: 3 clusters Score -1120241 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 6330 members Entering Unmasked Estep Score: -1120387.750000 Penalty: 4508.125977 Iteration 20F: 3 clusters Score -1120388 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 6278 members Entering Unmasked Estep Score: -1120544.625000 Penalty: 4508.125977 Iteration 21Q: 3 clusters Score -1120545 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 6232 members Entering Unmasked Estep Score: -1120695.125000 Penalty: 4508.125977 Iteration 22Q: 3 clusters Score -1120695 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 6172 members Entering Unmasked Estep Score: -1120863.250000 Penalty: 4508.125977 Iteration 23Q: 3 clusters Score -1120863 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 6111 members Entering Unmasked Estep Score: -1121028.875000 Penalty: 4508.125977 Iteration 24Q: 3 clusters Score -1121029 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 6086 members Entering Unmasked Estep Score: -1121179.375000 Penalty: 4508.125977 Iteration 25Q: 3 clusters Score -1121179 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -1121278.500000 Penalty: 4508.125977 Iteration 26Q: 3 clusters Score -1121278 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 6121 members Entering Unmasked Estep Score: -1121360.375000 Penalty: 4508.125977 Iteration 27Q: 3 clusters Score -1121360 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 6144 members Entering Unmasked Estep Score: -1121424.250000 Penalty: 4508.125977 Iteration 28Q: 3 clusters Score -1121424 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 6188 members Entering Unmasked Estep Score: -1121499.000000 Penalty: 4508.125977 Iteration 29Q: 3 clusters Score -1121499 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 6239 members Entering Unmasked Estep Score: -1121583.750000 Penalty: 4508.125977 Iteration 30Q: 3 clusters Score -1121584 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -1121673.500000 Penalty: 4508.125977 Iteration 31Q: 3 clusters Score -1121674 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 6325 members Entering Unmasked Estep Score: -1121746.125000 Penalty: 4508.125977 Iteration 32Q: 3 clusters Score -1121746 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 6378 members Entering Unmasked Estep Score: -1121796.000000 Penalty: 4508.125977 Iteration 33Q: 3 clusters Score -1121796 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 6410 members Entering Unmasked Estep Score: -1121811.125000 Penalty: 4508.125977 Iteration 34Q: 3 clusters Score -1121811 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 6426 members Entering Unmasked Estep Score: -1121817.000000 Penalty: 4508.125977 Iteration 35Q: 3 clusters Score -1121817 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 6441 members Entering Unmasked Estep Score: -1121823.625000 Penalty: 4508.125977 Iteration 36Q: 3 clusters Score -1121824 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 6451 members Entering Unmasked Estep Score: -1121827.250000 Penalty: 4508.125977 Iteration 37Q: 3 clusters Score -1121827 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 6460 members Entering Unmasked Estep Score: -1121828.000000 Penalty: 4508.125977 Iteration 38Q: 3 clusters Score -1121828 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 6464 members Entering Unmasked Estep Score: -1121828.250000 Penalty: 4508.125977 Iteration 39Q: 3 clusters Score -1121828 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 6471 members Entering Unmasked Estep Score: -1121832.500000 Penalty: 4508.125977 Iteration 40F: 3 clusters Score -1121832 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 6472 members Entering Unmasked Estep Score: -1121833.750000 Penalty: 4508.125977 Iteration 41Q: 3 clusters Score -1121834 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 6472 members Entering Unmasked Estep Score: -1121833.750000 Penalty: 4508.125977 Iteration 42F: 3 clusters Score -1121834 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2902 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Entering Unmasked Estep Score: -334362.906250 Penalty: 1977.342529 Iteration 0F: 2 clusters Score -334362.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -331236.156250 Penalty: 3954.685059 Iteration 0F: 3 clusters Score -331236.2 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -332208.093750 Penalty: 3954.685059 Iteration 1F: 3 clusters Score -332208.1 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -332880.718750 Penalty: 3954.685059 Iteration 2F: 3 clusters Score -332880.7 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -334294.375000 Penalty: 3954.685059 Iteration 3F: 3 clusters Score -334294.4 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -335060.562500 Penalty: 3954.685059 Iteration 4F: 3 clusters Score -335060.6 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -335499.718750 Penalty: 3954.685059 Iteration 5F: 3 clusters Score -335499.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -335809.937500 Penalty: 3954.685059 Iteration 6Q: 3 clusters Score -335809.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -335978.718750 Penalty: 3954.685059 Iteration 7Q: 3 clusters Score -335978.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -336025.000000 Penalty: 3954.685059 Iteration 8Q: 3 clusters Score -336025 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -336036.437500 Penalty: 3954.685059 Iteration 9Q: 3 clusters Score -336036.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -336039.937500 Penalty: 3954.685059 Iteration 10Q: 3 clusters Score -336039.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -336044.250000 Penalty: 3954.685059 Iteration 11Q: 3 clusters Score -336044.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -336045.406250 Penalty: 3954.685059 Iteration 12Q: 3 clusters Score -336045.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -336047.656250 Penalty: 3954.685059 Iteration 13Q: 3 clusters Score -336047.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -336049.187500 Penalty: 3954.685059 Iteration 14Q: 3 clusters Score -336049.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -336049.218750 Penalty: 3954.685059 Iteration 15Q: 3 clusters Score -336049.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -336050.125000 Penalty: 3954.685059 Iteration 16Q: 3 clusters Score -336050.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -336051.812500 Penalty: 3954.685059 Iteration 17Q: 3 clusters Score -336051.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -336052.750000 Penalty: 3954.685059 Iteration 18Q: 3 clusters Score -336052.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -336052.937500 Penalty: 3954.685059 Iteration 19Q: 3 clusters Score -336052.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -336054.031250 Penalty: 3954.685059 Iteration 20F: 3 clusters Score -336054 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -336054.312500 Penalty: 3954.685059 Iteration 21Q: 3 clusters Score -336054.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -336054.312500 Penalty: 3954.685059 Iteration 22F: 3 clusters Score -336054.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 8857 members Mstep: Class 2 contains 817 members Mstep: Class 3 contains 7286 members Mstep: Class 4 contains 2085 members Mstep: Class 5 contains 8428 members Mstep: Class 7 contains 3820 members Mstep: Class 9 contains 58800 members Mstep: Class 10 contains 3606 members Mstep: Class 12 contains 12084 members Mstep: Class 13 contains 1197 members Mstep: Class 14 contains 246782 members Mstep: Class 15 contains 25226 members Mstep: Class 16 contains 12682 members Mstep: Class 17 contains 55337 members Mstep: Class 19 contains 344 members Mstep: Class 20 contains 1161 members Entering Unmasked Estep Score: -55348832.000000 Penalty: 51640.500000 Splitting cluster 2 changes total score from -55348080.000000 to -55348832.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 3 (7286 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7286 members Entering Unmasked Estep Score: -925920.125000 Penalty: 2205.640137 Iteration 0F: 2 clusters Score -925920.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -919995.500000 Penalty: 4411.280273 Iteration 0F: 3 clusters Score -919995.5 nChanged 2883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -921562.937500 Penalty: 4411.280273 Iteration 1F: 3 clusters Score -921562.9 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -921874.187500 Penalty: 4411.280273 Iteration 2F: 3 clusters Score -921874.2 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -922076.250000 Penalty: 4411.280273 Iteration 3F: 3 clusters Score -922076.2 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -922223.250000 Penalty: 4411.280273 Iteration 4Q: 3 clusters Score -922223.2 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -922345.437500 Penalty: 4411.280273 Iteration 5Q: 3 clusters Score -922345.4 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -922465.187500 Penalty: 4411.280273 Iteration 6Q: 3 clusters Score -922465.2 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -922589.375000 Penalty: 4411.280273 Iteration 7Q: 3 clusters Score -922589.4 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -922733.625000 Penalty: 4411.280273 Iteration 8Q: 3 clusters Score -922733.6 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -922883.812500 Penalty: 4411.280273 Iteration 9Q: 3 clusters Score -922883.8 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -923064.937500 Penalty: 4411.280273 Iteration 10Q: 3 clusters Score -923064.9 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5106 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -923246.250000 Penalty: 4411.280273 Iteration 11Q: 3 clusters Score -923246.2 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5299 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -923439.125000 Penalty: 4411.280273 Iteration 12Q: 3 clusters Score -923439.1 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5493 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -923631.312500 Penalty: 4411.280273 Iteration 13Q: 3 clusters Score -923631.3 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5660 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -923822.062500 Penalty: 4411.280273 Iteration 14Q: 3 clusters Score -923822.1 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5808 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -924010.812500 Penalty: 4411.280273 Iteration 15Q: 3 clusters Score -924010.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5903 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -924118.437500 Penalty: 4411.280273 Iteration 16Q: 3 clusters Score -924118.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5950 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -924160.562500 Penalty: 4411.280273 Iteration 17Q: 3 clusters Score -924160.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5983 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -924188.250000 Penalty: 4411.280273 Iteration 18Q: 3 clusters Score -924188.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6010 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -924209.187500 Penalty: 4411.280273 Iteration 19Q: 3 clusters Score -924209.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6027 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -924221.625000 Penalty: 4411.280273 Iteration 20F: 3 clusters Score -924221.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6044 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -924230.625000 Penalty: 4411.280273 Iteration 21Q: 3 clusters Score -924230.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -924234.687500 Penalty: 4411.280273 Iteration 22Q: 3 clusters Score -924234.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6064 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -924241.625000 Penalty: 4411.280273 Iteration 23Q: 3 clusters Score -924241.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6069 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -924243.625000 Penalty: 4411.280273 Iteration 24Q: 3 clusters Score -924243.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6074 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -924246.500000 Penalty: 4411.280273 Iteration 25Q: 3 clusters Score -924246.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6074 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -924247.625000 Penalty: 4411.280273 Iteration 26Q: 3 clusters Score -924247.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6077 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -924246.187500 Penalty: 4411.280273 Iteration 27Q: 3 clusters Score -924246.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6079 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -924245.437500 Penalty: 4411.280273 Iteration 28Q: 3 clusters Score -924245.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -924248.000000 Penalty: 4411.280273 Iteration 29Q: 3 clusters Score -924248 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6083 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -924246.500000 Penalty: 4411.280273 Iteration 30Q: 3 clusters Score -924246.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6083 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -924246.500000 Penalty: 4411.280273 Iteration 31F: 3 clusters Score -924246.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (8428 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8428 members Entering Unmasked Estep Score: -1075614.875000 Penalty: 2241.750244 Iteration 0F: 2 clusters Score -1075615 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -1068882.625000 Penalty: 4483.500488 Iteration 0F: 3 clusters Score -1068883 nChanged 3516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -1070781.750000 Penalty: 4483.500488 Iteration 1F: 3 clusters Score -1070782 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -1071017.000000 Penalty: 4483.500488 Iteration 2F: 3 clusters Score -1071017 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -1071174.500000 Penalty: 4483.500488 Iteration 3Q: 3 clusters Score -1071174 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -1071290.000000 Penalty: 4483.500488 Iteration 4Q: 3 clusters Score -1071290 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -1071382.625000 Penalty: 4483.500488 Iteration 5Q: 3 clusters Score -1071383 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -1071480.750000 Penalty: 4483.500488 Iteration 6Q: 3 clusters Score -1071481 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -1071585.125000 Penalty: 4483.500488 Iteration 7Q: 3 clusters Score -1071585 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -1071679.375000 Penalty: 4483.500488 Iteration 8Q: 3 clusters Score -1071679 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -1071777.500000 Penalty: 4483.500488 Iteration 9Q: 3 clusters Score -1071778 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 4750 members Entering Unmasked Estep Score: -1071892.500000 Penalty: 4483.500488 Iteration 10Q: 3 clusters Score -1071892 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 4855 members Entering Unmasked Estep Score: -1072009.375000 Penalty: 4483.500488 Iteration 11Q: 3 clusters Score -1072009 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -1072140.375000 Penalty: 4483.500488 Iteration 12Q: 3 clusters Score -1072140 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 5111 members Entering Unmasked Estep Score: -1072309.500000 Penalty: 4483.500488 Iteration 13Q: 3 clusters Score -1072310 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -1072509.125000 Penalty: 4483.500488 Iteration 14Q: 3 clusters Score -1072509 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -1072718.375000 Penalty: 4483.500488 Iteration 15Q: 3 clusters Score -1072718 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 5599 members Entering Unmasked Estep Score: -1072922.875000 Penalty: 4483.500488 Iteration 16Q: 3 clusters Score -1072923 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 5762 members Entering Unmasked Estep Score: -1073094.250000 Penalty: 4483.500488 Iteration 17Q: 3 clusters Score -1073094 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 5909 members Entering Unmasked Estep Score: -1073228.625000 Penalty: 4483.500488 Iteration 18Q: 3 clusters Score -1073229 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -1073331.750000 Penalty: 4483.500488 Iteration 19Q: 3 clusters Score -1073332 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 6114 members Entering Unmasked Estep Score: -1073398.750000 Penalty: 4483.500488 Iteration 20F: 3 clusters Score -1073399 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 6186 members Entering Unmasked Estep Score: -1073447.625000 Penalty: 4483.500488 Iteration 21Q: 3 clusters Score -1073448 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 6245 members Entering Unmasked Estep Score: -1073489.375000 Penalty: 4483.500488 Iteration 22Q: 3 clusters Score -1073489 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 6300 members Entering Unmasked Estep Score: -1073514.000000 Penalty: 4483.500488 Iteration 23Q: 3 clusters Score -1073514 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 6350 members Entering Unmasked Estep Score: -1073537.375000 Penalty: 4483.500488 Iteration 24Q: 3 clusters Score -1073537 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 6390 members Entering Unmasked Estep Score: -1073553.875000 Penalty: 4483.500488 Iteration 25Q: 3 clusters Score -1073554 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 6435 members Entering Unmasked Estep Score: -1073573.625000 Penalty: 4483.500488 Iteration 26Q: 3 clusters Score -1073574 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -1073591.875000 Penalty: 4483.500488 Iteration 27Q: 3 clusters Score -1073592 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 6519 members Entering Unmasked Estep Score: -1073604.125000 Penalty: 4483.500488 Iteration 28Q: 3 clusters Score -1073604 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 6547 members Entering Unmasked Estep Score: -1073617.375000 Penalty: 4483.500488 Iteration 29Q: 3 clusters Score -1073617 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 6566 members Entering Unmasked Estep Score: -1073625.250000 Penalty: 4483.500488 Iteration 30Q: 3 clusters Score -1073625 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 6586 members Entering Unmasked Estep Score: -1073633.375000 Penalty: 4483.500488 Iteration 31Q: 3 clusters Score -1073633 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 6599 members Entering Unmasked Estep Score: -1073633.500000 Penalty: 4483.500488 Iteration 32Q: 3 clusters Score -1073634 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 6609 members Entering Unmasked Estep Score: -1073637.500000 Penalty: 4483.500488 Iteration 33Q: 3 clusters Score -1073638 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 6617 members Entering Unmasked Estep Score: -1073639.500000 Penalty: 4483.500488 Iteration 34Q: 3 clusters Score -1073640 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 6628 members Entering Unmasked Estep Score: -1073645.125000 Penalty: 4483.500488 Iteration 35Q: 3 clusters Score -1073645 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 6639 members Entering Unmasked Estep Score: -1073650.000000 Penalty: 4483.500488 Iteration 36Q: 3 clusters Score -1073650 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 6647 members Entering Unmasked Estep Score: -1073650.250000 Penalty: 4483.500488 Iteration 37Q: 3 clusters Score -1073650 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 6653 members Entering Unmasked Estep Score: -1073653.875000 Penalty: 4483.500488 Iteration 38Q: 3 clusters Score -1073654 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 6658 members Entering Unmasked Estep Score: -1073654.500000 Penalty: 4483.500488 Iteration 39Q: 3 clusters Score -1073654 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 6668 members Entering Unmasked Estep Score: -1073658.250000 Penalty: 4483.500488 Iteration 40F: 3 clusters Score -1073658 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 6678 members Entering Unmasked Estep Score: -1073660.125000 Penalty: 4483.500488 Iteration 41Q: 3 clusters Score -1073660 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 6686 members Entering Unmasked Estep Score: -1073663.750000 Penalty: 4483.500488 Iteration 42Q: 3 clusters Score -1073664 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 6693 members Entering Unmasked Estep Score: -1073663.375000 Penalty: 4483.500488 Iteration 43Q: 3 clusters Score -1073663 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 6697 members Entering Unmasked Estep Score: -1073666.125000 Penalty: 4483.500488 Iteration 44Q: 3 clusters Score -1073666 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 6704 members Entering Unmasked Estep Score: -1073665.125000 Penalty: 4483.500488 Iteration 45Q: 3 clusters Score -1073665 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 6707 members Entering Unmasked Estep Score: -1073666.875000 Penalty: 4483.500488 Iteration 46Q: 3 clusters Score -1073667 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 6712 members Entering Unmasked Estep Score: -1073666.375000 Penalty: 4483.500488 Iteration 47Q: 3 clusters Score -1073666 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 6716 members Entering Unmasked Estep Score: -1073670.625000 Penalty: 4483.500488 Iteration 48Q: 3 clusters Score -1073671 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 6721 members Entering Unmasked Estep Score: -1073669.625000 Penalty: 4483.500488 Iteration 49Q: 3 clusters Score -1073670 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 6726 members Entering Unmasked Estep Score: -1073671.625000 Penalty: 4483.500488 Iteration 50Q: 3 clusters Score -1073672 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 6730 members Entering Unmasked Estep Score: -1073671.875000 Penalty: 4483.500488 Iteration 51Q: 3 clusters Score -1073672 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 6731 members Entering Unmasked Estep Score: -1073672.875000 Penalty: 4483.500488 Iteration 52Q: 3 clusters Score -1073673 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 6731 members Entering Unmasked Estep Score: -1073672.875000 Penalty: 4483.500488 Iteration 53F: 3 clusters Score -1073673 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3820 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Entering Unmasked Estep Score: -453389.875000 Penalty: 2045.505493 Iteration 0F: 2 clusters Score -453389.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -449670.062500 Penalty: 4091.010986 Iteration 0F: 3 clusters Score -449670.1 nChanged 1406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -450497.218750 Penalty: 4091.010986 Iteration 1F: 3 clusters Score -450497.2 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -450676.187500 Penalty: 4091.010986 Iteration 2F: 3 clusters Score -450676.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -450811.437500 Penalty: 4091.010986 Iteration 3Q: 3 clusters Score -450811.4 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -450939.781250 Penalty: 4091.010986 Iteration 4Q: 3 clusters Score -450939.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -451084.437500 Penalty: 4091.010986 Iteration 5Q: 3 clusters Score -451084.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -451250.875000 Penalty: 4091.010986 Iteration 6Q: 3 clusters Score -451250.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -451431.156250 Penalty: 4091.010986 Iteration 7Q: 3 clusters Score -451431.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -451627.218750 Penalty: 4091.010986 Iteration 8Q: 3 clusters Score -451627.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -451798.406250 Penalty: 4091.010986 Iteration 9Q: 3 clusters Score -451798.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -451909.937500 Penalty: 4091.010986 Iteration 10Q: 3 clusters Score -451909.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -452004.437500 Penalty: 4091.010986 Iteration 11Q: 3 clusters Score -452004.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -452066.312500 Penalty: 4091.010986 Iteration 12Q: 3 clusters Score -452066.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -452097.281250 Penalty: 4091.010986 Iteration 13Q: 3 clusters Score -452097.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -452123.593750 Penalty: 4091.010986 Iteration 14Q: 3 clusters Score -452123.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -452144.656250 Penalty: 4091.010986 Iteration 15Q: 3 clusters Score -452144.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -452163.750000 Penalty: 4091.010986 Iteration 16Q: 3 clusters Score -452163.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -452184.468750 Penalty: 4091.010986 Iteration 17Q: 3 clusters Score -452184.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -452200.000000 Penalty: 4091.010986 Iteration 18Q: 3 clusters Score -452200 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -452214.343750 Penalty: 4091.010986 Iteration 19Q: 3 clusters Score -452214.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -452226.250000 Penalty: 4091.010986 Iteration 20F: 3 clusters Score -452226.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -452241.031250 Penalty: 4091.010986 Iteration 21Q: 3 clusters Score -452241 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -452251.812500 Penalty: 4091.010986 Iteration 22Q: 3 clusters Score -452251.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -452262.218750 Penalty: 4091.010986 Iteration 23Q: 3 clusters Score -452262.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -452272.343750 Penalty: 4091.010986 Iteration 24Q: 3 clusters Score -452272.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -452283.562500 Penalty: 4091.010986 Iteration 25Q: 3 clusters Score -452283.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -452296.218750 Penalty: 4091.010986 Iteration 26Q: 3 clusters Score -452296.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -452304.000000 Penalty: 4091.010986 Iteration 27Q: 3 clusters Score -452304 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -452307.187500 Penalty: 4091.010986 Iteration 28Q: 3 clusters Score -452307.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -452310.062500 Penalty: 4091.010986 Iteration 29Q: 3 clusters Score -452310.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -452313.031250 Penalty: 4091.010986 Iteration 30Q: 3 clusters Score -452313 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -452317.187500 Penalty: 4091.010986 Iteration 31Q: 3 clusters Score -452317.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -452319.843750 Penalty: 4091.010986 Iteration 32Q: 3 clusters Score -452319.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -452322.468750 Penalty: 4091.010986 Iteration 33Q: 3 clusters Score -452322.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -452326.843750 Penalty: 4091.010986 Iteration 34Q: 3 clusters Score -452326.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -452329.812500 Penalty: 4091.010986 Iteration 35Q: 3 clusters Score -452329.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -452335.281250 Penalty: 4091.010986 Iteration 36Q: 3 clusters Score -452335.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -452340.562500 Penalty: 4091.010986 Iteration 37Q: 3 clusters Score -452340.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -452345.156250 Penalty: 4091.010986 Iteration 38Q: 3 clusters Score -452345.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -452348.937500 Penalty: 4091.010986 Iteration 39Q: 3 clusters Score -452348.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -452352.656250 Penalty: 4091.010986 Iteration 40F: 3 clusters Score -452352.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -452356.843750 Penalty: 4091.010986 Iteration 41Q: 3 clusters Score -452356.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -452361.250000 Penalty: 4091.010986 Iteration 42Q: 3 clusters Score -452361.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -452365.187500 Penalty: 4091.010986 Iteration 43Q: 3 clusters Score -452365.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -452371.593750 Penalty: 4091.010986 Iteration 44Q: 3 clusters Score -452371.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -452376.125000 Penalty: 4091.010986 Iteration 45Q: 3 clusters Score -452376.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -452379.281250 Penalty: 4091.010986 Iteration 46Q: 3 clusters Score -452379.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -452383.593750 Penalty: 4091.010986 Iteration 47Q: 3 clusters Score -452383.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -452385.687500 Penalty: 4091.010986 Iteration 48Q: 3 clusters Score -452385.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -452388.593750 Penalty: 4091.010986 Iteration 49Q: 3 clusters Score -452388.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -452396.937500 Penalty: 4091.010986 Iteration 50Q: 3 clusters Score -452396.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -452402.156250 Penalty: 4091.010986 Iteration 51Q: 3 clusters Score -452402.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -452406.093750 Penalty: 4091.010986 Iteration 52Q: 3 clusters Score -452406.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -452409.750000 Penalty: 4091.010986 Iteration 53Q: 3 clusters Score -452409.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -452415.031250 Penalty: 4091.010986 Iteration 54Q: 3 clusters Score -452415 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -452416.906250 Penalty: 4091.010986 Iteration 55Q: 3 clusters Score -452416.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -452417.875000 Penalty: 4091.010986 Iteration 56Q: 3 clusters Score -452417.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -452418.468750 Penalty: 4091.010986 Iteration 57Q: 3 clusters Score -452418.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -452420.875000 Penalty: 4091.010986 Iteration 58Q: 3 clusters Score -452420.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -452428.031250 Penalty: 4091.010986 Iteration 59Q: 3 clusters Score -452428 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -452432.781250 Penalty: 4091.010986 Iteration 60F: 3 clusters Score -452432.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -452437.687500 Penalty: 4091.010986 Iteration 61Q: 3 clusters Score -452437.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -452441.156250 Penalty: 4091.010986 Iteration 62Q: 3 clusters Score -452441.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -452448.906250 Penalty: 4091.010986 Iteration 63Q: 3 clusters Score -452448.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -452458.406250 Penalty: 4091.010986 Iteration 64Q: 3 clusters Score -452458.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -452464.312500 Penalty: 4091.010986 Iteration 65Q: 3 clusters Score -452464.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -452476.062500 Penalty: 4091.010986 Iteration 66Q: 3 clusters Score -452476.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -452487.656250 Penalty: 4091.010986 Iteration 67Q: 3 clusters Score -452487.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -452513.843750 Penalty: 4091.010986 Iteration 68Q: 3 clusters Score -452513.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -452545.468750 Penalty: 4091.010986 Iteration 69Q: 3 clusters Score -452545.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -452566.468750 Penalty: 4091.010986 Iteration 70Q: 3 clusters Score -452566.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -452582.218750 Penalty: 4091.010986 Iteration 71Q: 3 clusters Score -452582.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -452595.937500 Penalty: 4091.010986 Iteration 72Q: 3 clusters Score -452595.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -452601.593750 Penalty: 4091.010986 Iteration 73Q: 3 clusters Score -452601.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -452602.031250 Penalty: 4091.010986 Iteration 74Q: 3 clusters Score -452602 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -452604.000000 Penalty: 4091.010986 Iteration 75Q: 3 clusters Score -452604 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -452605.187500 Penalty: 4091.010986 Iteration 76Q: 3 clusters Score -452605.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -452605.750000 Penalty: 4091.010986 Iteration 77Q: 3 clusters Score -452605.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -452606.093750 Penalty: 4091.010986 Iteration 78Q: 3 clusters Score -452606.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -452607.468750 Penalty: 4091.010986 Iteration 79Q: 3 clusters Score -452607.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -452608.937500 Penalty: 4091.010986 Iteration 80F: 3 clusters Score -452608.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (58800 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58800 members Entering Unmasked Estep Score: -7409322.000000 Penalty: 2723.510498 Iteration 0F: 2 clusters Score -7409322 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29451 members Mstep: Class 2 contains 29349 members Entering Unmasked Estep Score: -7369815.000000 Penalty: 5447.020996 Iteration 0F: 3 clusters Score -7369815 nChanged 27406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29807 members Mstep: Class 2 contains 28993 members Entering Unmasked Estep Score: -7385172.500000 Penalty: 5447.020996 Iteration 1F: 3 clusters Score -7385172 nChanged 2616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30039 members Mstep: Class 2 contains 28761 members Entering Unmasked Estep Score: -7386307.000000 Penalty: 5447.020996 Iteration 2Q: 3 clusters Score -7386307 nChanged 2824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30243 members Mstep: Class 2 contains 28557 members Entering Unmasked Estep Score: -7387724.500000 Penalty: 5447.020996 Iteration 3Q: 3 clusters Score -7387724 nChanged 3071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30300 members Mstep: Class 2 contains 28500 members Entering Unmasked Estep Score: -7389403.000000 Penalty: 5447.020996 Iteration 4F: 3 clusters Score -7389403 nChanged 3309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30167 members Mstep: Class 2 contains 28633 members Entering Unmasked Estep Score: -7391123.000000 Penalty: 5447.020996 Iteration 5F: 3 clusters Score -7391123 nChanged 3350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29775 members Mstep: Class 2 contains 29025 members Entering Unmasked Estep Score: -7393078.000000 Penalty: 5447.020996 Iteration 6F: 3 clusters Score -7393078 nChanged 3345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29110 members Mstep: Class 2 contains 29690 members Entering Unmasked Estep Score: -7394855.000000 Penalty: 5447.020996 Iteration 7F: 3 clusters Score -7394855 nChanged 3313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28241 members Mstep: Class 2 contains 30559 members Entering Unmasked Estep Score: -7396709.000000 Penalty: 5447.020996 Iteration 8F: 3 clusters Score -7396709 nChanged 2990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27349 members Mstep: Class 2 contains 31451 members Entering Unmasked Estep Score: -7398384.000000 Penalty: 5447.020996 Iteration 9F: 3 clusters Score -7398384 nChanged 2570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26387 members Mstep: Class 2 contains 32413 members Entering Unmasked Estep Score: -7399809.500000 Penalty: 5447.020996 Iteration 10Q: 3 clusters Score -7399810 nChanged 2093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25460 members Mstep: Class 2 contains 33340 members Entering Unmasked Estep Score: -7400810.000000 Penalty: 5447.020996 Iteration 11Q: 3 clusters Score -7400810 nChanged 1499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24647 members Mstep: Class 2 contains 34153 members Entering Unmasked Estep Score: -7401383.000000 Penalty: 5447.020996 Iteration 12Q: 3 clusters Score -7401383 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23853 members Mstep: Class 2 contains 34947 members Entering Unmasked Estep Score: -7401773.500000 Penalty: 5447.020996 Iteration 13Q: 3 clusters Score -7401774 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23040 members Mstep: Class 2 contains 35760 members Entering Unmasked Estep Score: -7402044.000000 Penalty: 5447.020996 Iteration 14Q: 3 clusters Score -7402044 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22221 members Mstep: Class 2 contains 36579 members Entering Unmasked Estep Score: -7402273.000000 Penalty: 5447.020996 Iteration 15Q: 3 clusters Score -7402273 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21381 members Mstep: Class 2 contains 37419 members Entering Unmasked Estep Score: -7402563.500000 Penalty: 5447.020996 Iteration 16Q: 3 clusters Score -7402564 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20452 members Mstep: Class 2 contains 38348 members Entering Unmasked Estep Score: -7402900.500000 Penalty: 5447.020996 Iteration 17Q: 3 clusters Score -7402900 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19475 members Mstep: Class 2 contains 39325 members Entering Unmasked Estep Score: -7403245.500000 Penalty: 5447.020996 Iteration 18Q: 3 clusters Score -7403246 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18541 members Mstep: Class 2 contains 40259 members Entering Unmasked Estep Score: -7403588.000000 Penalty: 5447.020996 Iteration 19Q: 3 clusters Score -7403588 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17588 members Mstep: Class 2 contains 41212 members Entering Unmasked Estep Score: -7403900.000000 Penalty: 5447.020996 Iteration 20F: 3 clusters Score -7403900 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16643 members Mstep: Class 2 contains 42157 members Entering Unmasked Estep Score: -7404219.500000 Penalty: 5447.020996 Iteration 21Q: 3 clusters Score -7404220 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15763 members Mstep: Class 2 contains 43037 members Entering Unmasked Estep Score: -7404567.000000 Penalty: 5447.020996 Iteration 22Q: 3 clusters Score -7404567 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14888 members Mstep: Class 2 contains 43912 members Entering Unmasked Estep Score: -7404837.000000 Penalty: 5447.020996 Iteration 23Q: 3 clusters Score -7404837 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14094 members Mstep: Class 2 contains 44706 members Entering Unmasked Estep Score: -7405119.500000 Penalty: 5447.020996 Iteration 24Q: 3 clusters Score -7405120 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13329 members Mstep: Class 2 contains 45471 members Entering Unmasked Estep Score: -7405409.000000 Penalty: 5447.020996 Iteration 25Q: 3 clusters Score -7405409 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12553 members Mstep: Class 2 contains 46247 members Entering Unmasked Estep Score: -7405662.000000 Penalty: 5447.020996 Iteration 26Q: 3 clusters Score -7405662 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11836 members Mstep: Class 2 contains 46964 members Entering Unmasked Estep Score: -7405939.000000 Penalty: 5447.020996 Iteration 27Q: 3 clusters Score -7405939 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11169 members Mstep: Class 2 contains 47631 members Entering Unmasked Estep Score: -7406169.000000 Penalty: 5447.020996 Iteration 28Q: 3 clusters Score -7406169 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10539 members Mstep: Class 2 contains 48261 members Entering Unmasked Estep Score: -7406418.500000 Penalty: 5447.020996 Iteration 29Q: 3 clusters Score -7406418 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9925 members Mstep: Class 2 contains 48875 members Entering Unmasked Estep Score: -7406625.500000 Penalty: 5447.020996 Iteration 30Q: 3 clusters Score -7406626 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9331 members Mstep: Class 2 contains 49469 members Entering Unmasked Estep Score: -7406820.500000 Penalty: 5447.020996 Iteration 31Q: 3 clusters Score -7406820 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8801 members Mstep: Class 2 contains 49999 members Entering Unmasked Estep Score: -7407007.500000 Penalty: 5447.020996 Iteration 32Q: 3 clusters Score -7407008 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8332 members Mstep: Class 2 contains 50468 members Entering Unmasked Estep Score: -7407173.000000 Penalty: 5447.020996 Iteration 33Q: 3 clusters Score -7407173 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7896 members Mstep: Class 2 contains 50904 members Entering Unmasked Estep Score: -7407304.000000 Penalty: 5447.020996 Iteration 34Q: 3 clusters Score -7407304 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7510 members Mstep: Class 2 contains 51290 members Entering Unmasked Estep Score: -7407434.000000 Penalty: 5447.020996 Iteration 35Q: 3 clusters Score -7407434 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7173 members Mstep: Class 2 contains 51627 members Entering Unmasked Estep Score: -7407519.000000 Penalty: 5447.020996 Iteration 36Q: 3 clusters Score -7407519 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6899 members Mstep: Class 2 contains 51901 members Entering Unmasked Estep Score: -7407586.000000 Penalty: 5447.020996 Iteration 37Q: 3 clusters Score -7407586 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6668 members Mstep: Class 2 contains 52132 members Entering Unmasked Estep Score: -7407628.000000 Penalty: 5447.020996 Iteration 38Q: 3 clusters Score -7407628 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6474 members Mstep: Class 2 contains 52326 members Entering Unmasked Estep Score: -7407651.000000 Penalty: 5447.020996 Iteration 39Q: 3 clusters Score -7407651 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 52504 members Entering Unmasked Estep Score: -7407684.500000 Penalty: 5447.020996 Iteration 40F: 3 clusters Score -7407684 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6140 members Mstep: Class 2 contains 52660 members Entering Unmasked Estep Score: -7407707.000000 Penalty: 5447.020996 Iteration 41Q: 3 clusters Score -7407707 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6004 members Mstep: Class 2 contains 52796 members Entering Unmasked Estep Score: -7407719.500000 Penalty: 5447.020996 Iteration 42Q: 3 clusters Score -7407720 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5879 members Mstep: Class 2 contains 52921 members Entering Unmasked Estep Score: -7407741.000000 Penalty: 5447.020996 Iteration 43Q: 3 clusters Score -7407741 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5778 members Mstep: Class 2 contains 53022 members Entering Unmasked Estep Score: -7407770.000000 Penalty: 5447.020996 Iteration 44Q: 3 clusters Score -7407770 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5691 members Mstep: Class 2 contains 53109 members Entering Unmasked Estep Score: -7407794.500000 Penalty: 5447.020996 Iteration 45Q: 3 clusters Score -7407794 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5608 members Mstep: Class 2 contains 53192 members Entering Unmasked Estep Score: -7407800.500000 Penalty: 5447.020996 Iteration 46Q: 3 clusters Score -7407800 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Mstep: Class 2 contains 53253 members Entering Unmasked Estep Score: -7407805.000000 Penalty: 5447.020996 Iteration 47Q: 3 clusters Score -7407805 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5495 members Mstep: Class 2 contains 53305 members Entering Unmasked Estep Score: -7407804.500000 Penalty: 5447.020996 Iteration 48Q: 3 clusters Score -7407804 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5443 members Mstep: Class 2 contains 53357 members Entering Unmasked Estep Score: -7407820.500000 Penalty: 5447.020996 Iteration 49Q: 3 clusters Score -7407820 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 53402 members Entering Unmasked Estep Score: -7407823.000000 Penalty: 5447.020996 Iteration 50Q: 3 clusters Score -7407823 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5352 members Mstep: Class 2 contains 53448 members Entering Unmasked Estep Score: -7407835.000000 Penalty: 5447.020996 Iteration 51Q: 3 clusters Score -7407835 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 53482 members Entering Unmasked Estep Score: -7407833.000000 Penalty: 5447.020996 Iteration 52Q: 3 clusters Score -7407833 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5285 members Mstep: Class 2 contains 53515 members Entering Unmasked Estep Score: -7407836.000000 Penalty: 5447.020996 Iteration 53Q: 3 clusters Score -7407836 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5254 members Mstep: Class 2 contains 53546 members Entering Unmasked Estep Score: -7407833.000000 Penalty: 5447.020996 Iteration 54Q: 3 clusters Score -7407833 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5232 members Mstep: Class 2 contains 53568 members Entering Unmasked Estep Score: -7407842.500000 Penalty: 5447.020996 Iteration 55Q: 3 clusters Score -7407842 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5205 members Mstep: Class 2 contains 53595 members Entering Unmasked Estep Score: -7407852.500000 Penalty: 5447.020996 Iteration 56Q: 3 clusters Score -7407852 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5177 members Mstep: Class 2 contains 53623 members Entering Unmasked Estep Score: -7407854.500000 Penalty: 5447.020996 Iteration 57Q: 3 clusters Score -7407854 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5150 members Mstep: Class 2 contains 53650 members Entering Unmasked Estep Score: -7407848.000000 Penalty: 5447.020996 Iteration 58Q: 3 clusters Score -7407848 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5125 members Mstep: Class 2 contains 53675 members Entering Unmasked Estep Score: -7407851.500000 Penalty: 5447.020996 Iteration 59Q: 3 clusters Score -7407852 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 53692 members Entering Unmasked Estep Score: -7407854.500000 Penalty: 5447.020996 Iteration 60F: 3 clusters Score -7407854 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5093 members Mstep: Class 2 contains 53707 members Entering Unmasked Estep Score: -7407844.500000 Penalty: 5447.020996 Iteration 61Q: 3 clusters Score -7407844 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5078 members Mstep: Class 2 contains 53722 members Entering Unmasked Estep Score: -7407842.000000 Penalty: 5447.020996 Iteration 62Q: 3 clusters Score -7407842 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 53734 members Entering Unmasked Estep Score: -7407838.500000 Penalty: 5447.020996 Iteration 63Q: 3 clusters Score -7407838 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5057 members Mstep: Class 2 contains 53743 members Entering Unmasked Estep Score: -7407842.000000 Penalty: 5447.020996 Iteration 64Q: 3 clusters Score -7407842 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5051 members Mstep: Class 2 contains 53749 members Entering Unmasked Estep Score: -7407849.000000 Penalty: 5447.020996 Iteration 65Q: 3 clusters Score -7407849 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5046 members Mstep: Class 2 contains 53754 members Entering Unmasked Estep Score: -7407852.000000 Penalty: 5447.020996 Iteration 66Q: 3 clusters Score -7407852 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 53761 members Entering Unmasked Estep Score: -7407856.000000 Penalty: 5447.020996 Iteration 67Q: 3 clusters Score -7407856 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 53767 members Entering Unmasked Estep Score: -7407852.500000 Penalty: 5447.020996 Iteration 68Q: 3 clusters Score -7407852 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 53775 members Entering Unmasked Estep Score: -7407846.000000 Penalty: 5447.020996 Iteration 69Q: 3 clusters Score -7407846 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 53784 members Entering Unmasked Estep Score: -7407855.000000 Penalty: 5447.020996 Iteration 70Q: 3 clusters Score -7407855 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 53793 members Entering Unmasked Estep Score: -7407853.500000 Penalty: 5447.020996 Iteration 71Q: 3 clusters Score -7407854 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4996 members Mstep: Class 2 contains 53804 members Entering Unmasked Estep Score: -7407852.500000 Penalty: 5447.020996 Iteration 72Q: 3 clusters Score -7407852 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 53813 members Entering Unmasked Estep Score: -7407854.500000 Penalty: 5447.020996 Iteration 73Q: 3 clusters Score -7407854 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4982 members Mstep: Class 2 contains 53818 members Entering Unmasked Estep Score: -7407848.500000 Penalty: 5447.020996 Iteration 74Q: 3 clusters Score -7407848 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 53823 members Entering Unmasked Estep Score: -7407849.500000 Penalty: 5447.020996 Iteration 75Q: 3 clusters Score -7407850 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 53827 members Entering Unmasked Estep Score: -7407848.000000 Penalty: 5447.020996 Iteration 76Q: 3 clusters Score -7407848 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 53827 members Entering Unmasked Estep Score: -7407848.000000 Penalty: 5447.020996 Iteration 77F: 3 clusters Score -7407848 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3606 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Entering Unmasked Estep Score: -448144.906250 Penalty: 2031.207886 Iteration 0F: 2 clusters Score -448144.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -444446.781250 Penalty: 4062.415771 Iteration 0F: 3 clusters Score -444446.8 nChanged 1322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -445211.687500 Penalty: 4062.415771 Iteration 1F: 3 clusters Score -445211.7 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -445407.875000 Penalty: 4062.415771 Iteration 2F: 3 clusters Score -445407.9 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -445572.750000 Penalty: 4062.415771 Iteration 3F: 3 clusters Score -445572.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -445723.281250 Penalty: 4062.415771 Iteration 4Q: 3 clusters Score -445723.3 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -445896.687500 Penalty: 4062.415771 Iteration 5Q: 3 clusters Score -445896.7 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -446101.218750 Penalty: 4062.415771 Iteration 6F: 3 clusters Score -446101.2 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -446314.031250 Penalty: 4062.415771 Iteration 7F: 3 clusters Score -446314 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -446499.625000 Penalty: 4062.415771 Iteration 8F: 3 clusters Score -446499.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -446636.906250 Penalty: 4062.415771 Iteration 9Q: 3 clusters Score -446636.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -446759.281250 Penalty: 4062.415771 Iteration 10Q: 3 clusters Score -446759.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -446858.125000 Penalty: 4062.415771 Iteration 11Q: 3 clusters Score -446858.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -446915.093750 Penalty: 4062.415771 Iteration 12Q: 3 clusters Score -446915.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -446950.562500 Penalty: 4062.415771 Iteration 13Q: 3 clusters Score -446950.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -446983.500000 Penalty: 4062.415771 Iteration 14Q: 3 clusters Score -446983.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -447004.437500 Penalty: 4062.415771 Iteration 15Q: 3 clusters Score -447004.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -447014.218750 Penalty: 4062.415771 Iteration 16Q: 3 clusters Score -447014.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -447024.031250 Penalty: 4062.415771 Iteration 17Q: 3 clusters Score -447024 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -447030.187500 Penalty: 4062.415771 Iteration 18Q: 3 clusters Score -447030.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -447035.375000 Penalty: 4062.415771 Iteration 19Q: 3 clusters Score -447035.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -447042.343750 Penalty: 4062.415771 Iteration 20F: 3 clusters Score -447042.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -447052.406250 Penalty: 4062.415771 Iteration 21Q: 3 clusters Score -447052.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -447060.781250 Penalty: 4062.415771 Iteration 22Q: 3 clusters Score -447060.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -447066.562500 Penalty: 4062.415771 Iteration 23Q: 3 clusters Score -447066.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -447070.031250 Penalty: 4062.415771 Iteration 24Q: 3 clusters Score -447070 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -447074.687500 Penalty: 4062.415771 Iteration 25Q: 3 clusters Score -447074.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -447076.812500 Penalty: 4062.415771 Iteration 26Q: 3 clusters Score -447076.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -447082.093750 Penalty: 4062.415771 Iteration 27Q: 3 clusters Score -447082.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -447087.718750 Penalty: 4062.415771 Iteration 28Q: 3 clusters Score -447087.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -447089.406250 Penalty: 4062.415771 Iteration 29Q: 3 clusters Score -447089.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -447091.468750 Penalty: 4062.415771 Iteration 30Q: 3 clusters Score -447091.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -447094.437500 Penalty: 4062.415771 Iteration 31Q: 3 clusters Score -447094.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -447096.000000 Penalty: 4062.415771 Iteration 32Q: 3 clusters Score -447096 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -447095.625000 Penalty: 4062.415771 Iteration 33Q: 3 clusters Score -447095.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -447095.687500 Penalty: 4062.415771 Iteration 34Q: 3 clusters Score -447095.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -447095.687500 Penalty: 4062.415771 Iteration 35F: 3 clusters Score -447095.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (12084 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12084 members Entering Unmasked Estep Score: -1538902.750000 Penalty: 2331.110107 Iteration 0F: 2 clusters Score -1538903 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6120 members Mstep: Class 2 contains 5964 members Entering Unmasked Estep Score: -1529824.875000 Penalty: 4662.220215 Iteration 0F: 3 clusters Score -1529825 nChanged 5119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6413 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -1532626.000000 Penalty: 4662.220215 Iteration 1F: 3 clusters Score -1532626 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6644 members Mstep: Class 2 contains 5440 members Entering Unmasked Estep Score: -1533081.125000 Penalty: 4662.220215 Iteration 2F: 3 clusters Score -1533081 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6964 members Mstep: Class 2 contains 5120 members Entering Unmasked Estep Score: -1533588.625000 Penalty: 4662.220215 Iteration 3F: 3 clusters Score -1533589 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7400 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -1534163.375000 Penalty: 4662.220215 Iteration 4F: 3 clusters Score -1534163 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8011 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -1534821.500000 Penalty: 4662.220215 Iteration 5F: 3 clusters Score -1534822 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8639 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -1535447.625000 Penalty: 4662.220215 Iteration 6F: 3 clusters Score -1535448 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9199 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -1535987.875000 Penalty: 4662.220215 Iteration 7F: 3 clusters Score -1535988 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9665 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -1536397.250000 Penalty: 4662.220215 Iteration 8Q: 3 clusters Score -1536397 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10044 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -1536681.750000 Penalty: 4662.220215 Iteration 9Q: 3 clusters Score -1536682 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10331 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -1536890.500000 Penalty: 4662.220215 Iteration 10Q: 3 clusters Score -1536890 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10561 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -1537033.125000 Penalty: 4662.220215 Iteration 11Q: 3 clusters Score -1537033 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10750 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -1537156.875000 Penalty: 4662.220215 Iteration 12Q: 3 clusters Score -1537157 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10895 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -1537239.250000 Penalty: 4662.220215 Iteration 13Q: 3 clusters Score -1537239 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11000 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -1537298.875000 Penalty: 4662.220215 Iteration 14Q: 3 clusters Score -1537299 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11078 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -1537346.125000 Penalty: 4662.220215 Iteration 15Q: 3 clusters Score -1537346 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11139 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -1537366.500000 Penalty: 4662.220215 Iteration 16Q: 3 clusters Score -1537366 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11183 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -1537388.625000 Penalty: 4662.220215 Iteration 17Q: 3 clusters Score -1537389 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11213 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -1537401.625000 Penalty: 4662.220215 Iteration 18Q: 3 clusters Score -1537402 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11243 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -1537415.125000 Penalty: 4662.220215 Iteration 19Q: 3 clusters Score -1537415 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11266 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -1537429.250000 Penalty: 4662.220215 Iteration 20F: 3 clusters Score -1537429 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11287 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -1537437.625000 Penalty: 4662.220215 Iteration 21Q: 3 clusters Score -1537438 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11306 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -1537445.250000 Penalty: 4662.220215 Iteration 22Q: 3 clusters Score -1537445 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11322 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -1537451.625000 Penalty: 4662.220215 Iteration 23Q: 3 clusters Score -1537452 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11336 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -1537457.500000 Penalty: 4662.220215 Iteration 24Q: 3 clusters Score -1537458 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11342 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -1537465.375000 Penalty: 4662.220215 Iteration 25Q: 3 clusters Score -1537465 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11347 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -1537467.250000 Penalty: 4662.220215 Iteration 26Q: 3 clusters Score -1537467 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11354 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -1537466.000000 Penalty: 4662.220215 Iteration 27Q: 3 clusters Score -1537466 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11361 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -1537469.125000 Penalty: 4662.220215 Iteration 28Q: 3 clusters Score -1537469 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11363 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -1537470.250000 Penalty: 4662.220215 Iteration 29Q: 3 clusters Score -1537470 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11364 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -1537470.375000 Penalty: 4662.220215 Iteration 30Q: 3 clusters Score -1537470 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11365 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -1537469.250000 Penalty: 4662.220215 Iteration 31Q: 3 clusters Score -1537469 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11367 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -1537472.250000 Penalty: 4662.220215 Iteration 32Q: 3 clusters Score -1537472 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11370 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -1537474.125000 Penalty: 4662.220215 Iteration 33Q: 3 clusters Score -1537474 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11373 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -1537473.750000 Penalty: 4662.220215 Iteration 34Q: 3 clusters Score -1537474 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11377 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -1537476.500000 Penalty: 4662.220215 Iteration 35Q: 3 clusters Score -1537476 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11380 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -1537475.125000 Penalty: 4662.220215 Iteration 36Q: 3 clusters Score -1537475 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11383 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -1537476.875000 Penalty: 4662.220215 Iteration 37Q: 3 clusters Score -1537477 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11389 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -1537485.125000 Penalty: 4662.220215 Iteration 38Q: 3 clusters Score -1537485 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11393 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -1537486.375000 Penalty: 4662.220215 Iteration 39Q: 3 clusters Score -1537486 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11398 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -1537487.250000 Penalty: 4662.220215 Iteration 40F: 3 clusters Score -1537487 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11402 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -1537487.250000 Penalty: 4662.220215 Iteration 41Q: 3 clusters Score -1537487 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11404 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -1537489.500000 Penalty: 4662.220215 Iteration 42Q: 3 clusters Score -1537490 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11406 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -1537493.250000 Penalty: 4662.220215 Iteration 43Q: 3 clusters Score -1537493 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11409 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -1537496.875000 Penalty: 4662.220215 Iteration 44Q: 3 clusters Score -1537497 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11413 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -1537496.500000 Penalty: 4662.220215 Iteration 45Q: 3 clusters Score -1537496 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11418 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -1537498.250000 Penalty: 4662.220215 Iteration 46Q: 3 clusters Score -1537498 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11420 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -1537499.625000 Penalty: 4662.220215 Iteration 47Q: 3 clusters Score -1537500 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11420 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -1537499.625000 Penalty: 4662.220215 Iteration 48F: 3 clusters Score -1537500 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (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: -120618.039062 Penalty: 1757.718262 Iteration 0F: 2 clusters Score -120618 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -118605.796875 Penalty: 3515.436523 Iteration 0F: 3 clusters Score -118605.8 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -119494.140625 Penalty: 3515.436523 Iteration 1F: 3 clusters Score -119494.1 nChanged 145 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: -120003.804688 Penalty: 3515.436523 Iteration 2F: 3 clusters Score -120003.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -120444.625000 Penalty: 3515.436523 Iteration 3F: 3 clusters Score -120444.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -121134.765625 Penalty: 3515.436523 Iteration 4F: 3 clusters Score -121134.8 nChanged 81 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: -122026.515625 Penalty: 3515.436523 Iteration 5F: 3 clusters Score -122026.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -123000.960938 Penalty: 3515.436523 Iteration 6Q: 3 clusters Score -123001 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -123353.195312 Penalty: 3515.436523 Iteration 7Q: 3 clusters Score -123353.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -123491.382812 Penalty: 3515.436523 Iteration 8Q: 3 clusters Score -123491.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -123531.859375 Penalty: 3515.436523 Iteration 9Q: 3 clusters Score -123531.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -123541.796875 Penalty: 3515.436523 Iteration 10Q: 3 clusters Score -123541.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -123543.492188 Penalty: 3515.436523 Iteration 11Q: 3 clusters Score -123543.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -123547.031250 Penalty: 3515.436523 Iteration 12F: 3 clusters Score -123547 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -123579.140625 Penalty: 3515.436523 Iteration 13Q: 3 clusters Score -123579.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -123629.265625 Penalty: 3515.436523 Iteration 14Q: 3 clusters Score -123629.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -123686.210938 Penalty: 3515.436523 Iteration 15Q: 3 clusters Score -123686.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -123716.656250 Penalty: 3515.436523 Iteration 16Q: 3 clusters Score -123716.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -123717.828125 Penalty: 3515.436523 Iteration 17Q: 3 clusters Score -123717.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -123717.828125 Penalty: 3515.436523 Iteration 18F: 3 clusters Score -123717.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 8857 members Mstep: Class 2 contains 817 members Mstep: Class 3 contains 7286 members Mstep: Class 4 contains 2085 members Mstep: Class 5 contains 8428 members Mstep: Class 6 contains 516 members Mstep: Class 7 contains 3820 members Mstep: Class 9 contains 58800 members Mstep: Class 10 contains 3606 members Mstep: Class 12 contains 12084 members Mstep: Class 13 contains 681 members Mstep: Class 14 contains 246782 members Mstep: Class 15 contains 25226 members Mstep: Class 16 contains 12682 members Mstep: Class 17 contains 55337 members Mstep: Class 19 contains 344 members Mstep: Class 20 contains 1161 members Entering Unmasked Estep Score: -55350400.000000 Penalty: 54868.031250 Splitting cluster 13 changes total score from -55348080.000000 to -55350400.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 14 (246782 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246782 members Entering Unmasked Estep Score: -30862682.000000 Penalty: 3079.232666 Iteration 0F: 2 clusters Score -3.086268e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123553 members Mstep: Class 2 contains 123229 members Entering Unmasked Estep Score: -30713292.000000 Penalty: 6158.465332 Iteration 0F: 3 clusters Score -3.071329e+07 nChanged 119222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124965 members Mstep: Class 2 contains 121817 members Entering Unmasked Estep Score: -30784080.000000 Penalty: 6158.465332 Iteration 1F: 3 clusters Score -3.078408e+07 nChanged 7006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126249 members Mstep: Class 2 contains 120533 members Entering Unmasked Estep Score: -30785832.000000 Penalty: 6158.465332 Iteration 2Q: 3 clusters Score -3.078583e+07 nChanged 7739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128152 members Mstep: Class 2 contains 118630 members Entering Unmasked Estep Score: -30788074.000000 Penalty: 6158.465332 Iteration 3Q: 3 clusters Score -3.078807e+07 nChanged 9273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130823 members Mstep: Class 2 contains 115959 members Entering Unmasked Estep Score: -30791662.000000 Penalty: 6158.465332 Iteration 4Q: 3 clusters Score -3.079166e+07 nChanged 11712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134709 members Mstep: Class 2 contains 112073 members Entering Unmasked Estep Score: -30798042.000000 Penalty: 6158.465332 Iteration 5Q: 3 clusters Score -3.079804e+07 nChanged 15030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139417 members Mstep: Class 2 contains 107365 members Entering Unmasked Estep Score: -30810056.000000 Penalty: 6158.465332 Iteration 6F: 3 clusters Score -3.081006e+07 nChanged 19004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144719 members Mstep: Class 2 contains 102063 members Entering Unmasked Estep Score: -30829762.000000 Penalty: 6158.465332 Iteration 7F: 3 clusters Score -3.082976e+07 nChanged 20968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149553 members Mstep: Class 2 contains 97229 members Entering Unmasked Estep Score: -30853042.000000 Penalty: 6158.465332 Iteration 8F: 3 clusters Score -3.085304e+07 nChanged 18164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153991 members Mstep: Class 2 contains 92791 members Entering Unmasked Estep Score: -30868754.000000 Penalty: 6158.465332 Iteration 9F: 3 clusters Score -3.086875e+07 nChanged 12745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158286 members Mstep: Class 2 contains 88496 members Entering Unmasked Estep Score: -30876422.000000 Penalty: 6158.465332 Iteration 10F: 3 clusters Score -3.087642e+07 nChanged 8253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162775 members Mstep: Class 2 contains 84007 members Entering Unmasked Estep Score: -30881296.000000 Penalty: 6158.465332 Iteration 11Q: 3 clusters Score -3.08813e+07 nChanged 6481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167676 members Mstep: Class 2 contains 79106 members Entering Unmasked Estep Score: -30885524.000000 Penalty: 6158.465332 Iteration 12Q: 3 clusters Score -3.088552e+07 nChanged 6049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172811 members Mstep: Class 2 contains 73971 members Entering Unmasked Estep Score: -30889960.000000 Penalty: 6158.465332 Iteration 13Q: 3 clusters Score -3.088996e+07 nChanged 5773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177922 members Mstep: Class 2 contains 68860 members Entering Unmasked Estep Score: -30894772.000000 Penalty: 6158.465332 Iteration 14Q: 3 clusters Score -3.089477e+07 nChanged 5106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182532 members Mstep: Class 2 contains 64250 members Entering Unmasked Estep Score: -30899086.000000 Penalty: 6158.465332 Iteration 15Q: 3 clusters Score -3.089909e+07 nChanged 4295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186413 members Mstep: Class 2 contains 60369 members Entering Unmasked Estep Score: -30902460.000000 Penalty: 6158.465332 Iteration 16Q: 3 clusters Score -3.090246e+07 nChanged 3419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189546 members Mstep: Class 2 contains 57236 members Entering Unmasked Estep Score: -30904420.000000 Penalty: 6158.465332 Iteration 17Q: 3 clusters Score -3.090442e+07 nChanged 2629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192049 members Mstep: Class 2 contains 54733 members Entering Unmasked Estep Score: -30905632.000000 Penalty: 6158.465332 Iteration 18Q: 3 clusters Score -3.090563e+07 nChanged 2066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194075 members Mstep: Class 2 contains 52707 members Entering Unmasked Estep Score: -30906476.000000 Penalty: 6158.465332 Iteration 19Q: 3 clusters Score -3.090648e+07 nChanged 1593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195648 members Mstep: Class 2 contains 51134 members Entering Unmasked Estep Score: -30906814.000000 Penalty: 6158.465332 Iteration 20F: 3 clusters Score -3.090681e+07 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196867 members Mstep: Class 2 contains 49915 members Entering Unmasked Estep Score: -30907052.000000 Penalty: 6158.465332 Iteration 21Q: 3 clusters Score -3.090705e+07 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197824 members Mstep: Class 2 contains 48958 members Entering Unmasked Estep Score: -30907000.000000 Penalty: 6158.465332 Iteration 22Q: 3 clusters Score -3.0907e+07 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198542 members Mstep: Class 2 contains 48240 members Entering Unmasked Estep Score: -30906918.000000 Penalty: 6158.465332 Iteration 23Q: 3 clusters Score -3.090692e+07 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199101 members Mstep: Class 2 contains 47681 members Entering Unmasked Estep Score: -30906862.000000 Penalty: 6158.465332 Iteration 24Q: 3 clusters Score -3.090686e+07 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199471 members Mstep: Class 2 contains 47311 members Entering Unmasked Estep Score: -30906842.000000 Penalty: 6158.465332 Iteration 25Q: 3 clusters Score -3.090684e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199725 members Mstep: Class 2 contains 47057 members Entering Unmasked Estep Score: -30906828.000000 Penalty: 6158.465332 Iteration 26Q: 3 clusters Score -3.090683e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199921 members Mstep: Class 2 contains 46861 members Entering Unmasked Estep Score: -30906832.000000 Penalty: 6158.465332 Iteration 27Q: 3 clusters Score -3.090683e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200076 members Mstep: Class 2 contains 46706 members Entering Unmasked Estep Score: -30906778.000000 Penalty: 6158.465332 Iteration 28Q: 3 clusters Score -3.090678e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200165 members Mstep: Class 2 contains 46617 members Entering Unmasked Estep Score: -30906816.000000 Penalty: 6158.465332 Iteration 29Q: 3 clusters Score -3.090682e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200229 members Mstep: Class 2 contains 46553 members Entering Unmasked Estep Score: -30906850.000000 Penalty: 6158.465332 Iteration 30Q: 3 clusters Score -3.090685e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200278 members Mstep: Class 2 contains 46504 members Entering Unmasked Estep Score: -30906806.000000 Penalty: 6158.465332 Iteration 31Q: 3 clusters Score -3.090681e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200307 members Mstep: Class 2 contains 46475 members Entering Unmasked Estep Score: -30906786.000000 Penalty: 6158.465332 Iteration 32Q: 3 clusters Score -3.090679e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200327 members Mstep: Class 2 contains 46455 members Entering Unmasked Estep Score: -30906790.000000 Penalty: 6158.465332 Iteration 33Q: 3 clusters Score -3.090679e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200338 members Mstep: Class 2 contains 46444 members Entering Unmasked Estep Score: -30906802.000000 Penalty: 6158.465332 Iteration 34Q: 3 clusters Score -3.09068e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200343 members Mstep: Class 2 contains 46439 members Entering Unmasked Estep Score: -30906786.000000 Penalty: 6158.465332 Iteration 35Q: 3 clusters Score -3.090679e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200346 members Mstep: Class 2 contains 46436 members Entering Unmasked Estep Score: -30906796.000000 Penalty: 6158.465332 Iteration 36Q: 3 clusters Score -3.09068e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200346 members Mstep: Class 2 contains 46436 members Entering Unmasked Estep Score: -30906796.000000 Penalty: 6158.465332 Iteration 37F: 3 clusters Score -3.09068e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 8857 members Mstep: Class 2 contains 817 members Mstep: Class 3 contains 7286 members Mstep: Class 4 contains 2085 members Mstep: Class 5 contains 8428 members Mstep: Class 6 contains 516 members Mstep: Class 7 contains 3820 members Mstep: Class 8 contains 46436 members Mstep: Class 9 contains 58800 members Mstep: Class 10 contains 3606 members Mstep: Class 12 contains 12084 members Mstep: Class 13 contains 681 members Mstep: Class 14 contains 200346 members Mstep: Class 15 contains 25226 members Mstep: Class 16 contains 12682 members Mstep: Class 17 contains 55337 members Mstep: Class 19 contains 344 members Mstep: Class 20 contains 1161 members Entering Unmasked Estep Score: -55393712.000000 Penalty: 58095.562500 Splitting cluster 14 changes total score from -55348080.000000 to -55393712.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 15 (25226 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25226 members Entering Unmasked Estep Score: -3185599.250000 Penalty: 2513.636475 Iteration 0F: 2 clusters Score -3185599 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12640 members Mstep: Class 2 contains 12586 members Entering Unmasked Estep Score: -3168134.250000 Penalty: 5027.272949 Iteration 0F: 3 clusters Score -3168134 nChanged 11236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12604 members Mstep: Class 2 contains 12622 members Entering Unmasked Estep Score: -3174354.000000 Penalty: 5027.272949 Iteration 1F: 3 clusters Score -3174354 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12616 members Mstep: Class 2 contains 12610 members Entering Unmasked Estep Score: -3174792.750000 Penalty: 5027.272949 Iteration 2F: 3 clusters Score -3174793 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12595 members Mstep: Class 2 contains 12631 members Entering Unmasked Estep Score: -3175162.000000 Penalty: 5027.272949 Iteration 3Q: 3 clusters Score -3175162 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12623 members Mstep: Class 2 contains 12603 members Entering Unmasked Estep Score: -3175517.750000 Penalty: 5027.272949 Iteration 4Q: 3 clusters Score -3175518 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12720 members Mstep: Class 2 contains 12506 members Entering Unmasked Estep Score: -3175903.500000 Penalty: 5027.272949 Iteration 5Q: 3 clusters Score -3175904 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12808 members Mstep: Class 2 contains 12418 members Entering Unmasked Estep Score: -3176300.750000 Penalty: 5027.272949 Iteration 6Q: 3 clusters Score -3176301 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12976 members Mstep: Class 2 contains 12250 members Entering Unmasked Estep Score: -3176819.500000 Penalty: 5027.272949 Iteration 7Q: 3 clusters Score -3176820 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13245 members Mstep: Class 2 contains 11981 members Entering Unmasked Estep Score: -3177452.000000 Penalty: 5027.272949 Iteration 8Q: 3 clusters Score -3177452 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13604 members Mstep: Class 2 contains 11622 members Entering Unmasked Estep Score: -3178260.250000 Penalty: 5027.272949 Iteration 9Q: 3 clusters Score -3178260 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13997 members Mstep: Class 2 contains 11229 members Entering Unmasked Estep Score: -3179196.000000 Penalty: 5027.272949 Iteration 10F: 3 clusters Score -3179196 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14405 members Mstep: Class 2 contains 10821 members Entering Unmasked Estep Score: -3180146.750000 Penalty: 5027.272949 Iteration 11F: 3 clusters Score -3180147 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14680 members Mstep: Class 2 contains 10546 members Entering Unmasked Estep Score: -3180910.000000 Penalty: 5027.272949 Iteration 12Q: 3 clusters Score -3180910 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14824 members Mstep: Class 2 contains 10402 members Entering Unmasked Estep Score: -3181423.000000 Penalty: 5027.272949 Iteration 13Q: 3 clusters Score -3181423 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14924 members Mstep: Class 2 contains 10302 members Entering Unmasked Estep Score: -3181686.750000 Penalty: 5027.272949 Iteration 14Q: 3 clusters Score -3181687 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14976 members Mstep: Class 2 contains 10250 members Entering Unmasked Estep Score: -3181855.250000 Penalty: 5027.272949 Iteration 15Q: 3 clusters Score -3181855 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15007 members Mstep: Class 2 contains 10219 members Entering Unmasked Estep Score: -3181971.250000 Penalty: 5027.272949 Iteration 16Q: 3 clusters Score -3181971 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15006 members Mstep: Class 2 contains 10220 members Entering Unmasked Estep Score: -3182062.500000 Penalty: 5027.272949 Iteration 17Q: 3 clusters Score -3182062 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14997 members Mstep: Class 2 contains 10229 members Entering Unmasked Estep Score: -3182120.750000 Penalty: 5027.272949 Iteration 18Q: 3 clusters Score -3182121 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14981 members Mstep: Class 2 contains 10245 members Entering Unmasked Estep Score: -3182180.000000 Penalty: 5027.272949 Iteration 19Q: 3 clusters Score -3182180 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14925 members Mstep: Class 2 contains 10301 members Entering Unmasked Estep Score: -3182247.250000 Penalty: 5027.272949 Iteration 20F: 3 clusters Score -3182247 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14851 members Mstep: Class 2 contains 10375 members Entering Unmasked Estep Score: -3182306.750000 Penalty: 5027.272949 Iteration 21Q: 3 clusters Score -3182307 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14797 members Mstep: Class 2 contains 10429 members Entering Unmasked Estep Score: -3182359.250000 Penalty: 5027.272949 Iteration 22Q: 3 clusters Score -3182359 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14761 members Mstep: Class 2 contains 10465 members Entering Unmasked Estep Score: -3182428.750000 Penalty: 5027.272949 Iteration 23Q: 3 clusters Score -3182429 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14736 members Mstep: Class 2 contains 10490 members Entering Unmasked Estep Score: -3182498.500000 Penalty: 5027.272949 Iteration 24Q: 3 clusters Score -3182498 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14706 members Mstep: Class 2 contains 10520 members Entering Unmasked Estep Score: -3182554.250000 Penalty: 5027.272949 Iteration 25Q: 3 clusters Score -3182554 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14688 members Mstep: Class 2 contains 10538 members Entering Unmasked Estep Score: -3182617.750000 Penalty: 5027.272949 Iteration 26Q: 3 clusters Score -3182618 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14675 members Mstep: Class 2 contains 10551 members Entering Unmasked Estep Score: -3182675.250000 Penalty: 5027.272949 Iteration 27Q: 3 clusters Score -3182675 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14705 members Mstep: Class 2 contains 10521 members Entering Unmasked Estep Score: -3182735.000000 Penalty: 5027.272949 Iteration 28Q: 3 clusters Score -3182735 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14766 members Mstep: Class 2 contains 10460 members Entering Unmasked Estep Score: -3182835.000000 Penalty: 5027.272949 Iteration 29Q: 3 clusters Score -3182835 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14865 members Mstep: Class 2 contains 10361 members Entering Unmasked Estep Score: -3182973.000000 Penalty: 5027.272949 Iteration 30Q: 3 clusters Score -3182973 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14993 members Mstep: Class 2 contains 10233 members Entering Unmasked Estep Score: -3183106.500000 Penalty: 5027.272949 Iteration 31Q: 3 clusters Score -3183106 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15129 members Mstep: Class 2 contains 10097 members Entering Unmasked Estep Score: -3183244.750000 Penalty: 5027.272949 Iteration 32Q: 3 clusters Score -3183245 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15279 members Mstep: Class 2 contains 9947 members Entering Unmasked Estep Score: -3183360.500000 Penalty: 5027.272949 Iteration 33Q: 3 clusters Score -3183360 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15411 members Mstep: Class 2 contains 9815 members Entering Unmasked Estep Score: -3183436.000000 Penalty: 5027.272949 Iteration 34Q: 3 clusters Score -3183436 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15517 members Mstep: Class 2 contains 9709 members Entering Unmasked Estep Score: -3183473.500000 Penalty: 5027.272949 Iteration 35Q: 3 clusters Score -3183474 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15594 members Mstep: Class 2 contains 9632 members Entering Unmasked Estep Score: -3183506.250000 Penalty: 5027.272949 Iteration 36Q: 3 clusters Score -3183506 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15649 members Mstep: Class 2 contains 9577 members Entering Unmasked Estep Score: -3183524.750000 Penalty: 5027.272949 Iteration 37Q: 3 clusters Score -3183525 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15685 members Mstep: Class 2 contains 9541 members Entering Unmasked Estep Score: -3183528.750000 Penalty: 5027.272949 Iteration 38Q: 3 clusters Score -3183529 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15709 members Mstep: Class 2 contains 9517 members Entering Unmasked Estep Score: -3183532.000000 Penalty: 5027.272949 Iteration 39Q: 3 clusters Score -3183532 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15733 members Mstep: Class 2 contains 9493 members Entering Unmasked Estep Score: -3183540.750000 Penalty: 5027.272949 Iteration 40F: 3 clusters Score -3183541 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15758 members Mstep: Class 2 contains 9468 members Entering Unmasked Estep Score: -3183545.500000 Penalty: 5027.272949 Iteration 41Q: 3 clusters Score -3183546 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15773 members Mstep: Class 2 contains 9453 members Entering Unmasked Estep Score: -3183544.500000 Penalty: 5027.272949 Iteration 42Q: 3 clusters Score -3183544 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15779 members Mstep: Class 2 contains 9447 members Entering Unmasked Estep Score: -3183542.250000 Penalty: 5027.272949 Iteration 43Q: 3 clusters Score -3183542 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15786 members Mstep: Class 2 contains 9440 members Entering Unmasked Estep Score: -3183544.000000 Penalty: 5027.272949 Iteration 44Q: 3 clusters Score -3183544 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15793 members Mstep: Class 2 contains 9433 members Entering Unmasked Estep Score: -3183545.000000 Penalty: 5027.272949 Iteration 45Q: 3 clusters Score -3183545 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15800 members Mstep: Class 2 contains 9426 members Entering Unmasked Estep Score: -3183544.500000 Penalty: 5027.272949 Iteration 46Q: 3 clusters Score -3183544 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15804 members Mstep: Class 2 contains 9422 members Entering Unmasked Estep Score: -3183549.500000 Penalty: 5027.272949 Iteration 47Q: 3 clusters Score -3183550 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15807 members Mstep: Class 2 contains 9419 members Entering Unmasked Estep Score: -3183551.750000 Penalty: 5027.272949 Iteration 48Q: 3 clusters Score -3183552 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15811 members Mstep: Class 2 contains 9415 members Entering Unmasked Estep Score: -3183554.250000 Penalty: 5027.272949 Iteration 49Q: 3 clusters Score -3183554 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15815 members Mstep: Class 2 contains 9411 members Entering Unmasked Estep Score: -3183553.000000 Penalty: 5027.272949 Iteration 50Q: 3 clusters Score -3183553 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15821 members Mstep: Class 2 contains 9405 members Entering Unmasked Estep Score: -3183557.000000 Penalty: 5027.272949 Iteration 51Q: 3 clusters Score -3183557 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15825 members Mstep: Class 2 contains 9401 members Entering Unmasked Estep Score: -3183557.000000 Penalty: 5027.272949 Iteration 52Q: 3 clusters Score -3183557 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15829 members Mstep: Class 2 contains 9397 members Entering Unmasked Estep Score: -3183553.750000 Penalty: 5027.272949 Iteration 53Q: 3 clusters Score -3183554 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15836 members Mstep: Class 2 contains 9390 members Entering Unmasked Estep Score: -3183550.250000 Penalty: 5027.272949 Iteration 54Q: 3 clusters Score -3183550 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15841 members Mstep: Class 2 contains 9385 members Entering Unmasked Estep Score: -3183547.750000 Penalty: 5027.272949 Iteration 55Q: 3 clusters Score -3183548 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15840 members Mstep: Class 2 contains 9386 members Entering Unmasked Estep Score: -3183553.000000 Penalty: 5027.272949 Iteration 56Q: 3 clusters Score -3183553 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15839 members Mstep: Class 2 contains 9387 members Entering Unmasked Estep Score: -3183550.000000 Penalty: 5027.272949 Iteration 57Q: 3 clusters Score -3183550 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15840 members Mstep: Class 2 contains 9386 members Entering Unmasked Estep Score: -3183553.000000 Penalty: 5027.272949 Iteration 58Q: 3 clusters Score -3183553 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15841 members Mstep: Class 2 contains 9385 members Entering Unmasked Estep Score: -3183553.250000 Penalty: 5027.272949 Iteration 59Q: 3 clusters Score -3183553 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15841 members Mstep: Class 2 contains 9385 members Entering Unmasked Estep Score: -3183553.250000 Penalty: 5027.272949 Iteration 60F: 3 clusters Score -3183553 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (12682 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12682 members Entering Unmasked Estep Score: -1616004.000000 Penalty: 2343.088867 Iteration 0F: 2 clusters Score -1616004 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6315 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -1606734.500000 Penalty: 4686.177734 Iteration 0F: 3 clusters Score -1606734 nChanged 5385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6086 members Mstep: Class 2 contains 6596 members Entering Unmasked Estep Score: -1609847.250000 Penalty: 4686.177734 Iteration 1F: 3 clusters Score -1609847 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5859 members Mstep: Class 2 contains 6823 members Entering Unmasked Estep Score: -1610501.125000 Penalty: 4686.177734 Iteration 2F: 3 clusters Score -1610501 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 7200 members Entering Unmasked Estep Score: -1611173.375000 Penalty: 4686.177734 Iteration 3F: 3 clusters Score -1611173 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 7757 members Entering Unmasked Estep Score: -1612000.250000 Penalty: 4686.177734 Iteration 4F: 3 clusters Score -1612000 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 8395 members Entering Unmasked Estep Score: -1612794.250000 Penalty: 4686.177734 Iteration 5F: 3 clusters Score -1612794 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 9041 members Entering Unmasked Estep Score: -1613497.000000 Penalty: 4686.177734 Iteration 6F: 3 clusters Score -1613497 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 9628 members Entering Unmasked Estep Score: -1614010.000000 Penalty: 4686.177734 Iteration 7F: 3 clusters Score -1614010 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 10081 members Entering Unmasked Estep Score: -1614360.000000 Penalty: 4686.177734 Iteration 8Q: 3 clusters Score -1614360 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 10432 members Entering Unmasked Estep Score: -1614592.125000 Penalty: 4686.177734 Iteration 9Q: 3 clusters Score -1614592 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 10690 members Entering Unmasked Estep Score: -1614743.000000 Penalty: 4686.177734 Iteration 10Q: 3 clusters Score -1614743 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 10873 members Entering Unmasked Estep Score: -1614830.750000 Penalty: 4686.177734 Iteration 11Q: 3 clusters Score -1614831 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 11007 members Entering Unmasked Estep Score: -1614895.250000 Penalty: 4686.177734 Iteration 12Q: 3 clusters Score -1614895 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 11111 members Entering Unmasked Estep Score: -1614942.125000 Penalty: 4686.177734 Iteration 13Q: 3 clusters Score -1614942 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 11205 members Entering Unmasked Estep Score: -1614985.875000 Penalty: 4686.177734 Iteration 14Q: 3 clusters Score -1614986 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 11289 members Entering Unmasked Estep Score: -1615019.250000 Penalty: 4686.177734 Iteration 15Q: 3 clusters Score -1615019 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 11367 members Entering Unmasked Estep Score: -1615051.875000 Penalty: 4686.177734 Iteration 16Q: 3 clusters Score -1615052 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 11418 members Entering Unmasked Estep Score: -1615072.250000 Penalty: 4686.177734 Iteration 17Q: 3 clusters Score -1615072 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 11459 members Entering Unmasked Estep Score: -1615088.125000 Penalty: 4686.177734 Iteration 18Q: 3 clusters Score -1615088 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 11501 members Entering Unmasked Estep Score: -1615109.875000 Penalty: 4686.177734 Iteration 19Q: 3 clusters Score -1615110 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 11533 members Entering Unmasked Estep Score: -1615125.875000 Penalty: 4686.177734 Iteration 20F: 3 clusters Score -1615126 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 11557 members Entering Unmasked Estep Score: -1615132.875000 Penalty: 4686.177734 Iteration 21Q: 3 clusters Score -1615133 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 11581 members Entering Unmasked Estep Score: -1615141.625000 Penalty: 4686.177734 Iteration 22Q: 3 clusters Score -1615142 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 11602 members Entering Unmasked Estep Score: -1615152.125000 Penalty: 4686.177734 Iteration 23Q: 3 clusters Score -1615152 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 11615 members Entering Unmasked Estep Score: -1615154.000000 Penalty: 4686.177734 Iteration 24Q: 3 clusters Score -1615154 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 11626 members Entering Unmasked Estep Score: -1615157.625000 Penalty: 4686.177734 Iteration 25Q: 3 clusters Score -1615158 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 11639 members Entering Unmasked Estep Score: -1615158.625000 Penalty: 4686.177734 Iteration 26Q: 3 clusters Score -1615159 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 11643 members Entering Unmasked Estep Score: -1615159.500000 Penalty: 4686.177734 Iteration 27Q: 3 clusters Score -1615160 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 11646 members Entering Unmasked Estep Score: -1615160.125000 Penalty: 4686.177734 Iteration 28Q: 3 clusters Score -1615160 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 11652 members Entering Unmasked Estep Score: -1615163.500000 Penalty: 4686.177734 Iteration 29Q: 3 clusters Score -1615164 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 11655 members Entering Unmasked Estep Score: -1615165.000000 Penalty: 4686.177734 Iteration 30Q: 3 clusters Score -1615165 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 11658 members Entering Unmasked Estep Score: -1615166.500000 Penalty: 4686.177734 Iteration 31Q: 3 clusters Score -1615166 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 11661 members Entering Unmasked Estep Score: -1615167.375000 Penalty: 4686.177734 Iteration 32Q: 3 clusters Score -1615167 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 11662 members Entering Unmasked Estep Score: -1615167.375000 Penalty: 4686.177734 Iteration 33Q: 3 clusters Score -1615167 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 11664 members Entering Unmasked Estep Score: -1615170.125000 Penalty: 4686.177734 Iteration 34Q: 3 clusters Score -1615170 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 11666 members Entering Unmasked Estep Score: -1615171.625000 Penalty: 4686.177734 Iteration 35Q: 3 clusters Score -1615172 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 11669 members Entering Unmasked Estep Score: -1615170.000000 Penalty: 4686.177734 Iteration 36Q: 3 clusters Score -1615170 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 11673 members Entering Unmasked Estep Score: -1615171.875000 Penalty: 4686.177734 Iteration 37Q: 3 clusters Score -1615172 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 11676 members Entering Unmasked Estep Score: -1615175.625000 Penalty: 4686.177734 Iteration 38Q: 3 clusters Score -1615176 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 11678 members Entering Unmasked Estep Score: -1615176.875000 Penalty: 4686.177734 Iteration 39Q: 3 clusters Score -1615177 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 11681 members Entering Unmasked Estep Score: -1615180.625000 Penalty: 4686.177734 Iteration 40F: 3 clusters Score -1615181 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 11686 members Entering Unmasked Estep Score: -1615177.375000 Penalty: 4686.177734 Iteration 41Q: 3 clusters Score -1615177 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 11689 members Entering Unmasked Estep Score: -1615179.250000 Penalty: 4686.177734 Iteration 42Q: 3 clusters Score -1615179 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 11691 members Entering Unmasked Estep Score: -1615178.625000 Penalty: 4686.177734 Iteration 43Q: 3 clusters Score -1615179 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 11691 members Entering Unmasked Estep Score: -1615178.625000 Penalty: 4686.177734 Iteration 44F: 3 clusters Score -1615179 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (55337 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55337 members Entering Unmasked Estep Score: -6825764.500000 Penalty: 2708.456787 Iteration 0F: 2 clusters Score -6825764 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27683 members Mstep: Class 2 contains 27654 members Entering Unmasked Estep Score: -6788306.500000 Penalty: 5416.913574 Iteration 0F: 3 clusters Score -6788306 nChanged 25897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26988 members Mstep: Class 2 contains 28349 members Entering Unmasked Estep Score: -6802814.000000 Penalty: 5416.913574 Iteration 1F: 3 clusters Score -6802814 nChanged 2456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26358 members Mstep: Class 2 contains 28979 members Entering Unmasked Estep Score: -6804227.000000 Penalty: 5416.913574 Iteration 2Q: 3 clusters Score -6804227 nChanged 3157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25091 members Mstep: Class 2 contains 30246 members Entering Unmasked Estep Score: -6807434.500000 Penalty: 5416.913574 Iteration 3F: 3 clusters Score -6807434 nChanged 4789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22598 members Mstep: Class 2 contains 32739 members Entering Unmasked Estep Score: -6812430.000000 Penalty: 5416.913574 Iteration 4F: 3 clusters Score -6812430 nChanged 5843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18731 members Mstep: Class 2 contains 36606 members Entering Unmasked Estep Score: -6817822.500000 Penalty: 5416.913574 Iteration 5F: 3 clusters Score -6817822 nChanged 5428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14467 members Mstep: Class 2 contains 40870 members Entering Unmasked Estep Score: -6822688.000000 Penalty: 5416.913574 Iteration 6F: 3 clusters Score -6822688 nChanged 4080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10851 members Mstep: Class 2 contains 44486 members Entering Unmasked Estep Score: -6826217.500000 Penalty: 5416.913574 Iteration 7F: 3 clusters Score -6826218 nChanged 2542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8397 members Mstep: Class 2 contains 46940 members Entering Unmasked Estep Score: -6828468.000000 Penalty: 5416.913574 Iteration 8Q: 3 clusters Score -6828468 nChanged 1621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6784 members Mstep: Class 2 contains 48553 members Entering Unmasked Estep Score: -6829811.500000 Penalty: 5416.913574 Iteration 9Q: 3 clusters Score -6829812 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5793 members Mstep: Class 2 contains 49544 members Entering Unmasked Estep Score: -6830482.500000 Penalty: 5416.913574 Iteration 10Q: 3 clusters Score -6830482 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5160 members Mstep: Class 2 contains 50177 members Entering Unmasked Estep Score: -6830755.000000 Penalty: 5416.913574 Iteration 11Q: 3 clusters Score -6830755 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 50597 members Entering Unmasked Estep Score: -6830870.500000 Penalty: 5416.913574 Iteration 12Q: 3 clusters Score -6830870 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 50898 members Entering Unmasked Estep Score: -6830987.000000 Penalty: 5416.913574 Iteration 13Q: 3 clusters Score -6830987 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 51120 members Entering Unmasked Estep Score: -6831041.000000 Penalty: 5416.913574 Iteration 14Q: 3 clusters Score -6831041 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 51285 members Entering Unmasked Estep Score: -6831049.500000 Penalty: 5416.913574 Iteration 15Q: 3 clusters Score -6831050 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 51401 members Entering Unmasked Estep Score: -6831071.000000 Penalty: 5416.913574 Iteration 16Q: 3 clusters Score -6831071 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 51493 members Entering Unmasked Estep Score: -6831082.000000 Penalty: 5416.913574 Iteration 17Q: 3 clusters Score -6831082 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 51561 members Entering Unmasked Estep Score: -6831101.000000 Penalty: 5416.913574 Iteration 18Q: 3 clusters Score -6831101 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 51611 members Entering Unmasked Estep Score: -6831107.500000 Penalty: 5416.913574 Iteration 19Q: 3 clusters Score -6831108 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 51653 members Entering Unmasked Estep Score: -6831110.000000 Penalty: 5416.913574 Iteration 20F: 3 clusters Score -6831110 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 51682 members Entering Unmasked Estep Score: -6831107.500000 Penalty: 5416.913574 Iteration 21Q: 3 clusters Score -6831108 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 51699 members Entering Unmasked Estep Score: -6831104.500000 Penalty: 5416.913574 Iteration 22Q: 3 clusters Score -6831104 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 51721 members Entering Unmasked Estep Score: -6831126.000000 Penalty: 5416.913574 Iteration 23Q: 3 clusters Score -6831126 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 51739 members Entering Unmasked Estep Score: -6831121.000000 Penalty: 5416.913574 Iteration 24Q: 3 clusters Score -6831121 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 51750 members Entering Unmasked Estep Score: -6831123.000000 Penalty: 5416.913574 Iteration 25Q: 3 clusters Score -6831123 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 51759 members Entering Unmasked Estep Score: -6831127.000000 Penalty: 5416.913574 Iteration 26Q: 3 clusters Score -6831127 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 51766 members Entering Unmasked Estep Score: -6831124.000000 Penalty: 5416.913574 Iteration 27Q: 3 clusters Score -6831124 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 51767 members Entering Unmasked Estep Score: -6831123.000000 Penalty: 5416.913574 Iteration 28Q: 3 clusters Score -6831123 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 51767 members Entering Unmasked Estep Score: -6831123.000000 Penalty: 5416.913574 Iteration 29F: 3 clusters Score -6831123 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 8857 members Mstep: Class 2 contains 817 members Mstep: Class 3 contains 7286 members Mstep: Class 4 contains 2085 members Mstep: Class 5 contains 8428 members Mstep: Class 6 contains 516 members Mstep: Class 7 contains 3820 members Mstep: Class 8 contains 46436 members Mstep: Class 9 contains 58800 members Mstep: Class 10 contains 3606 members Mstep: Class 11 contains 51767 members Mstep: Class 12 contains 12084 members Mstep: Class 13 contains 681 members Mstep: Class 14 contains 200346 members Mstep: Class 15 contains 25226 members Mstep: Class 16 contains 12682 members Mstep: Class 17 contains 3570 members Mstep: Class 19 contains 344 members Mstep: Class 20 contains 1161 members Entering Unmasked Estep Score: -55398596.000000 Penalty: 61323.093750 Splitting cluster 17 changes total score from -55348080.000000 to -55398596.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 19 (344 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Entering Unmasked Estep Score: -38084.574219 Penalty: 1448.479126 Iteration 0F: 2 clusters Score -38084.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -36748.480469 Penalty: 2896.958252 Iteration 0F: 3 clusters Score -36748.48 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -36857.675781 Penalty: 2896.958252 Iteration 1F: 3 clusters Score -36857.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -36876.675781 Penalty: 2896.958252 Iteration 2Q: 3 clusters Score -36876.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -36889.968750 Penalty: 2896.958252 Iteration 3Q: 3 clusters Score -36889.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -36889.968750 Penalty: 2896.958252 Iteration 4F: 3 clusters Score -36889.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1161 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Entering Unmasked Estep Score: -118427.421875 Penalty: 1750.145142 Iteration 0F: 2 clusters Score -118427.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -116585.312500 Penalty: 3500.290283 Iteration 0F: 3 clusters Score -116585.3 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -118158.000000 Penalty: 3500.290283 Iteration 1F: 3 clusters Score -118158 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -119316.390625 Penalty: 3500.290283 Iteration 2F: 3 clusters Score -119316.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -119693.320312 Penalty: 3500.290283 Iteration 3F: 3 clusters Score -119693.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -120100.500000 Penalty: 3500.290283 Iteration 4Q: 3 clusters Score -120100.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -120375.070312 Penalty: 3500.290283 Iteration 5Q: 3 clusters Score -120375.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -120522.632812 Penalty: 3500.290283 Iteration 6Q: 3 clusters Score -120522.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -120653.679688 Penalty: 3500.290283 Iteration 7Q: 3 clusters Score -120653.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -120809.148438 Penalty: 3500.290283 Iteration 8Q: 3 clusters Score -120809.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -120829.921875 Penalty: 3500.290283 Iteration 9Q: 3 clusters Score -120829.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -120859.007812 Penalty: 3500.290283 Iteration 10Q: 3 clusters Score -120859 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -120863.507812 Penalty: 3500.290283 Iteration 11Q: 3 clusters Score -120863.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -120863.507812 Penalty: 3500.290283 Iteration 12F: 3 clusters Score -120863.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 8857 members Mstep: Class 2 contains 817 members Mstep: Class 3 contains 7286 members Mstep: Class 4 contains 2085 members Mstep: Class 5 contains 8428 members Mstep: Class 6 contains 516 members Mstep: Class 7 contains 3820 members Mstep: Class 8 contains 46436 members Mstep: Class 9 contains 58800 members Mstep: Class 10 contains 3606 members Mstep: Class 11 contains 51767 members Mstep: Class 12 contains 12084 members Mstep: Class 13 contains 681 members Mstep: Class 14 contains 200346 members Mstep: Class 15 contains 25226 members Mstep: Class 16 contains 12682 members Mstep: Class 17 contains 3570 members Mstep: Class 18 contains 311 members Mstep: Class 19 contains 344 members Mstep: Class 20 contains 850 members Entering Unmasked Estep Score: -55399592.000000 Penalty: 64550.628906 Splitting cluster 20 changes total score from -55348080.000000 to -55399592.000000 So it's getting split into cluster 18. Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 8857 members Mstep: Class 2 contains 817 members Mstep: Class 3 contains 7286 members Mstep: Class 5 contains 8428 members Mstep: Class 7 contains 3820 members Mstep: Class 9 contains 58800 members Mstep: Class 10 contains 3606 members Mstep: Class 12 contains 12084 members Mstep: Class 13 contains 681 members Mstep: Class 14 contains 200346 members Mstep: Class 15 contains 25226 members Mstep: Class 16 contains 12682 members Mstep: Class 17 contains 3570 members Mstep: Class 19 contains 344 members Mstep: Class 20 contains 850 members Entering Unmasked Estep ConsiderDeletion Score: -55403120.000000 Penalty: 64550.628906 Iteration 39Q: 21 clusters Score -5.540312e+07 nChanged 12073 Entering Unmasked Mstep Mstep: Class 0 contains 246 members Mstep: Class 1 contains 9042 members Mstep: Class 2 contains 817 members Mstep: Class 3 contains 6783 members Mstep: Class 4 contains 2110 members Mstep: Class 5 contains 8046 members Mstep: Class 6 contains 517 members Mstep: Class 7 contains 3735 members Mstep: Class 8 contains 46306 members Mstep: Class 9 contains 58815 members Mstep: Class 10 contains 3578 members Mstep: Class 11 contains 48358 members Mstep: Class 12 contains 11570 members Mstep: Class 13 contains 681 members Mstep: Class 14 contains 207374 members Mstep: Class 15 contains 23550 members Mstep: Class 16 contains 12153 members Mstep: Class 17 contains 3575 members Mstep: Class 18 contains 311 members Mstep: Class 19 contains 341 members Mstep: Class 20 contains 850 members Entering Unmasked Estep ConsiderDeletion Score: -55408296.000000 Penalty: 64550.628906 Iteration 40F: 21 clusters Score -5.54083e+07 nChanged 8880 Entering Unmasked Mstep Mstep: Class 0 contains 225 members Mstep: Class 1 contains 8858 members Mstep: Class 2 contains 819 members Mstep: Class 3 contains 6290 members Mstep: Class 4 contains 2269 members Mstep: Class 5 contains 7692 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3685 members Mstep: Class 8 contains 46764 members Mstep: Class 9 contains 59001 members Mstep: Class 10 contains 3564 members Mstep: Class 11 contains 45540 members Mstep: Class 12 contains 11099 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 213049 members Mstep: Class 15 contains 21947 members Mstep: Class 16 contains 11674 members Mstep: Class 17 contains 3571 members Mstep: Class 18 contains 317 members Mstep: Class 19 contains 330 members Mstep: Class 20 contains 850 members Entering Unmasked Estep ConsiderDeletion Score: -55411656.000000 Penalty: 64550.628906 Iteration 41Q: 21 clusters Score -5.541166e+07 nChanged 6898 Entering Unmasked Mstep Mstep: Class 0 contains 225 members Mstep: Class 1 contains 8801 members Mstep: Class 2 contains 822 members Mstep: Class 3 contains 5853 members Mstep: Class 4 contains 2321 members Mstep: Class 5 contains 7401 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3638 members Mstep: Class 8 contains 47201 members Mstep: Class 9 contains 59272 members Mstep: Class 10 contains 3558 members Mstep: Class 11 contains 43113 members Mstep: Class 12 contains 10693 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 217771 members Mstep: Class 15 contains 20524 members Mstep: Class 16 contains 11284 members Mstep: Class 17 contains 3578 members Mstep: Class 18 contains 316 members Mstep: Class 19 contains 322 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55413716.000000 Penalty: 64550.628906 Iteration 42Q: 21 clusters Score -5.541372e+07 nChanged 5963 Entering Unmasked Mstep Mstep: Class 0 contains 225 members Mstep: Class 1 contains 8747 members Mstep: Class 2 contains 826 members Mstep: Class 3 contains 5455 members Mstep: Class 4 contains 2345 members Mstep: Class 5 contains 7154 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3597 members Mstep: Class 8 contains 47614 members Mstep: Class 9 contains 59578 members Mstep: Class 10 contains 3554 members Mstep: Class 11 contains 40970 members Mstep: Class 12 contains 10377 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 221925 members Mstep: Class 15 contains 19169 members Mstep: Class 16 contains 10949 members Mstep: Class 17 contains 3577 members Mstep: Class 18 contains 316 members Mstep: Class 19 contains 315 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55415480.000000 Penalty: 64550.628906 Iteration 43Q: 21 clusters Score -5.541548e+07 nChanged 5150 Entering Unmasked Mstep Mstep: Class 0 contains 225 members Mstep: Class 1 contains 8695 members Mstep: Class 2 contains 827 members Mstep: Class 3 contains 5070 members Mstep: Class 4 contains 2367 members Mstep: Class 5 contains 6950 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3577 members Mstep: Class 8 contains 47993 members Mstep: Class 9 contains 59923 members Mstep: Class 10 contains 3550 members Mstep: Class 11 contains 39086 members Mstep: Class 12 contains 10141 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 225498 members Mstep: Class 15 contains 17902 members Mstep: Class 16 contains 10699 members Mstep: Class 17 contains 3563 members Mstep: Class 18 contains 316 members Mstep: Class 19 contains 311 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55416752.000000 Penalty: 64550.628906 Iteration 44Q: 21 clusters Score -5.541675e+07 nChanged 4568 Entering Unmasked Mstep Mstep: Class 0 contains 225 members Mstep: Class 1 contains 8665 members Mstep: Class 2 contains 829 members Mstep: Class 3 contains 4719 members Mstep: Class 4 contains 2370 members Mstep: Class 5 contains 6751 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3550 members Mstep: Class 8 contains 48313 members Mstep: Class 9 contains 60264 members Mstep: Class 10 contains 3543 members Mstep: Class 11 contains 37418 members Mstep: Class 12 contains 9922 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 228720 members Mstep: Class 15 contains 16744 members Mstep: Class 16 contains 10501 members Mstep: Class 17 contains 3535 members Mstep: Class 18 contains 316 members Mstep: Class 19 contains 308 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55418004.000000 Penalty: 64550.628906 Iteration 45Q: 21 clusters Score -5.5418e+07 nChanged 4156 Entering Unmasked Mstep Mstep: Class 0 contains 225 members Mstep: Class 1 contains 8631 members Mstep: Class 2 contains 830 members Mstep: Class 3 contains 4370 members Mstep: Class 4 contains 2375 members Mstep: Class 5 contains 6588 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3523 members Mstep: Class 8 contains 48600 members Mstep: Class 9 contains 60616 members Mstep: Class 10 contains 3543 members Mstep: Class 11 contains 35947 members Mstep: Class 12 contains 9765 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 231640 members Mstep: Class 15 contains 15596 members Mstep: Class 16 contains 10329 members Mstep: Class 17 contains 3495 members Mstep: Class 18 contains 316 members Mstep: Class 19 contains 304 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55418932.000000 Penalty: 64550.628906 Iteration 46Q: 21 clusters Score -5.541893e+07 nChanged 3589 Entering Unmasked Mstep Mstep: Class 0 contains 225 members Mstep: Class 1 contains 8615 members Mstep: Class 2 contains 834 members Mstep: Class 3 contains 4058 members Mstep: Class 4 contains 2377 members Mstep: Class 5 contains 6462 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3510 members Mstep: Class 8 contains 48837 members Mstep: Class 9 contains 60947 members Mstep: Class 10 contains 3542 members Mstep: Class 11 contains 34654 members Mstep: Class 12 contains 9670 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 234085 members Mstep: Class 15 contains 14570 members Mstep: Class 16 contains 10225 members Mstep: Class 17 contains 3466 members Mstep: Class 18 contains 316 members Mstep: Class 19 contains 300 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55419668.000000 Penalty: 64550.628906 Iteration 47Q: 21 clusters Score -5.541967e+07 nChanged 3206 Entering Unmasked Mstep Mstep: Class 0 contains 225 members Mstep: Class 1 contains 8615 members Mstep: Class 2 contains 838 members Mstep: Class 3 contains 3795 members Mstep: Class 4 contains 2392 members Mstep: Class 5 contains 6346 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3499 members Mstep: Class 8 contains 49049 members Mstep: Class 9 contains 61241 members Mstep: Class 10 contains 3543 members Mstep: Class 11 contains 33569 members Mstep: Class 12 contains 9604 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 236238 members Mstep: Class 15 contains 13545 members Mstep: Class 16 contains 10158 members Mstep: Class 17 contains 3422 members Mstep: Class 18 contains 316 members Mstep: Class 19 contains 298 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55420532.000000 Penalty: 64550.628906 Iteration 48Q: 21 clusters Score -5.542053e+07 nChanged 2811 Entering Unmasked Mstep Mstep: Class 0 contains 225 members Mstep: Class 1 contains 8606 members Mstep: Class 2 contains 841 members Mstep: Class 3 contains 3581 members Mstep: Class 4 contains 2404 members Mstep: Class 5 contains 6238 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3483 members Mstep: Class 8 contains 49227 members Mstep: Class 9 contains 61490 members Mstep: Class 10 contains 3541 members Mstep: Class 11 contains 32673 members Mstep: Class 12 contains 9561 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 238114 members Mstep: Class 15 contains 12637 members Mstep: Class 16 contains 10082 members Mstep: Class 17 contains 3378 members Mstep: Class 18 contains 316 members Mstep: Class 19 contains 296 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55421396.000000 Penalty: 64550.628906 Iteration 49Q: 21 clusters Score -5.54214e+07 nChanged 2362 Entering Unmasked Mstep Mstep: Class 0 contains 225 members Mstep: Class 1 contains 8616 members Mstep: Class 2 contains 843 members Mstep: Class 3 contains 3407 members Mstep: Class 4 contains 2408 members Mstep: Class 5 contains 6162 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3466 members Mstep: Class 8 contains 49364 members Mstep: Class 9 contains 61710 members Mstep: Class 10 contains 3540 members Mstep: Class 11 contains 31920 members Mstep: Class 12 contains 9539 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 239672 members Mstep: Class 15 contains 11861 members Mstep: Class 16 contains 10015 members Mstep: Class 17 contains 3336 members Mstep: Class 18 contains 316 members Mstep: Class 19 contains 293 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55421820.000000 Penalty: 64550.628906 Iteration 50Q: 21 clusters Score -5.542182e+07 nChanged 2002 Entering Unmasked Mstep Mstep: Class 0 contains 225 members Mstep: Class 1 contains 8618 members Mstep: Class 2 contains 846 members Mstep: Class 3 contains 3248 members Mstep: Class 4 contains 2411 members Mstep: Class 5 contains 6097 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3456 members Mstep: Class 8 contains 49494 members Mstep: Class 9 contains 61904 members Mstep: Class 10 contains 3540 members Mstep: Class 11 contains 31306 members Mstep: Class 12 contains 9525 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 240957 members Mstep: Class 15 contains 11236 members Mstep: Class 16 contains 9939 members Mstep: Class 17 contains 3286 members Mstep: Class 18 contains 316 members Mstep: Class 19 contains 289 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55422268.000000 Penalty: 64550.628906 Iteration 51Q: 21 clusters Score -5.542227e+07 nChanged 1656 Entering Unmasked Mstep Mstep: Class 0 contains 225 members Mstep: Class 1 contains 8628 members Mstep: Class 2 contains 850 members Mstep: Class 3 contains 3105 members Mstep: Class 4 contains 2409 members Mstep: Class 5 contains 6044 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3445 members Mstep: Class 8 contains 49570 members Mstep: Class 9 contains 62086 members Mstep: Class 10 contains 3540 members Mstep: Class 11 contains 30841 members Mstep: Class 12 contains 9514 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 242023 members Mstep: Class 15 contains 10707 members Mstep: Class 16 contains 9873 members Mstep: Class 17 contains 3232 members Mstep: Class 18 contains 316 members Mstep: Class 19 contains 285 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55422536.000000 Penalty: 64550.628906 Iteration 52Q: 21 clusters Score -5.542254e+07 nChanged 1414 Entering Unmasked Mstep Mstep: Class 0 contains 225 members Mstep: Class 1 contains 8628 members Mstep: Class 2 contains 853 members Mstep: Class 3 contains 2965 members Mstep: Class 4 contains 2399 members Mstep: Class 5 contains 6008 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3429 members Mstep: Class 8 contains 49630 members Mstep: Class 9 contains 62257 members Mstep: Class 10 contains 3539 members Mstep: Class 11 contains 30468 members Mstep: Class 12 contains 9504 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 242905 members Mstep: Class 15 contains 10292 members Mstep: Class 16 contains 9813 members Mstep: Class 17 contains 3180 members Mstep: Class 18 contains 316 members Mstep: Class 19 contains 282 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55422656.000000 Penalty: 64550.628906 Iteration 53Q: 21 clusters Score -5.542266e+07 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 225 members Mstep: Class 1 contains 8651 members Mstep: Class 2 contains 856 members Mstep: Class 3 contains 2845 members Mstep: Class 4 contains 2391 members Mstep: Class 5 contains 5985 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3417 members Mstep: Class 8 contains 49688 members Mstep: Class 9 contains 62401 members Mstep: Class 10 contains 3539 members Mstep: Class 11 contains 30164 members Mstep: Class 12 contains 9511 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 243569 members Mstep: Class 15 contains 9941 members Mstep: Class 16 contains 9777 members Mstep: Class 17 contains 3137 members Mstep: Class 18 contains 316 members Mstep: Class 19 contains 280 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55422848.000000 Penalty: 64550.628906 Iteration 54Q: 21 clusters Score -5.542285e+07 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 225 members Mstep: Class 1 contains 8672 members Mstep: Class 2 contains 858 members Mstep: Class 3 contains 2721 members Mstep: Class 4 contains 2382 members Mstep: Class 5 contains 5971 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3408 members Mstep: Class 8 contains 49737 members Mstep: Class 9 contains 62547 members Mstep: Class 10 contains 3539 members Mstep: Class 11 contains 29929 members Mstep: Class 12 contains 9508 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 244111 members Mstep: Class 15 contains 9642 members Mstep: Class 16 contains 9753 members Mstep: Class 17 contains 3095 members Mstep: Class 18 contains 316 members Mstep: Class 19 contains 279 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55422976.000000 Penalty: 64550.628906 Iteration 55Q: 21 clusters Score -5.542298e+07 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 225 members Mstep: Class 1 contains 8677 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 2616 members Mstep: Class 4 contains 2371 members Mstep: Class 5 contains 5956 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3393 members Mstep: Class 8 contains 49788 members Mstep: Class 9 contains 62672 members Mstep: Class 10 contains 3539 members Mstep: Class 11 contains 29737 members Mstep: Class 12 contains 9509 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 244546 members Mstep: Class 15 contains 9405 members Mstep: Class 16 contains 9739 members Mstep: Class 17 contains 3065 members Mstep: Class 18 contains 316 members Mstep: Class 19 contains 279 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55423104.000000 Penalty: 64550.628906 Iteration 56Q: 21 clusters Score -5.54231e+07 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 225 members Mstep: Class 1 contains 8685 members Mstep: Class 2 contains 860 members Mstep: Class 3 contains 2526 members Mstep: Class 4 contains 2363 members Mstep: Class 5 contains 5933 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3382 members Mstep: Class 8 contains 49821 members Mstep: Class 9 contains 62791 members Mstep: Class 10 contains 3538 members Mstep: Class 11 contains 29582 members Mstep: Class 12 contains 9499 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 244913 members Mstep: Class 15 contains 9210 members Mstep: Class 16 contains 9728 members Mstep: Class 17 contains 3042 members Mstep: Class 18 contains 316 members Mstep: Class 19 contains 279 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55423184.000000 Penalty: 64550.628906 Iteration 57Q: 21 clusters Score -5.542318e+07 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 225 members Mstep: Class 1 contains 8690 members Mstep: Class 2 contains 862 members Mstep: Class 3 contains 2450 members Mstep: Class 4 contains 2349 members Mstep: Class 5 contains 5920 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3375 members Mstep: Class 8 contains 49843 members Mstep: Class 9 contains 62890 members Mstep: Class 10 contains 3537 members Mstep: Class 11 contains 29483 members Mstep: Class 12 contains 9492 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 245184 members Mstep: Class 15 contains 9056 members Mstep: Class 16 contains 9722 members Mstep: Class 17 contains 3020 members Mstep: Class 18 contains 316 members Mstep: Class 19 contains 279 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55423184.000000 Penalty: 64550.628906 Iteration 58Q: 21 clusters Score -5.542318e+07 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 225 members Mstep: Class 1 contains 8688 members Mstep: Class 2 contains 864 members Mstep: Class 3 contains 2386 members Mstep: Class 4 contains 2341 members Mstep: Class 5 contains 5911 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3367 members Mstep: Class 8 contains 49866 members Mstep: Class 9 contains 62979 members Mstep: Class 10 contains 3536 members Mstep: Class 11 contains 29419 members Mstep: Class 12 contains 9488 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 245394 members Mstep: Class 15 contains 8923 members Mstep: Class 16 contains 9713 members Mstep: Class 17 contains 2998 members Mstep: Class 18 contains 316 members Mstep: Class 19 contains 279 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55423116.000000 Penalty: 64550.628906 Iteration 59Q: 21 clusters Score -5.542312e+07 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 225 members Mstep: Class 1 contains 8690 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 2318 members Mstep: Class 4 contains 2334 members Mstep: Class 5 contains 5901 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3360 members Mstep: Class 8 contains 49878 members Mstep: Class 9 contains 63065 members Mstep: Class 10 contains 3536 members Mstep: Class 11 contains 29361 members Mstep: Class 12 contains 9483 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 245597 members Mstep: Class 15 contains 8800 members Mstep: Class 16 contains 9702 members Mstep: Class 17 contains 2981 members Mstep: Class 18 contains 316 members Mstep: Class 19 contains 279 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55423436.000000 Penalty: 64550.628906 Iteration 60F: 21 clusters Score -5.542344e+07 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 8693 members Mstep: Class 2 contains 876 members Mstep: Class 3 contains 2265 members Mstep: Class 4 contains 2320 members Mstep: Class 5 contains 5892 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3349 members Mstep: Class 8 contains 49891 members Mstep: Class 9 contains 63136 members Mstep: Class 10 contains 3536 members Mstep: Class 11 contains 29302 members Mstep: Class 12 contains 9478 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 245783 members Mstep: Class 15 contains 8685 members Mstep: Class 16 contains 9700 members Mstep: Class 17 contains 2967 members Mstep: Class 18 contains 326 members Mstep: Class 19 contains 279 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55424048.000000 Penalty: 64550.628906 Iteration 61Q: 21 clusters Score -5.542405e+07 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 214 members Mstep: Class 1 contains 8693 members Mstep: Class 2 contains 886 members Mstep: Class 3 contains 2206 members Mstep: Class 4 contains 2301 members Mstep: Class 5 contains 5884 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3340 members Mstep: Class 8 contains 49900 members Mstep: Class 9 contains 63209 members Mstep: Class 10 contains 3536 members Mstep: Class 11 contains 29249 members Mstep: Class 12 contains 9472 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 245961 members Mstep: Class 15 contains 8581 members Mstep: Class 16 contains 9696 members Mstep: Class 17 contains 2959 members Mstep: Class 18 contains 327 members Mstep: Class 19 contains 279 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55424004.000000 Penalty: 64550.628906 Iteration 62Q: 21 clusters Score -5.5424e+07 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 214 members Mstep: Class 1 contains 8692 members Mstep: Class 2 contains 895 members Mstep: Class 3 contains 2147 members Mstep: Class 4 contains 2287 members Mstep: Class 5 contains 5874 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3333 members Mstep: Class 8 contains 49913 members Mstep: Class 9 contains 63281 members Mstep: Class 10 contains 3536 members Mstep: Class 11 contains 29215 members Mstep: Class 12 contains 9473 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 246088 members Mstep: Class 15 contains 8490 members Mstep: Class 16 contains 9698 members Mstep: Class 17 contains 2952 members Mstep: Class 18 contains 327 members Mstep: Class 19 contains 278 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55423952.000000 Penalty: 64550.628906 Iteration 63Q: 21 clusters Score -5.542395e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 214 members Mstep: Class 1 contains 8694 members Mstep: Class 2 contains 898 members Mstep: Class 3 contains 2094 members Mstep: Class 4 contains 2284 members Mstep: Class 5 contains 5866 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3328 members Mstep: Class 8 contains 49930 members Mstep: Class 9 contains 63347 members Mstep: Class 10 contains 3536 members Mstep: Class 11 contains 29183 members Mstep: Class 12 contains 9470 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 246181 members Mstep: Class 15 contains 8417 members Mstep: Class 16 contains 9697 members Mstep: Class 17 contains 2949 members Mstep: Class 18 contains 327 members Mstep: Class 19 contains 278 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55423988.000000 Penalty: 64550.628906 Iteration 64Q: 21 clusters Score -5.542399e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 214 members Mstep: Class 1 contains 8695 members Mstep: Class 2 contains 904 members Mstep: Class 3 contains 2059 members Mstep: Class 4 contains 2274 members Mstep: Class 5 contains 5860 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3324 members Mstep: Class 8 contains 49955 members Mstep: Class 9 contains 63389 members Mstep: Class 10 contains 3536 members Mstep: Class 11 contains 29159 members Mstep: Class 12 contains 9468 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 246262 members Mstep: Class 15 contains 8348 members Mstep: Class 16 contains 9696 members Mstep: Class 17 contains 2946 members Mstep: Class 18 contains 327 members Mstep: Class 19 contains 277 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55423996.000000 Penalty: 64550.628906 Iteration 65Q: 21 clusters Score -5.5424e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 214 members Mstep: Class 1 contains 8692 members Mstep: Class 2 contains 908 members Mstep: Class 3 contains 2036 members Mstep: Class 4 contains 2266 members Mstep: Class 5 contains 5856 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3317 members Mstep: Class 8 contains 49975 members Mstep: Class 9 contains 63419 members Mstep: Class 10 contains 3536 members Mstep: Class 11 contains 29146 members Mstep: Class 12 contains 9472 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 246326 members Mstep: Class 15 contains 8292 members Mstep: Class 16 contains 9693 members Mstep: Class 17 contains 2941 members Mstep: Class 18 contains 327 members Mstep: Class 19 contains 277 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55423936.000000 Penalty: 64550.628906 Iteration 66Q: 21 clusters Score -5.542394e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 214 members Mstep: Class 1 contains 8692 members Mstep: Class 2 contains 911 members Mstep: Class 3 contains 2019 members Mstep: Class 4 contains 2262 members Mstep: Class 5 contains 5854 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3315 members Mstep: Class 8 contains 49988 members Mstep: Class 9 contains 63440 members Mstep: Class 10 contains 3536 members Mstep: Class 11 contains 29136 members Mstep: Class 12 contains 9476 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 246372 members Mstep: Class 15 contains 8245 members Mstep: Class 16 contains 9693 members Mstep: Class 17 contains 2936 members Mstep: Class 18 contains 327 members Mstep: Class 19 contains 277 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55423984.000000 Penalty: 64550.628906 Iteration 67Q: 21 clusters Score -5.542398e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 214 members Mstep: Class 1 contains 8689 members Mstep: Class 2 contains 914 members Mstep: Class 3 contains 2000 members Mstep: Class 4 contains 2256 members Mstep: Class 5 contains 5852 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3304 members Mstep: Class 8 contains 50000 members Mstep: Class 9 contains 63470 members Mstep: Class 10 contains 3536 members Mstep: Class 11 contains 29131 members Mstep: Class 12 contains 9480 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 246421 members Mstep: Class 15 contains 8201 members Mstep: Class 16 contains 9692 members Mstep: Class 17 contains 2929 members Mstep: Class 18 contains 327 members Mstep: Class 19 contains 277 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55423956.000000 Penalty: 64550.628906 Iteration 68Q: 21 clusters Score -5.542396e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 214 members Mstep: Class 1 contains 8685 members Mstep: Class 2 contains 917 members Mstep: Class 3 contains 1969 members Mstep: Class 4 contains 2250 members Mstep: Class 5 contains 5852 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3300 members Mstep: Class 8 contains 50012 members Mstep: Class 9 contains 63506 members Mstep: Class 10 contains 3536 members Mstep: Class 11 contains 29122 members Mstep: Class 12 contains 9480 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 246473 members Mstep: Class 15 contains 8157 members Mstep: Class 16 contains 9694 members Mstep: Class 17 contains 2922 members Mstep: Class 18 contains 327 members Mstep: Class 19 contains 277 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55423920.000000 Penalty: 64550.628906 Iteration 69Q: 21 clusters Score -5.542392e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 214 members Mstep: Class 1 contains 8682 members Mstep: Class 2 contains 920 members Mstep: Class 3 contains 1934 members Mstep: Class 4 contains 2242 members Mstep: Class 5 contains 5851 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3299 members Mstep: Class 8 contains 50021 members Mstep: Class 9 contains 63547 members Mstep: Class 10 contains 3536 members Mstep: Class 11 contains 29116 members Mstep: Class 12 contains 9480 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 246518 members Mstep: Class 15 contains 8117 members Mstep: Class 16 contains 9693 members Mstep: Class 17 contains 2919 members Mstep: Class 18 contains 327 members Mstep: Class 19 contains 277 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55424008.000000 Penalty: 64550.628906 Iteration 70Q: 21 clusters Score -5.542401e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 214 members Mstep: Class 1 contains 8671 members Mstep: Class 2 contains 927 members Mstep: Class 3 contains 1900 members Mstep: Class 4 contains 2236 members Mstep: Class 5 contains 5849 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3302 members Mstep: Class 8 contains 50029 members Mstep: Class 9 contains 63588 members Mstep: Class 10 contains 3536 members Mstep: Class 11 contains 29105 members Mstep: Class 12 contains 9480 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 246552 members Mstep: Class 15 contains 8089 members Mstep: Class 16 contains 9693 members Mstep: Class 17 contains 2918 members Mstep: Class 18 contains 327 members Mstep: Class 19 contains 277 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55424008.000000 Penalty: 64550.628906 Iteration 71Q: 21 clusters Score -5.542401e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 214 members Mstep: Class 1 contains 8664 members Mstep: Class 2 contains 933 members Mstep: Class 3 contains 1865 members Mstep: Class 4 contains 2230 members Mstep: Class 5 contains 5849 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3301 members Mstep: Class 8 contains 50035 members Mstep: Class 9 contains 63629 members Mstep: Class 10 contains 3536 members Mstep: Class 11 contains 29098 members Mstep: Class 12 contains 9479 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 246578 members Mstep: Class 15 contains 8069 members Mstep: Class 16 contains 9694 members Mstep: Class 17 contains 2915 members Mstep: Class 18 contains 327 members Mstep: Class 19 contains 277 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55424056.000000 Penalty: 64550.628906 Iteration 72Q: 21 clusters Score -5.542406e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 214 members Mstep: Class 1 contains 8662 members Mstep: Class 2 contains 940 members Mstep: Class 3 contains 1837 members Mstep: Class 4 contains 2221 members Mstep: Class 5 contains 5847 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3299 members Mstep: Class 8 contains 50042 members Mstep: Class 9 contains 63661 members Mstep: Class 10 contains 3536 members Mstep: Class 11 contains 29097 members Mstep: Class 12 contains 9478 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 246598 members Mstep: Class 15 contains 8053 members Mstep: Class 16 contains 9692 members Mstep: Class 17 contains 2912 members Mstep: Class 18 contains 327 members Mstep: Class 19 contains 277 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55424044.000000 Penalty: 64550.628906 Iteration 73Q: 21 clusters Score -5.542404e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 214 members Mstep: Class 1 contains 8662 members Mstep: Class 2 contains 947 members Mstep: Class 3 contains 1822 members Mstep: Class 4 contains 2214 members Mstep: Class 5 contains 5845 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3295 members Mstep: Class 8 contains 50043 members Mstep: Class 9 contains 63681 members Mstep: Class 10 contains 3536 members Mstep: Class 11 contains 29096 members Mstep: Class 12 contains 9478 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 246621 members Mstep: Class 15 contains 8034 members Mstep: Class 16 contains 9691 members Mstep: Class 17 contains 2910 members Mstep: Class 18 contains 327 members Mstep: Class 19 contains 277 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55423980.000000 Penalty: 64550.628906 Iteration 74Q: 21 clusters Score -5.542398e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 214 members Mstep: Class 1 contains 8661 members Mstep: Class 2 contains 955 members Mstep: Class 3 contains 1811 members Mstep: Class 4 contains 2206 members Mstep: Class 5 contains 5843 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3294 members Mstep: Class 8 contains 50044 members Mstep: Class 9 contains 63693 members Mstep: Class 10 contains 3536 members Mstep: Class 11 contains 29091 members Mstep: Class 12 contains 9476 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 246655 members Mstep: Class 15 contains 8012 members Mstep: Class 16 contains 9689 members Mstep: Class 17 contains 2909 members Mstep: Class 18 contains 327 members Mstep: Class 19 contains 277 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55424104.000000 Penalty: 64550.628906 Iteration 75Q: 21 clusters Score -5.54241e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 214 members Mstep: Class 1 contains 8658 members Mstep: Class 2 contains 959 members Mstep: Class 3 contains 1797 members Mstep: Class 4 contains 2202 members Mstep: Class 5 contains 5842 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3293 members Mstep: Class 8 contains 50045 members Mstep: Class 9 contains 63708 members Mstep: Class 10 contains 3536 members Mstep: Class 11 contains 29085 members Mstep: Class 12 contains 9476 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 246691 members Mstep: Class 15 contains 7989 members Mstep: Class 16 contains 9687 members Mstep: Class 17 contains 2907 members Mstep: Class 18 contains 327 members Mstep: Class 19 contains 277 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55424144.000000 Penalty: 64550.628906 Iteration 76Q: 21 clusters Score -5.542414e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 214 members Mstep: Class 1 contains 8656 members Mstep: Class 2 contains 962 members Mstep: Class 3 contains 1787 members Mstep: Class 4 contains 2198 members Mstep: Class 5 contains 5841 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3291 members Mstep: Class 8 contains 50050 members Mstep: Class 9 contains 63719 members Mstep: Class 10 contains 3536 members Mstep: Class 11 contains 29079 members Mstep: Class 12 contains 9476 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 246715 members Mstep: Class 15 contains 7975 members Mstep: Class 16 contains 9684 members Mstep: Class 17 contains 2906 members Mstep: Class 18 contains 327 members Mstep: Class 19 contains 277 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55424112.000000 Penalty: 64550.628906 Iteration 77Q: 21 clusters Score -5.542411e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 214 members Mstep: Class 1 contains 8656 members Mstep: Class 2 contains 967 members Mstep: Class 3 contains 1782 members Mstep: Class 4 contains 2194 members Mstep: Class 5 contains 5842 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3291 members Mstep: Class 8 contains 50052 members Mstep: Class 9 contains 63725 members Mstep: Class 10 contains 3536 members Mstep: Class 11 contains 29071 members Mstep: Class 12 contains 9474 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 246734 members Mstep: Class 15 contains 7962 members Mstep: Class 16 contains 9683 members Mstep: Class 17 contains 2906 members Mstep: Class 18 contains 327 members Mstep: Class 19 contains 277 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55424048.000000 Penalty: 64550.628906 Iteration 78Q: 21 clusters Score -5.542405e+07 nChanged 35 Entering ConstructFrom: Score: -55424048.000000 Penalty: 64550.628906 Entering ConstructFrom: Trying to split cluster 1 (8656 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8656 members Entering Unmasked Estep Score: -1096067.500000 Penalty: 2248.369873 Iteration 0F: 2 clusters Score -1096068 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -1089221.250000 Penalty: 4496.739746 Iteration 0F: 3 clusters Score -1089221 nChanged 3532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -1091272.875000 Penalty: 4496.739746 Iteration 1F: 3 clusters Score -1091273 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -1091556.000000 Penalty: 4496.739746 Iteration 2F: 3 clusters Score -1091556 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -1091773.750000 Penalty: 4496.739746 Iteration 3Q: 3 clusters Score -1091774 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 5054 members Entering Unmasked Estep Score: -1091965.250000 Penalty: 4496.739746 Iteration 4Q: 3 clusters Score -1091965 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 5234 members Entering Unmasked Estep Score: -1092158.625000 Penalty: 4496.739746 Iteration 5Q: 3 clusters Score -1092159 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 5461 members Entering Unmasked Estep Score: -1092348.625000 Penalty: 4496.739746 Iteration 6Q: 3 clusters Score -1092349 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 5682 members Entering Unmasked Estep Score: -1092528.625000 Penalty: 4496.739746 Iteration 7Q: 3 clusters Score -1092529 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 5909 members Entering Unmasked Estep Score: -1092734.375000 Penalty: 4496.739746 Iteration 8Q: 3 clusters Score -1092734 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 6153 members Entering Unmasked Estep Score: -1092943.125000 Penalty: 4496.739746 Iteration 9Q: 3 clusters Score -1092943 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 6377 members Entering Unmasked Estep Score: -1093153.125000 Penalty: 4496.739746 Iteration 10Q: 3 clusters Score -1093153 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 6568 members Entering Unmasked Estep Score: -1093369.625000 Penalty: 4496.739746 Iteration 11Q: 3 clusters Score -1093370 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 6758 members Entering Unmasked Estep Score: -1093615.000000 Penalty: 4496.739746 Iteration 12Q: 3 clusters Score -1093615 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -1093911.625000 Penalty: 4496.739746 Iteration 13Q: 3 clusters Score -1093912 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 6999 members Entering Unmasked Estep Score: -1094136.500000 Penalty: 4496.739746 Iteration 14Q: 3 clusters Score -1094136 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 6998 members Entering Unmasked Estep Score: -1094271.250000 Penalty: 4496.739746 Iteration 15Q: 3 clusters Score -1094271 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 6977 members Entering Unmasked Estep Score: -1094356.125000 Penalty: 4496.739746 Iteration 16Q: 3 clusters Score -1094356 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 6922 members Entering Unmasked Estep Score: -1094418.000000 Penalty: 4496.739746 Iteration 17Q: 3 clusters Score -1094418 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -1094486.750000 Penalty: 4496.739746 Iteration 18Q: 3 clusters Score -1094487 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 6770 members Entering Unmasked Estep Score: -1094585.625000 Penalty: 4496.739746 Iteration 19Q: 3 clusters Score -1094586 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 6661 members Entering Unmasked Estep Score: -1094678.750000 Penalty: 4496.739746 Iteration 20F: 3 clusters Score -1094679 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 6553 members Entering Unmasked Estep Score: -1094766.500000 Penalty: 4496.739746 Iteration 21Q: 3 clusters Score -1094766 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 6437 members Entering Unmasked Estep Score: -1094849.125000 Penalty: 4496.739746 Iteration 22Q: 3 clusters Score -1094849 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 6319 members Entering Unmasked Estep Score: -1094928.750000 Penalty: 4496.739746 Iteration 23Q: 3 clusters Score -1094929 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 6198 members Entering Unmasked Estep Score: -1095025.250000 Penalty: 4496.739746 Iteration 24Q: 3 clusters Score -1095025 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 6039 members Entering Unmasked Estep Score: -1095159.500000 Penalty: 4496.739746 Iteration 25Q: 3 clusters Score -1095160 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 5853 members Entering Unmasked Estep Score: -1095340.875000 Penalty: 4496.739746 Iteration 26Q: 3 clusters Score -1095341 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 5656 members Entering Unmasked Estep Score: -1095553.000000 Penalty: 4496.739746 Iteration 27Q: 3 clusters Score -1095553 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 5465 members Entering Unmasked Estep Score: -1095743.125000 Penalty: 4496.739746 Iteration 28Q: 3 clusters Score -1095743 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -1095909.125000 Penalty: 4496.739746 Iteration 29Q: 3 clusters Score -1095909 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -1096030.625000 Penalty: 4496.739746 Iteration 30Q: 3 clusters Score -1096031 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -1096140.875000 Penalty: 4496.739746 Iteration 31Q: 3 clusters Score -1096141 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -1096195.875000 Penalty: 4496.739746 Iteration 32Q: 3 clusters Score -1096196 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -1096229.875000 Penalty: 4496.739746 Iteration 33Q: 3 clusters Score -1096230 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -1096268.875000 Penalty: 4496.739746 Iteration 34Q: 3 clusters Score -1096269 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -1096282.875000 Penalty: 4496.739746 Iteration 35Q: 3 clusters Score -1096283 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -1096294.375000 Penalty: 4496.739746 Iteration 36Q: 3 clusters Score -1096294 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 4721 members Entering Unmasked Estep Score: -1096300.625000 Penalty: 4496.739746 Iteration 37Q: 3 clusters Score -1096301 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -1096305.500000 Penalty: 4496.739746 Iteration 38Q: 3 clusters Score -1096306 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -1096318.750000 Penalty: 4496.739746 Iteration 39Q: 3 clusters Score -1096319 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -1096360.500000 Penalty: 4496.739746 Iteration 40F: 3 clusters Score -1096360 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -1096401.875000 Penalty: 4496.739746 Iteration 41Q: 3 clusters Score -1096402 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -1096425.500000 Penalty: 4496.739746 Iteration 42Q: 3 clusters Score -1096426 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -1096433.875000 Penalty: 4496.739746 Iteration 43Q: 3 clusters Score -1096434 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -1096440.000000 Penalty: 4496.739746 Iteration 44Q: 3 clusters Score -1096440 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -1096440.875000 Penalty: 4496.739746 Iteration 45Q: 3 clusters Score -1096441 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -1096439.000000 Penalty: 4496.739746 Iteration 46Q: 3 clusters Score -1096439 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -1096438.250000 Penalty: 4496.739746 Iteration 47Q: 3 clusters Score -1096438 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -1096438.625000 Penalty: 4496.739746 Iteration 48Q: 3 clusters Score -1096439 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -1096438.625000 Penalty: 4496.739746 Iteration 49F: 3 clusters Score -1096439 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 214 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 970 members Mstep: Class 3 contains 1775 members Mstep: Class 4 contains 2192 members Mstep: Class 5 contains 5844 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3290 members Mstep: Class 8 contains 50052 members Mstep: Class 9 contains 63733 members Mstep: Class 10 contains 3535 members Mstep: Class 11 contains 29064 members Mstep: Class 12 contains 9473 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 246750 members Mstep: Class 15 contains 7953 members Mstep: Class 16 contains 9682 members Mstep: Class 17 contains 2906 members Mstep: Class 18 contains 327 members Mstep: Class 19 contains 277 members Mstep: Class 20 contains 851 members Mstep: Class 21 contains 4555 members Entering Unmasked Estep Score: -55423248.000000 Penalty: 67778.156250 Splitting cluster 1 changes total score from -55424048.000000 to -55423248.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (970 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Entering Unmasked Estep Score: -114431.101562 Penalty: 1705.569458 Iteration 0F: 2 clusters Score -114431.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -112520.304688 Penalty: 3411.138916 Iteration 0F: 3 clusters Score -112520.3 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -112788.671875 Penalty: 3411.138916 Iteration 1F: 3 clusters Score -112788.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -112876.257812 Penalty: 3411.138916 Iteration 2F: 3 clusters Score -112876.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -112918.960938 Penalty: 3411.138916 Iteration 3Q: 3 clusters Score -112919 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -112949.570312 Penalty: 3411.138916 Iteration 4Q: 3 clusters Score -112949.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -112963.734375 Penalty: 3411.138916 Iteration 5Q: 3 clusters Score -112963.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -112970.390625 Penalty: 3411.138916 Iteration 6Q: 3 clusters Score -112970.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -112974.851562 Penalty: 3411.138916 Iteration 7Q: 3 clusters Score -112974.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -112974.851562 Penalty: 3411.138916 Iteration 8F: 3 clusters Score -112974.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1775 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Entering Unmasked Estep Score: -224715.796875 Penalty: 1855.425903 Iteration 0F: 2 clusters Score -224715.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -222217.750000 Penalty: 3710.851807 Iteration 0F: 3 clusters Score -222217.8 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -222661.625000 Penalty: 3710.851807 Iteration 1F: 3 clusters Score -222661.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -222786.390625 Penalty: 3710.851807 Iteration 2F: 3 clusters Score -222786.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -222860.343750 Penalty: 3710.851807 Iteration 3Q: 3 clusters Score -222860.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -222897.250000 Penalty: 3710.851807 Iteration 4Q: 3 clusters Score -222897.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -222921.093750 Penalty: 3710.851807 Iteration 5Q: 3 clusters Score -222921.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -222942.281250 Penalty: 3710.851807 Iteration 6Q: 3 clusters Score -222942.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -222958.562500 Penalty: 3710.851807 Iteration 7Q: 3 clusters Score -222958.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -222969.328125 Penalty: 3710.851807 Iteration 8Q: 3 clusters Score -222969.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -222982.015625 Penalty: 3710.851807 Iteration 9Q: 3 clusters Score -222982 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -222989.718750 Penalty: 3710.851807 Iteration 10Q: 3 clusters Score -222989.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -222997.812500 Penalty: 3710.851807 Iteration 11Q: 3 clusters Score -222997.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -223004.343750 Penalty: 3710.851807 Iteration 12Q: 3 clusters Score -223004.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -223007.937500 Penalty: 3710.851807 Iteration 13Q: 3 clusters Score -223007.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -223011.187500 Penalty: 3710.851807 Iteration 14Q: 3 clusters Score -223011.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -223014.937500 Penalty: 3710.851807 Iteration 15Q: 3 clusters Score -223014.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -223019.750000 Penalty: 3710.851807 Iteration 16Q: 3 clusters Score -223019.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -223025.890625 Penalty: 3710.851807 Iteration 17Q: 3 clusters Score -223025.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -223034.953125 Penalty: 3710.851807 Iteration 18Q: 3 clusters Score -223035 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -223041.750000 Penalty: 3710.851807 Iteration 19Q: 3 clusters Score -223041.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -223048.687500 Penalty: 3710.851807 Iteration 20F: 3 clusters Score -223048.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -223057.625000 Penalty: 3710.851807 Iteration 21Q: 3 clusters Score -223057.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -223066.718750 Penalty: 3710.851807 Iteration 22Q: 3 clusters Score -223066.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -223072.953125 Penalty: 3710.851807 Iteration 23Q: 3 clusters Score -223073 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -223074.046875 Penalty: 3710.851807 Iteration 24Q: 3 clusters Score -223074 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -223075.265625 Penalty: 3710.851807 Iteration 25Q: 3 clusters Score -223075.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -223075.937500 Penalty: 3710.851807 Iteration 26Q: 3 clusters Score -223075.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -223076.515625 Penalty: 3710.851807 Iteration 27Q: 3 clusters Score -223076.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -223077.375000 Penalty: 3710.851807 Iteration 28Q: 3 clusters Score -223077.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -223078.515625 Penalty: 3710.851807 Iteration 29Q: 3 clusters Score -223078.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -223079.640625 Penalty: 3710.851807 Iteration 30Q: 3 clusters Score -223079.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -223080.140625 Penalty: 3710.851807 Iteration 31Q: 3 clusters Score -223080.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -223080.140625 Penalty: 3710.851807 Iteration 32F: 3 clusters Score -223080.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2192 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Entering Unmasked Estep Score: -254344.015625 Penalty: 1907.757324 Iteration 0F: 2 clusters Score -254344 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -251657.718750 Penalty: 3815.514648 Iteration 0F: 3 clusters Score -251657.7 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -252260.046875 Penalty: 3815.514648 Iteration 1F: 3 clusters Score -252260 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -252559.890625 Penalty: 3815.514648 Iteration 2F: 3 clusters Score -252559.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -253023.437500 Penalty: 3815.514648 Iteration 3F: 3 clusters Score -253023.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -253300.359375 Penalty: 3815.514648 Iteration 4F: 3 clusters Score -253300.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -253461.062500 Penalty: 3815.514648 Iteration 5F: 3 clusters Score -253461.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -253588.906250 Penalty: 3815.514648 Iteration 6Q: 3 clusters Score -253588.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -253700.921875 Penalty: 3815.514648 Iteration 7Q: 3 clusters Score -253700.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -253798.250000 Penalty: 3815.514648 Iteration 8Q: 3 clusters Score -253798.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -253892.500000 Penalty: 3815.514648 Iteration 9Q: 3 clusters Score -253892.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -253969.953125 Penalty: 3815.514648 Iteration 10Q: 3 clusters Score -253970 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -254038.625000 Penalty: 3815.514648 Iteration 11Q: 3 clusters Score -254038.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -254101.656250 Penalty: 3815.514648 Iteration 12Q: 3 clusters Score -254101.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -254168.515625 Penalty: 3815.514648 Iteration 13Q: 3 clusters Score -254168.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -254224.546875 Penalty: 3815.514648 Iteration 14Q: 3 clusters Score -254224.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -254258.109375 Penalty: 3815.514648 Iteration 15Q: 3 clusters Score -254258.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -254295.781250 Penalty: 3815.514648 Iteration 16Q: 3 clusters Score -254295.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -254326.171875 Penalty: 3815.514648 Iteration 17Q: 3 clusters Score -254326.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -254351.890625 Penalty: 3815.514648 Iteration 18Q: 3 clusters Score -254351.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -254377.578125 Penalty: 3815.514648 Iteration 19Q: 3 clusters Score -254377.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -254406.046875 Penalty: 3815.514648 Iteration 20F: 3 clusters Score -254406 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -254426.562500 Penalty: 3815.514648 Iteration 21Q: 3 clusters Score -254426.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -254439.906250 Penalty: 3815.514648 Iteration 22Q: 3 clusters Score -254439.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -254450.859375 Penalty: 3815.514648 Iteration 23Q: 3 clusters Score -254450.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -254462.140625 Penalty: 3815.514648 Iteration 24Q: 3 clusters Score -254462.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -254465.953125 Penalty: 3815.514648 Iteration 25Q: 3 clusters Score -254466 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -254471.375000 Penalty: 3815.514648 Iteration 26Q: 3 clusters Score -254471.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -254480.343750 Penalty: 3815.514648 Iteration 27Q: 3 clusters Score -254480.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -254482.437500 Penalty: 3815.514648 Iteration 28Q: 3 clusters Score -254482.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -254487.781250 Penalty: 3815.514648 Iteration 29Q: 3 clusters Score -254487.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -254491.609375 Penalty: 3815.514648 Iteration 30Q: 3 clusters Score -254491.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -254497.078125 Penalty: 3815.514648 Iteration 31Q: 3 clusters Score -254497.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -254507.546875 Penalty: 3815.514648 Iteration 32Q: 3 clusters Score -254507.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -254512.875000 Penalty: 3815.514648 Iteration 33Q: 3 clusters Score -254512.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -254517.375000 Penalty: 3815.514648 Iteration 34Q: 3 clusters Score -254517.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -254525.234375 Penalty: 3815.514648 Iteration 35Q: 3 clusters Score -254525.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -254526.312500 Penalty: 3815.514648 Iteration 36Q: 3 clusters Score -254526.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -254527.375000 Penalty: 3815.514648 Iteration 37Q: 3 clusters Score -254527.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -254530.250000 Penalty: 3815.514648 Iteration 38Q: 3 clusters Score -254530.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -254533.796875 Penalty: 3815.514648 Iteration 39Q: 3 clusters Score -254533.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -254544.375000 Penalty: 3815.514648 Iteration 40F: 3 clusters Score -254544.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -254575.546875 Penalty: 3815.514648 Iteration 41Q: 3 clusters Score -254575.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -254607.828125 Penalty: 3815.514648 Iteration 42Q: 3 clusters Score -254607.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -254662.171875 Penalty: 3815.514648 Iteration 43Q: 3 clusters Score -254662.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -254693.843750 Penalty: 3815.514648 Iteration 44Q: 3 clusters Score -254693.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -254736.687500 Penalty: 3815.514648 Iteration 45Q: 3 clusters Score -254736.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -254803.156250 Penalty: 3815.514648 Iteration 46Q: 3 clusters Score -254803.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -254848.640625 Penalty: 3815.514648 Iteration 47Q: 3 clusters Score -254848.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -254848.640625 Penalty: 3815.514648 Iteration 48F: 3 clusters Score -254848.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 214 members Mstep: Class 1 contains 8656 members Mstep: Class 2 contains 970 members Mstep: Class 3 contains 1775 members Mstep: Class 4 contains 269 members Mstep: Class 5 contains 5844 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3290 members Mstep: Class 8 contains 50052 members Mstep: Class 9 contains 63733 members Mstep: Class 10 contains 3535 members Mstep: Class 11 contains 29064 members Mstep: Class 12 contains 9473 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 246750 members Mstep: Class 15 contains 7953 members Mstep: Class 16 contains 9682 members Mstep: Class 17 contains 2906 members Mstep: Class 18 contains 327 members Mstep: Class 19 contains 277 members Mstep: Class 20 contains 851 members Mstep: Class 21 contains 1923 members Entering Unmasked Estep Score: -55423168.000000 Penalty: 67778.156250 Splitting cluster 4 changes total score from -55424048.000000 to -55423168.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (5844 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5844 members Entering Unmasked Estep Score: -748035.437500 Penalty: 2150.946533 Iteration 0F: 2 clusters Score -748035.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -742948.750000 Penalty: 4301.893066 Iteration 0F: 3 clusters Score -742948.8 nChanged 2248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -744204.937500 Penalty: 4301.893066 Iteration 1F: 3 clusters Score -744204.9 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -744398.562500 Penalty: 4301.893066 Iteration 2F: 3 clusters Score -744398.6 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -744520.000000 Penalty: 4301.893066 Iteration 3Q: 3 clusters Score -744520 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -744603.750000 Penalty: 4301.893066 Iteration 4Q: 3 clusters Score -744603.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -744675.000000 Penalty: 4301.893066 Iteration 5Q: 3 clusters Score -744675 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -744737.062500 Penalty: 4301.893066 Iteration 6Q: 3 clusters Score -744737.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -744784.062500 Penalty: 4301.893066 Iteration 7Q: 3 clusters Score -744784.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -744819.687500 Penalty: 4301.893066 Iteration 8Q: 3 clusters Score -744819.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -744854.062500 Penalty: 4301.893066 Iteration 9Q: 3 clusters Score -744854.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -744884.187500 Penalty: 4301.893066 Iteration 10Q: 3 clusters Score -744884.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -744909.937500 Penalty: 4301.893066 Iteration 11Q: 3 clusters Score -744909.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -744936.125000 Penalty: 4301.893066 Iteration 12Q: 3 clusters Score -744936.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -744970.125000 Penalty: 4301.893066 Iteration 13Q: 3 clusters Score -744970.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -744998.000000 Penalty: 4301.893066 Iteration 14Q: 3 clusters Score -744998 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -745026.750000 Penalty: 4301.893066 Iteration 15Q: 3 clusters Score -745026.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -745064.125000 Penalty: 4301.893066 Iteration 16Q: 3 clusters Score -745064.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -745114.687500 Penalty: 4301.893066 Iteration 17Q: 3 clusters Score -745114.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -745163.250000 Penalty: 4301.893066 Iteration 18Q: 3 clusters Score -745163.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -745212.812500 Penalty: 4301.893066 Iteration 19Q: 3 clusters Score -745212.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -745263.687500 Penalty: 4301.893066 Iteration 20F: 3 clusters Score -745263.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -745326.437500 Penalty: 4301.893066 Iteration 21Q: 3 clusters Score -745326.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -745387.125000 Penalty: 4301.893066 Iteration 22Q: 3 clusters Score -745387.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -745454.562500 Penalty: 4301.893066 Iteration 23Q: 3 clusters Score -745454.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -745523.750000 Penalty: 4301.893066 Iteration 24Q: 3 clusters Score -745523.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -745591.187500 Penalty: 4301.893066 Iteration 25Q: 3 clusters Score -745591.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -745649.187500 Penalty: 4301.893066 Iteration 26Q: 3 clusters Score -745649.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -745700.187500 Penalty: 4301.893066 Iteration 27Q: 3 clusters Score -745700.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -745764.437500 Penalty: 4301.893066 Iteration 28Q: 3 clusters Score -745764.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -745829.437500 Penalty: 4301.893066 Iteration 29Q: 3 clusters Score -745829.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 4971 members Entering Unmasked Estep Score: -745890.937500 Penalty: 4301.893066 Iteration 30Q: 3 clusters Score -745890.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -745938.687500 Penalty: 4301.893066 Iteration 31Q: 3 clusters Score -745938.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -745983.187500 Penalty: 4301.893066 Iteration 32Q: 3 clusters Score -745983.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 5137 members Entering Unmasked Estep Score: -746018.750000 Penalty: 4301.893066 Iteration 33Q: 3 clusters Score -746018.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 5174 members Entering Unmasked Estep Score: -746051.375000 Penalty: 4301.893066 Iteration 34Q: 3 clusters Score -746051.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 5200 members Entering Unmasked Estep Score: -746073.062500 Penalty: 4301.893066 Iteration 35Q: 3 clusters Score -746073.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 5216 members Entering Unmasked Estep Score: -746091.062500 Penalty: 4301.893066 Iteration 36Q: 3 clusters Score -746091.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 5235 members Entering Unmasked Estep Score: -746105.000000 Penalty: 4301.893066 Iteration 37Q: 3 clusters Score -746105 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -746119.375000 Penalty: 4301.893066 Iteration 38Q: 3 clusters Score -746119.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -746135.562500 Penalty: 4301.893066 Iteration 39Q: 3 clusters Score -746135.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -746144.000000 Penalty: 4301.893066 Iteration 40F: 3 clusters Score -746144 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -746154.500000 Penalty: 4301.893066 Iteration 41Q: 3 clusters Score -746154.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 5277 members Entering Unmasked Estep Score: -746161.562500 Penalty: 4301.893066 Iteration 42Q: 3 clusters Score -746161.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 5282 members Entering Unmasked Estep Score: -746169.375000 Penalty: 4301.893066 Iteration 43Q: 3 clusters Score -746169.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -746173.937500 Penalty: 4301.893066 Iteration 44Q: 3 clusters Score -746173.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 5290 members Entering Unmasked Estep Score: -746177.250000 Penalty: 4301.893066 Iteration 45Q: 3 clusters Score -746177.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 5293 members Entering Unmasked Estep Score: -746182.500000 Penalty: 4301.893066 Iteration 46Q: 3 clusters Score -746182.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 5297 members Entering Unmasked Estep Score: -746185.812500 Penalty: 4301.893066 Iteration 47Q: 3 clusters Score -746185.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 5298 members Entering Unmasked Estep Score: -746186.125000 Penalty: 4301.893066 Iteration 48Q: 3 clusters Score -746186.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 5300 members Entering Unmasked Estep Score: -746188.375000 Penalty: 4301.893066 Iteration 49Q: 3 clusters Score -746188.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -746189.812500 Penalty: 4301.893066 Iteration 50Q: 3 clusters Score -746189.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 5300 members Entering Unmasked Estep Score: -746191.125000 Penalty: 4301.893066 Iteration 51Q: 3 clusters Score -746191.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 5300 members Entering Unmasked Estep Score: -746192.250000 Penalty: 4301.893066 Iteration 52Q: 3 clusters Score -746192.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 5300 members Entering Unmasked Estep Score: -746192.250000 Penalty: 4301.893066 Iteration 53F: 3 clusters Score -746192.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (518 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Entering Unmasked Estep Score: -54279.730469 Penalty: 1549.993896 Iteration 0F: 2 clusters Score -54279.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -52772.753906 Penalty: 3099.987793 Iteration 0F: 3 clusters Score -52772.75 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -53128.128906 Penalty: 3099.987793 Iteration 1F: 3 clusters Score -53128.13 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -53282.953125 Penalty: 3099.987793 Iteration 2F: 3 clusters Score -53282.95 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -53450.859375 Penalty: 3099.987793 Iteration 3F: 3 clusters Score -53450.86 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -53605.882812 Penalty: 3099.987793 Iteration 4Q: 3 clusters Score -53605.88 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -53874.472656 Penalty: 3099.987793 Iteration 5F: 3 clusters Score -53874.47 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -53991.714844 Penalty: 3099.987793 Iteration 6Q: 3 clusters Score -53991.71 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -54036.257812 Penalty: 3099.987793 Iteration 7Q: 3 clusters Score -54036.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -54073.488281 Penalty: 3099.987793 Iteration 8Q: 3 clusters Score -54073.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -54096.042969 Penalty: 3099.987793 Iteration 9Q: 3 clusters Score -54096.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -54108.144531 Penalty: 3099.987793 Iteration 10Q: 3 clusters Score -54108.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -54114.800781 Penalty: 3099.987793 Iteration 11Q: 3 clusters Score -54114.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -54114.800781 Penalty: 3099.987793 Iteration 12F: 3 clusters Score -54114.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Entering Unmasked Estep Score: -389112.437500 Penalty: 2008.463501 Iteration 0F: 2 clusters Score -389112.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -385693.531250 Penalty: 4016.927002 Iteration 0F: 3 clusters Score -385693.5 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -386438.875000 Penalty: 4016.927002 Iteration 1F: 3 clusters Score -386438.9 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -386676.750000 Penalty: 4016.927002 Iteration 2F: 3 clusters Score -386676.8 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -386893.656250 Penalty: 4016.927002 Iteration 3F: 3 clusters Score -386893.7 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -387075.031250 Penalty: 4016.927002 Iteration 4F: 3 clusters Score -387075 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -387224.125000 Penalty: 4016.927002 Iteration 5Q: 3 clusters Score -387224.1 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -387366.781250 Penalty: 4016.927002 Iteration 6Q: 3 clusters Score -387366.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -387538.937500 Penalty: 4016.927002 Iteration 7Q: 3 clusters Score -387538.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -387715.968750 Penalty: 4016.927002 Iteration 8Q: 3 clusters Score -387716 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -387818.656250 Penalty: 4016.927002 Iteration 9Q: 3 clusters Score -387818.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -387895.343750 Penalty: 4016.927002 Iteration 10Q: 3 clusters Score -387895.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -387972.468750 Penalty: 4016.927002 Iteration 11Q: 3 clusters Score -387972.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -388035.468750 Penalty: 4016.927002 Iteration 12Q: 3 clusters Score -388035.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -388081.062500 Penalty: 4016.927002 Iteration 13Q: 3 clusters Score -388081.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -388125.062500 Penalty: 4016.927002 Iteration 14Q: 3 clusters Score -388125.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -388157.312500 Penalty: 4016.927002 Iteration 15Q: 3 clusters Score -388157.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -388184.437500 Penalty: 4016.927002 Iteration 16Q: 3 clusters Score -388184.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -388209.750000 Penalty: 4016.927002 Iteration 17Q: 3 clusters Score -388209.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -388237.000000 Penalty: 4016.927002 Iteration 18Q: 3 clusters Score -388237 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -388253.906250 Penalty: 4016.927002 Iteration 19Q: 3 clusters Score -388253.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -388270.593750 Penalty: 4016.927002 Iteration 20F: 3 clusters Score -388270.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -388291.187500 Penalty: 4016.927002 Iteration 21Q: 3 clusters Score -388291.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -388308.625000 Penalty: 4016.927002 Iteration 22Q: 3 clusters Score -388308.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -388325.937500 Penalty: 4016.927002 Iteration 23Q: 3 clusters Score -388325.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -388343.156250 Penalty: 4016.927002 Iteration 24Q: 3 clusters Score -388343.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -388354.875000 Penalty: 4016.927002 Iteration 25Q: 3 clusters Score -388354.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -388358.843750 Penalty: 4016.927002 Iteration 26Q: 3 clusters Score -388358.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -388360.250000 Penalty: 4016.927002 Iteration 27Q: 3 clusters Score -388360.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -388362.593750 Penalty: 4016.927002 Iteration 28Q: 3 clusters Score -388362.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -388364.687500 Penalty: 4016.927002 Iteration 29Q: 3 clusters Score -388364.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -388366.531250 Penalty: 4016.927002 Iteration 30Q: 3 clusters Score -388366.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -388369.437500 Penalty: 4016.927002 Iteration 31Q: 3 clusters Score -388369.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -388369.718750 Penalty: 4016.927002 Iteration 32Q: 3 clusters Score -388369.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -388369.718750 Penalty: 4016.927002 Iteration 33F: 3 clusters Score -388369.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (50052 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50052 members Entering Unmasked Estep Score: -6400748.000000 Penalty: 2683.562744 Iteration 0F: 2 clusters Score -6400748 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25077 members Mstep: Class 2 contains 24975 members Entering Unmasked Estep Score: -6367110.500000 Penalty: 5367.125488 Iteration 0F: 3 clusters Score -6367110 nChanged 23110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25417 members Mstep: Class 2 contains 24635 members Entering Unmasked Estep Score: -6379553.500000 Penalty: 5367.125488 Iteration 1F: 3 clusters Score -6379554 nChanged 1817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25832 members Mstep: Class 2 contains 24220 members Entering Unmasked Estep Score: -6380033.500000 Penalty: 5367.125488 Iteration 2Q: 3 clusters Score -6380034 nChanged 1687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26435 members Mstep: Class 2 contains 23617 members Entering Unmasked Estep Score: -6380422.500000 Penalty: 5367.125488 Iteration 3Q: 3 clusters Score -6380422 nChanged 1636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27211 members Mstep: Class 2 contains 22841 members Entering Unmasked Estep Score: -6380835.500000 Penalty: 5367.125488 Iteration 4Q: 3 clusters Score -6380836 nChanged 1671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28326 members Mstep: Class 2 contains 21726 members Entering Unmasked Estep Score: -6381360.500000 Penalty: 5367.125488 Iteration 5Q: 3 clusters Score -6381360 nChanged 1804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29806 members Mstep: Class 2 contains 20246 members Entering Unmasked Estep Score: -6382027.000000 Penalty: 5367.125488 Iteration 6Q: 3 clusters Score -6382027 nChanged 2200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31854 members Mstep: Class 2 contains 18198 members Entering Unmasked Estep Score: -6382935.500000 Penalty: 5367.125488 Iteration 7Q: 3 clusters Score -6382936 nChanged 2835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34645 members Mstep: Class 2 contains 15407 members Entering Unmasked Estep Score: -6384609.000000 Penalty: 5367.125488 Iteration 8F: 3 clusters Score -6384609 nChanged 3695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38324 members Mstep: Class 2 contains 11728 members Entering Unmasked Estep Score: -6387333.000000 Penalty: 5367.125488 Iteration 9F: 3 clusters Score -6387333 nChanged 4263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42587 members Mstep: Class 2 contains 7465 members Entering Unmasked Estep Score: -6391170.000000 Penalty: 5367.125488 Iteration 10F: 3 clusters Score -6391170 nChanged 3649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46236 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -6394718.500000 Penalty: 5367.125488 Iteration 11F: 3 clusters Score -6394718 nChanged 2223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48459 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -6396895.000000 Penalty: 5367.125488 Iteration 12Q: 3 clusters Score -6396895 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49384 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -6397822.000000 Penalty: 5367.125488 Iteration 13Q: 3 clusters Score -6397822 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49662 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -6398127.000000 Penalty: 5367.125488 Iteration 14Q: 3 clusters Score -6398127 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49752 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -6398244.500000 Penalty: 5367.125488 Iteration 15Q: 3 clusters Score -6398244 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49784 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -6398296.500000 Penalty: 5367.125488 Iteration 16Q: 3 clusters Score -6398296 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49798 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -6398323.500000 Penalty: 5367.125488 Iteration 17Q: 3 clusters Score -6398324 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49809 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -6398341.500000 Penalty: 5367.125488 Iteration 18Q: 3 clusters Score -6398342 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49813 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -6398356.000000 Penalty: 5367.125488 Iteration 19Q: 3 clusters Score -6398356 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49815 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -6398358.500000 Penalty: 5367.125488 Iteration 20F: 3 clusters Score -6398358 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49816 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -6398360.500000 Penalty: 5367.125488 Iteration 21Q: 3 clusters Score -6398360 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49817 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -6398361.000000 Penalty: 5367.125488 Iteration 22Q: 3 clusters Score -6398361 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49819 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -6398366.500000 Penalty: 5367.125488 Iteration 23Q: 3 clusters Score -6398366 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49823 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -6398371.500000 Penalty: 5367.125488 Iteration 24Q: 3 clusters Score -6398372 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49826 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -6398375.500000 Penalty: 5367.125488 Iteration 25Q: 3 clusters Score -6398376 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49827 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -6398386.000000 Penalty: 5367.125488 Iteration 26Q: 3 clusters Score -6398386 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49828 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -6398389.500000 Penalty: 5367.125488 Iteration 27Q: 3 clusters Score -6398390 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49830 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -6398395.000000 Penalty: 5367.125488 Iteration 28Q: 3 clusters Score -6398395 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49833 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -6398392.500000 Penalty: 5367.125488 Iteration 29Q: 3 clusters Score -6398392 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49836 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -6398404.500000 Penalty: 5367.125488 Iteration 30Q: 3 clusters Score -6398404 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49839 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -6398410.500000 Penalty: 5367.125488 Iteration 31Q: 3 clusters Score -6398410 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49842 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -6398415.000000 Penalty: 5367.125488 Iteration 32Q: 3 clusters Score -6398415 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49841 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -6398415.500000 Penalty: 5367.125488 Iteration 33Q: 3 clusters Score -6398416 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49841 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -6398415.500000 Penalty: 5367.125488 Iteration 34F: 3 clusters Score -6398416 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (63733 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63733 members Entering Unmasked Estep Score: -8024243.500000 Penalty: 2743.489502 Iteration 0F: 2 clusters Score -8024244 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31878 members Mstep: Class 2 contains 31855 members Entering Unmasked Estep Score: -7981190.500000 Penalty: 5486.979004 Iteration 0F: 3 clusters Score -7981190 nChanged 29726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31840 members Mstep: Class 2 contains 31893 members Entering Unmasked Estep Score: -7998172.000000 Penalty: 5486.979004 Iteration 1F: 3 clusters Score -7998172 nChanged 2534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31882 members Mstep: Class 2 contains 31851 members Entering Unmasked Estep Score: -7998890.500000 Penalty: 5486.979004 Iteration 2Q: 3 clusters Score -7998890 nChanged 2455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31949 members Mstep: Class 2 contains 31784 members Entering Unmasked Estep Score: -7999582.500000 Penalty: 5486.979004 Iteration 3Q: 3 clusters Score -7999582 nChanged 2353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32084 members Mstep: Class 2 contains 31649 members Entering Unmasked Estep Score: -8000292.000000 Penalty: 5486.979004 Iteration 4Q: 3 clusters Score -8000292 nChanged 2395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32263 members Mstep: Class 2 contains 31470 members Entering Unmasked Estep Score: -8001138.500000 Penalty: 5486.979004 Iteration 5Q: 3 clusters Score -8001138 nChanged 2623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32530 members Mstep: Class 2 contains 31203 members Entering Unmasked Estep Score: -8002110.500000 Penalty: 5486.979004 Iteration 6Q: 3 clusters Score -8002110 nChanged 2787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32901 members Mstep: Class 2 contains 30832 members Entering Unmasked Estep Score: -8003347.500000 Penalty: 5486.979004 Iteration 7Q: 3 clusters Score -8003348 nChanged 3101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33384 members Mstep: Class 2 contains 30349 members Entering Unmasked Estep Score: -8005075.000000 Penalty: 5486.979004 Iteration 8Q: 3 clusters Score -8005075 nChanged 3410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33918 members Mstep: Class 2 contains 29815 members Entering Unmasked Estep Score: -8007259.000000 Penalty: 5486.979004 Iteration 9F: 3 clusters Score -8007259 nChanged 3514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34340 members Mstep: Class 2 contains 29393 members Entering Unmasked Estep Score: -8009608.000000 Penalty: 5486.979004 Iteration 10F: 3 clusters Score -8009608 nChanged 3161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34587 members Mstep: Class 2 contains 29146 members Entering Unmasked Estep Score: -8011291.500000 Penalty: 5486.979004 Iteration 11Q: 3 clusters Score -8011292 nChanged 2364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34771 members Mstep: Class 2 contains 28962 members Entering Unmasked Estep Score: -8012192.000000 Penalty: 5486.979004 Iteration 12Q: 3 clusters Score -8012192 nChanged 1551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34888 members Mstep: Class 2 contains 28845 members Entering Unmasked Estep Score: -8012586.000000 Penalty: 5486.979004 Iteration 13Q: 3 clusters Score -8012586 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35005 members Mstep: Class 2 contains 28728 members Entering Unmasked Estep Score: -8012828.500000 Penalty: 5486.979004 Iteration 14Q: 3 clusters Score -8012828 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35171 members Mstep: Class 2 contains 28562 members Entering Unmasked Estep Score: -8013075.500000 Penalty: 5486.979004 Iteration 15Q: 3 clusters Score -8013076 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35346 members Mstep: Class 2 contains 28387 members Entering Unmasked Estep Score: -8013329.000000 Penalty: 5486.979004 Iteration 16Q: 3 clusters Score -8013329 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35521 members Mstep: Class 2 contains 28212 members Entering Unmasked Estep Score: -8013575.500000 Penalty: 5486.979004 Iteration 17Q: 3 clusters Score -8013576 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35634 members Mstep: Class 2 contains 28099 members Entering Unmasked Estep Score: -8013881.000000 Penalty: 5486.979004 Iteration 18Q: 3 clusters Score -8013881 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35746 members Mstep: Class 2 contains 27987 members Entering Unmasked Estep Score: -8014196.500000 Penalty: 5486.979004 Iteration 19Q: 3 clusters Score -8014196 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35839 members Mstep: Class 2 contains 27894 members Entering Unmasked Estep Score: -8014422.500000 Penalty: 5486.979004 Iteration 20F: 3 clusters Score -8014422 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35892 members Mstep: Class 2 contains 27841 members Entering Unmasked Estep Score: -8014723.500000 Penalty: 5486.979004 Iteration 21Q: 3 clusters Score -8014724 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35938 members Mstep: Class 2 contains 27795 members Entering Unmasked Estep Score: -8014985.500000 Penalty: 5486.979004 Iteration 22Q: 3 clusters Score -8014986 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36000 members Mstep: Class 2 contains 27733 members Entering Unmasked Estep Score: -8015221.500000 Penalty: 5486.979004 Iteration 23Q: 3 clusters Score -8015222 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36088 members Mstep: Class 2 contains 27645 members Entering Unmasked Estep Score: -8015444.500000 Penalty: 5486.979004 Iteration 24Q: 3 clusters Score -8015444 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36156 members Mstep: Class 2 contains 27577 members Entering Unmasked Estep Score: -8015599.000000 Penalty: 5486.979004 Iteration 25Q: 3 clusters Score -8015599 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36253 members Mstep: Class 2 contains 27480 members Entering Unmasked Estep Score: -8015735.500000 Penalty: 5486.979004 Iteration 26Q: 3 clusters Score -8015736 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36358 members Mstep: Class 2 contains 27375 members Entering Unmasked Estep Score: -8015825.500000 Penalty: 5486.979004 Iteration 27Q: 3 clusters Score -8015826 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36447 members Mstep: Class 2 contains 27286 members Entering Unmasked Estep Score: -8015924.500000 Penalty: 5486.979004 Iteration 28Q: 3 clusters Score -8015924 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36519 members Mstep: Class 2 contains 27214 members Entering Unmasked Estep Score: -8016003.000000 Penalty: 5486.979004 Iteration 29Q: 3 clusters Score -8016003 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36594 members Mstep: Class 2 contains 27139 members Entering Unmasked Estep Score: -8016061.500000 Penalty: 5486.979004 Iteration 30Q: 3 clusters Score -8016062 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36670 members Mstep: Class 2 contains 27063 members Entering Unmasked Estep Score: -8016130.000000 Penalty: 5486.979004 Iteration 31Q: 3 clusters Score -8016130 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36762 members Mstep: Class 2 contains 26971 members Entering Unmasked Estep Score: -8016172.500000 Penalty: 5486.979004 Iteration 32Q: 3 clusters Score -8016172 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36814 members Mstep: Class 2 contains 26919 members Entering Unmasked Estep Score: -8016226.500000 Penalty: 5486.979004 Iteration 33Q: 3 clusters Score -8016226 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36875 members Mstep: Class 2 contains 26858 members Entering Unmasked Estep Score: -8016240.000000 Penalty: 5486.979004 Iteration 34Q: 3 clusters Score -8016240 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36939 members Mstep: Class 2 contains 26794 members Entering Unmasked Estep Score: -8016259.000000 Penalty: 5486.979004 Iteration 35Q: 3 clusters Score -8016259 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37042 members Mstep: Class 2 contains 26691 members Entering Unmasked Estep Score: -8016270.500000 Penalty: 5486.979004 Iteration 36Q: 3 clusters Score -8016270 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37130 members Mstep: Class 2 contains 26603 members Entering Unmasked Estep Score: -8016287.000000 Penalty: 5486.979004 Iteration 37Q: 3 clusters Score -8016287 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37221 members Mstep: Class 2 contains 26512 members Entering Unmasked Estep Score: -8016303.500000 Penalty: 5486.979004 Iteration 38Q: 3 clusters Score -8016304 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37337 members Mstep: Class 2 contains 26396 members Entering Unmasked Estep Score: -8016331.500000 Penalty: 5486.979004 Iteration 39Q: 3 clusters Score -8016332 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37443 members Mstep: Class 2 contains 26290 members Entering Unmasked Estep Score: -8016361.500000 Penalty: 5486.979004 Iteration 40F: 3 clusters Score -8016362 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37551 members Mstep: Class 2 contains 26182 members Entering Unmasked Estep Score: -8016392.000000 Penalty: 5486.979004 Iteration 41Q: 3 clusters Score -8016392 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37667 members Mstep: Class 2 contains 26066 members Entering Unmasked Estep Score: -8016379.000000 Penalty: 5486.979004 Iteration 42Q: 3 clusters Score -8016379 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37806 members Mstep: Class 2 contains 25927 members Entering Unmasked Estep Score: -8016386.000000 Penalty: 5486.979004 Iteration 43Q: 3 clusters Score -8016386 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37928 members Mstep: Class 2 contains 25805 members Entering Unmasked Estep Score: -8016401.500000 Penalty: 5486.979004 Iteration 44Q: 3 clusters Score -8016402 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38048 members Mstep: Class 2 contains 25685 members Entering Unmasked Estep Score: -8016416.000000 Penalty: 5486.979004 Iteration 45Q: 3 clusters Score -8016416 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38172 members Mstep: Class 2 contains 25561 members Entering Unmasked Estep Score: -8016404.500000 Penalty: 5486.979004 Iteration 46Q: 3 clusters Score -8016404 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38308 members Mstep: Class 2 contains 25425 members Entering Unmasked Estep Score: -8016401.000000 Penalty: 5486.979004 Iteration 47Q: 3 clusters Score -8016401 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38450 members Mstep: Class 2 contains 25283 members Entering Unmasked Estep Score: -8016426.500000 Penalty: 5486.979004 Iteration 48Q: 3 clusters Score -8016426 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38605 members Mstep: Class 2 contains 25128 members Entering Unmasked Estep Score: -8016426.500000 Penalty: 5486.979004 Iteration 49Q: 3 clusters Score -8016426 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38769 members Mstep: Class 2 contains 24964 members Entering Unmasked Estep Score: -8016464.000000 Penalty: 5486.979004 Iteration 50Q: 3 clusters Score -8016464 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38938 members Mstep: Class 2 contains 24795 members Entering Unmasked Estep Score: -8016504.000000 Penalty: 5486.979004 Iteration 51Q: 3 clusters Score -8016504 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39125 members Mstep: Class 2 contains 24608 members Entering Unmasked Estep Score: -8016503.500000 Penalty: 5486.979004 Iteration 52Q: 3 clusters Score -8016504 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39307 members Mstep: Class 2 contains 24426 members Entering Unmasked Estep Score: -8016509.000000 Penalty: 5486.979004 Iteration 53Q: 3 clusters Score -8016509 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39501 members Mstep: Class 2 contains 24232 members Entering Unmasked Estep Score: -8016516.000000 Penalty: 5486.979004 Iteration 54Q: 3 clusters Score -8016516 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39710 members Mstep: Class 2 contains 24023 members Entering Unmasked Estep Score: -8016502.000000 Penalty: 5486.979004 Iteration 55Q: 3 clusters Score -8016502 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39944 members Mstep: Class 2 contains 23789 members Entering Unmasked Estep Score: -8016526.000000 Penalty: 5486.979004 Iteration 56Q: 3 clusters Score -8016526 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40205 members Mstep: Class 2 contains 23528 members Entering Unmasked Estep Score: -8016534.500000 Penalty: 5486.979004 Iteration 57Q: 3 clusters Score -8016534 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40487 members Mstep: Class 2 contains 23246 members Entering Unmasked Estep Score: -8016577.500000 Penalty: 5486.979004 Iteration 58Q: 3 clusters Score -8016578 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40799 members Mstep: Class 2 contains 22934 members Entering Unmasked Estep Score: -8016611.000000 Penalty: 5486.979004 Iteration 59Q: 3 clusters Score -8016611 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41121 members Mstep: Class 2 contains 22612 members Entering Unmasked Estep Score: -8016648.500000 Penalty: 5486.979004 Iteration 60F: 3 clusters Score -8016648 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41483 members Mstep: Class 2 contains 22250 members Entering Unmasked Estep Score: -8016693.500000 Penalty: 5486.979004 Iteration 61Q: 3 clusters Score -8016694 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41887 members Mstep: Class 2 contains 21846 members Entering Unmasked Estep Score: -8016774.500000 Penalty: 5486.979004 Iteration 62Q: 3 clusters Score -8016774 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42338 members Mstep: Class 2 contains 21395 members Entering Unmasked Estep Score: -8016839.500000 Penalty: 5486.979004 Iteration 63Q: 3 clusters Score -8016840 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42851 members Mstep: Class 2 contains 20882 members Entering Unmasked Estep Score: -8016977.000000 Penalty: 5486.979004 Iteration 64Q: 3 clusters Score -8016977 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43407 members Mstep: Class 2 contains 20326 members Entering Unmasked Estep Score: -8017118.500000 Penalty: 5486.979004 Iteration 65Q: 3 clusters Score -8017118 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44032 members Mstep: Class 2 contains 19701 members Entering Unmasked Estep Score: -8017280.500000 Penalty: 5486.979004 Iteration 66Q: 3 clusters Score -8017280 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44689 members Mstep: Class 2 contains 19044 members Entering Unmasked Estep Score: -8017487.500000 Penalty: 5486.979004 Iteration 67Q: 3 clusters Score -8017488 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45389 members Mstep: Class 2 contains 18344 members Entering Unmasked Estep Score: -8017695.000000 Penalty: 5486.979004 Iteration 68Q: 3 clusters Score -8017695 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46156 members Mstep: Class 2 contains 17577 members Entering Unmasked Estep Score: -8017922.000000 Penalty: 5486.979004 Iteration 69Q: 3 clusters Score -8017922 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46995 members Mstep: Class 2 contains 16738 members Entering Unmasked Estep Score: -8018217.500000 Penalty: 5486.979004 Iteration 70Q: 3 clusters Score -8018218 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47860 members Mstep: Class 2 contains 15873 members Entering Unmasked Estep Score: -8018573.000000 Penalty: 5486.979004 Iteration 71Q: 3 clusters Score -8018573 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48757 members Mstep: Class 2 contains 14976 members Entering Unmasked Estep Score: -8018945.500000 Penalty: 5486.979004 Iteration 72Q: 3 clusters Score -8018946 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49668 members Mstep: Class 2 contains 14065 members Entering Unmasked Estep Score: -8019379.000000 Penalty: 5486.979004 Iteration 73Q: 3 clusters Score -8019379 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50602 members Mstep: Class 2 contains 13131 members Entering Unmasked Estep Score: -8019846.500000 Penalty: 5486.979004 Iteration 74Q: 3 clusters Score -8019846 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51529 members Mstep: Class 2 contains 12204 members Entering Unmasked Estep Score: -8020370.500000 Penalty: 5486.979004 Iteration 75Q: 3 clusters Score -8020370 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52387 members Mstep: Class 2 contains 11346 members Entering Unmasked Estep Score: -8020840.000000 Penalty: 5486.979004 Iteration 76Q: 3 clusters Score -8020840 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53190 members Mstep: Class 2 contains 10543 members Entering Unmasked Estep Score: -8021281.500000 Penalty: 5486.979004 Iteration 77Q: 3 clusters Score -8021282 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53917 members Mstep: Class 2 contains 9816 members Entering Unmasked Estep Score: -8021659.000000 Penalty: 5486.979004 Iteration 78Q: 3 clusters Score -8021659 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54566 members Mstep: Class 2 contains 9167 members Entering Unmasked Estep Score: -8021954.000000 Penalty: 5486.979004 Iteration 79Q: 3 clusters Score -8021954 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55087 members Mstep: Class 2 contains 8646 members Entering Unmasked Estep Score: -8022174.000000 Penalty: 5486.979004 Iteration 80F: 3 clusters Score -8022174 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55563 members Mstep: Class 2 contains 8170 members Entering Unmasked Estep Score: -8022329.000000 Penalty: 5486.979004 Iteration 81Q: 3 clusters Score -8022329 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55982 members Mstep: Class 2 contains 7751 members Entering Unmasked Estep Score: -8022483.500000 Penalty: 5486.979004 Iteration 82Q: 3 clusters Score -8022484 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56342 members Mstep: Class 2 contains 7391 members Entering Unmasked Estep Score: -8022573.500000 Penalty: 5486.979004 Iteration 83Q: 3 clusters Score -8022574 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56623 members Mstep: Class 2 contains 7110 members Entering Unmasked Estep Score: -8022636.500000 Penalty: 5486.979004 Iteration 84Q: 3 clusters Score -8022636 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56853 members Mstep: Class 2 contains 6880 members Entering Unmasked Estep Score: -8022698.500000 Penalty: 5486.979004 Iteration 85Q: 3 clusters Score -8022698 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57028 members Mstep: Class 2 contains 6705 members Entering Unmasked Estep Score: -8022755.000000 Penalty: 5486.979004 Iteration 86Q: 3 clusters Score -8022755 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57198 members Mstep: Class 2 contains 6535 members Entering Unmasked Estep Score: -8022808.000000 Penalty: 5486.979004 Iteration 87Q: 3 clusters Score -8022808 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57349 members Mstep: Class 2 contains 6384 members Entering Unmasked Estep Score: -8022826.500000 Penalty: 5486.979004 Iteration 88Q: 3 clusters Score -8022826 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57472 members Mstep: Class 2 contains 6261 members Entering Unmasked Estep Score: -8022863.000000 Penalty: 5486.979004 Iteration 89Q: 3 clusters Score -8022863 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57586 members Mstep: Class 2 contains 6147 members Entering Unmasked Estep Score: -8022877.500000 Penalty: 5486.979004 Iteration 90Q: 3 clusters Score -8022878 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57681 members Mstep: Class 2 contains 6052 members Entering Unmasked Estep Score: -8022878.500000 Penalty: 5486.979004 Iteration 91Q: 3 clusters Score -8022878 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57780 members Mstep: Class 2 contains 5953 members Entering Unmasked Estep Score: -8022880.000000 Penalty: 5486.979004 Iteration 92Q: 3 clusters Score -8022880 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57855 members Mstep: Class 2 contains 5878 members Entering Unmasked Estep Score: -8022881.000000 Penalty: 5486.979004 Iteration 93Q: 3 clusters Score -8022881 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57924 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -8022906.000000 Penalty: 5486.979004 Iteration 94Q: 3 clusters Score -8022906 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57982 members Mstep: Class 2 contains 5751 members Entering Unmasked Estep Score: -8022913.500000 Penalty: 5486.979004 Iteration 95Q: 3 clusters Score -8022914 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58029 members Mstep: Class 2 contains 5704 members Entering Unmasked Estep Score: -8022928.000000 Penalty: 5486.979004 Iteration 96Q: 3 clusters Score -8022928 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58068 members Mstep: Class 2 contains 5665 members Entering Unmasked Estep Score: -8022935.500000 Penalty: 5486.979004 Iteration 97Q: 3 clusters Score -8022936 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58098 members Mstep: Class 2 contains 5635 members Entering Unmasked Estep Score: -8022933.500000 Penalty: 5486.979004 Iteration 98Q: 3 clusters Score -8022934 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58127 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -8022931.500000 Penalty: 5486.979004 Iteration 99Q: 3 clusters Score -8022932 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58153 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -8022932.500000 Penalty: 5486.979004 Iteration 100F: 3 clusters Score -8022932 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58176 members Mstep: Class 2 contains 5557 members Entering Unmasked Estep Score: -8022941.000000 Penalty: 5486.979004 Iteration 101Q: 3 clusters Score -8022941 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58197 members Mstep: Class 2 contains 5536 members Entering Unmasked Estep Score: -8022939.500000 Penalty: 5486.979004 Iteration 102Q: 3 clusters Score -8022940 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58213 members Mstep: Class 2 contains 5520 members Entering Unmasked Estep Score: -8022935.000000 Penalty: 5486.979004 Iteration 103Q: 3 clusters Score -8022935 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58223 members Mstep: Class 2 contains 5510 members Entering Unmasked Estep Score: -8022936.000000 Penalty: 5486.979004 Iteration 104Q: 3 clusters Score -8022936 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58234 members Mstep: Class 2 contains 5499 members Entering Unmasked Estep Score: -8022940.000000 Penalty: 5486.979004 Iteration 105Q: 3 clusters Score -8022940 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58244 members Mstep: Class 2 contains 5489 members Entering Unmasked Estep Score: -8022945.000000 Penalty: 5486.979004 Iteration 106Q: 3 clusters Score -8022945 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58257 members Mstep: Class 2 contains 5476 members Entering Unmasked Estep Score: -8022939.500000 Penalty: 5486.979004 Iteration 107Q: 3 clusters Score -8022940 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58272 members Mstep: Class 2 contains 5461 members Entering Unmasked Estep Score: -8022942.500000 Penalty: 5486.979004 Iteration 108Q: 3 clusters Score -8022942 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58281 members Mstep: Class 2 contains 5452 members Entering Unmasked Estep Score: -8022937.500000 Penalty: 5486.979004 Iteration 109Q: 3 clusters Score -8022938 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58287 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -8022936.500000 Penalty: 5486.979004 Iteration 110Q: 3 clusters Score -8022936 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58295 members Mstep: Class 2 contains 5438 members Entering Unmasked Estep Score: -8022947.500000 Penalty: 5486.979004 Iteration 111Q: 3 clusters Score -8022948 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58304 members Mstep: Class 2 contains 5429 members Entering Unmasked Estep Score: -8022941.000000 Penalty: 5486.979004 Iteration 112Q: 3 clusters Score -8022941 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58311 members Mstep: Class 2 contains 5422 members Entering Unmasked Estep Score: -8022939.500000 Penalty: 5486.979004 Iteration 113Q: 3 clusters Score -8022940 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58319 members Mstep: Class 2 contains 5414 members Entering Unmasked Estep Score: -8022938.000000 Penalty: 5486.979004 Iteration 114Q: 3 clusters Score -8022938 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58329 members Mstep: Class 2 contains 5404 members Entering Unmasked Estep Score: -8022939.500000 Penalty: 5486.979004 Iteration 115Q: 3 clusters Score -8022940 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58332 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -8022937.000000 Penalty: 5486.979004 Iteration 116Q: 3 clusters Score -8022937 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58333 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -8022941.000000 Penalty: 5486.979004 Iteration 117Q: 3 clusters Score -8022941 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58333 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -8022941.000000 Penalty: 5486.979004 Iteration 118F: 3 clusters Score -8022941 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3535 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Entering Unmasked Estep Score: -439571.406250 Penalty: 2026.276123 Iteration 0F: 2 clusters Score -439571.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -435994.031250 Penalty: 4052.552246 Iteration 0F: 3 clusters Score -435994 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -436802.031250 Penalty: 4052.552246 Iteration 1F: 3 clusters Score -436802 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -436999.312500 Penalty: 4052.552246 Iteration 2F: 3 clusters Score -436999.3 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -437115.187500 Penalty: 4052.552246 Iteration 3F: 3 clusters Score -437115.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -437198.156250 Penalty: 4052.552246 Iteration 4Q: 3 clusters Score -437198.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -437260.218750 Penalty: 4052.552246 Iteration 5Q: 3 clusters Score -437260.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -437312.031250 Penalty: 4052.552246 Iteration 6Q: 3 clusters Score -437312 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -437353.406250 Penalty: 4052.552246 Iteration 7Q: 3 clusters Score -437353.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -437389.625000 Penalty: 4052.552246 Iteration 8Q: 3 clusters Score -437389.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -437415.875000 Penalty: 4052.552246 Iteration 9Q: 3 clusters Score -437415.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -437438.343750 Penalty: 4052.552246 Iteration 10Q: 3 clusters Score -437438.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -437457.718750 Penalty: 4052.552246 Iteration 11Q: 3 clusters Score -437457.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -437479.375000 Penalty: 4052.552246 Iteration 12Q: 3 clusters Score -437479.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -437490.750000 Penalty: 4052.552246 Iteration 13Q: 3 clusters Score -437490.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -437502.343750 Penalty: 4052.552246 Iteration 14Q: 3 clusters Score -437502.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -437511.625000 Penalty: 4052.552246 Iteration 15Q: 3 clusters Score -437511.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -437518.562500 Penalty: 4052.552246 Iteration 16Q: 3 clusters Score -437518.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -437525.281250 Penalty: 4052.552246 Iteration 17Q: 3 clusters Score -437525.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -437531.531250 Penalty: 4052.552246 Iteration 18Q: 3 clusters Score -437531.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -437536.625000 Penalty: 4052.552246 Iteration 19Q: 3 clusters Score -437536.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -437543.562500 Penalty: 4052.552246 Iteration 20F: 3 clusters Score -437543.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -437548.625000 Penalty: 4052.552246 Iteration 21Q: 3 clusters Score -437548.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -437554.906250 Penalty: 4052.552246 Iteration 22Q: 3 clusters Score -437554.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -437559.312500 Penalty: 4052.552246 Iteration 23Q: 3 clusters Score -437559.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -437566.656250 Penalty: 4052.552246 Iteration 24Q: 3 clusters Score -437566.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -437573.187500 Penalty: 4052.552246 Iteration 25Q: 3 clusters Score -437573.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -437577.343750 Penalty: 4052.552246 Iteration 26Q: 3 clusters Score -437577.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -437581.906250 Penalty: 4052.552246 Iteration 27Q: 3 clusters Score -437581.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -437584.062500 Penalty: 4052.552246 Iteration 28Q: 3 clusters Score -437584.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -437585.562500 Penalty: 4052.552246 Iteration 29Q: 3 clusters Score -437585.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -437586.625000 Penalty: 4052.552246 Iteration 30Q: 3 clusters Score -437586.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -437588.562500 Penalty: 4052.552246 Iteration 31Q: 3 clusters Score -437588.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -437589.937500 Penalty: 4052.552246 Iteration 32Q: 3 clusters Score -437589.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -437592.281250 Penalty: 4052.552246 Iteration 33Q: 3 clusters Score -437592.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -437592.906250 Penalty: 4052.552246 Iteration 34Q: 3 clusters Score -437592.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -437593.656250 Penalty: 4052.552246 Iteration 35Q: 3 clusters Score -437593.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -437595.437500 Penalty: 4052.552246 Iteration 36Q: 3 clusters Score -437595.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -437597.343750 Penalty: 4052.552246 Iteration 37Q: 3 clusters Score -437597.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -437599.781250 Penalty: 4052.552246 Iteration 38Q: 3 clusters Score -437599.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -437601.593750 Penalty: 4052.552246 Iteration 39Q: 3 clusters Score -437601.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -437602.312500 Penalty: 4052.552246 Iteration 40F: 3 clusters Score -437602.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -437605.500000 Penalty: 4052.552246 Iteration 41Q: 3 clusters Score -437605.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -437607.062500 Penalty: 4052.552246 Iteration 42Q: 3 clusters Score -437607.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -437608.281250 Penalty: 4052.552246 Iteration 43Q: 3 clusters Score -437608.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -437608.312500 Penalty: 4052.552246 Iteration 44Q: 3 clusters Score -437608.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -437609.437500 Penalty: 4052.552246 Iteration 45Q: 3 clusters Score -437609.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -437611.218750 Penalty: 4052.552246 Iteration 46Q: 3 clusters Score -437611.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -437613.156250 Penalty: 4052.552246 Iteration 47Q: 3 clusters Score -437613.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -437615.937500 Penalty: 4052.552246 Iteration 48Q: 3 clusters Score -437615.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -437618.062500 Penalty: 4052.552246 Iteration 49Q: 3 clusters Score -437618.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -437623.312500 Penalty: 4052.552246 Iteration 50Q: 3 clusters Score -437623.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -437631.281250 Penalty: 4052.552246 Iteration 51Q: 3 clusters Score -437631.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -437639.968750 Penalty: 4052.552246 Iteration 52Q: 3 clusters Score -437640 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -437649.250000 Penalty: 4052.552246 Iteration 53Q: 3 clusters Score -437649.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -437663.625000 Penalty: 4052.552246 Iteration 54Q: 3 clusters Score -437663.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -437674.718750 Penalty: 4052.552246 Iteration 55Q: 3 clusters Score -437674.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -437683.625000 Penalty: 4052.552246 Iteration 56Q: 3 clusters Score -437683.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -437698.406250 Penalty: 4052.552246 Iteration 57Q: 3 clusters Score -437698.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -437717.125000 Penalty: 4052.552246 Iteration 58Q: 3 clusters Score -437717.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -437732.281250 Penalty: 4052.552246 Iteration 59Q: 3 clusters Score -437732.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -437749.593750 Penalty: 4052.552246 Iteration 60F: 3 clusters Score -437749.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -437769.468750 Penalty: 4052.552246 Iteration 61Q: 3 clusters Score -437769.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -437791.906250 Penalty: 4052.552246 Iteration 62Q: 3 clusters Score -437791.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -437808.187500 Penalty: 4052.552246 Iteration 63Q: 3 clusters Score -437808.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -437825.125000 Penalty: 4052.552246 Iteration 64Q: 3 clusters Score -437825.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -437842.406250 Penalty: 4052.552246 Iteration 65Q: 3 clusters Score -437842.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -437864.812500 Penalty: 4052.552246 Iteration 66Q: 3 clusters Score -437864.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -437891.406250 Penalty: 4052.552246 Iteration 67Q: 3 clusters Score -437891.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -437923.656250 Penalty: 4052.552246 Iteration 68Q: 3 clusters Score -437923.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -437964.250000 Penalty: 4052.552246 Iteration 69Q: 3 clusters Score -437964.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -438001.406250 Penalty: 4052.552246 Iteration 70Q: 3 clusters Score -438001.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -438037.750000 Penalty: 4052.552246 Iteration 71Q: 3 clusters Score -438037.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -438069.875000 Penalty: 4052.552246 Iteration 72Q: 3 clusters Score -438069.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -438103.062500 Penalty: 4052.552246 Iteration 73Q: 3 clusters Score -438103.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -438136.343750 Penalty: 4052.552246 Iteration 74Q: 3 clusters Score -438136.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -438187.593750 Penalty: 4052.552246 Iteration 75Q: 3 clusters Score -438187.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -438246.468750 Penalty: 4052.552246 Iteration 76Q: 3 clusters Score -438246.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -438286.343750 Penalty: 4052.552246 Iteration 77Q: 3 clusters Score -438286.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -438310.812500 Penalty: 4052.552246 Iteration 78Q: 3 clusters Score -438310.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -438337.812500 Penalty: 4052.552246 Iteration 79Q: 3 clusters Score -438337.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -438372.093750 Penalty: 4052.552246 Iteration 80F: 3 clusters Score -438372.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -438396.875000 Penalty: 4052.552246 Iteration 81Q: 3 clusters Score -438396.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -438407.406250 Penalty: 4052.552246 Iteration 82Q: 3 clusters Score -438407.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -438419.250000 Penalty: 4052.552246 Iteration 83Q: 3 clusters Score -438419.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -438431.093750 Penalty: 4052.552246 Iteration 84Q: 3 clusters Score -438431.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -438443.687500 Penalty: 4052.552246 Iteration 85Q: 3 clusters Score -438443.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -438454.281250 Penalty: 4052.552246 Iteration 86Q: 3 clusters Score -438454.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -438460.000000 Penalty: 4052.552246 Iteration 87Q: 3 clusters Score -438460 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -438462.406250 Penalty: 4052.552246 Iteration 88Q: 3 clusters Score -438462.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -438464.500000 Penalty: 4052.552246 Iteration 89Q: 3 clusters Score -438464.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -438465.625000 Penalty: 4052.552246 Iteration 90Q: 3 clusters Score -438465.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -438468.437500 Penalty: 4052.552246 Iteration 91Q: 3 clusters Score -438468.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -438469.750000 Penalty: 4052.552246 Iteration 92Q: 3 clusters Score -438469.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -438470.750000 Penalty: 4052.552246 Iteration 93Q: 3 clusters Score -438470.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -438471.843750 Penalty: 4052.552246 Iteration 94Q: 3 clusters Score -438471.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -438472.156250 Penalty: 4052.552246 Iteration 95Q: 3 clusters Score -438472.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -438473.375000 Penalty: 4052.552246 Iteration 96Q: 3 clusters Score -438473.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -438473.375000 Penalty: 4052.552246 Iteration 97F: 3 clusters Score -438473.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (29064 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29064 members Entering Unmasked Estep Score: -3598203.750000 Penalty: 2548.759521 Iteration 0F: 2 clusters Score -3598204 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14465 members Mstep: Class 2 contains 14599 members Entering Unmasked Estep Score: -3578223.250000 Penalty: 5097.519043 Iteration 0F: 3 clusters Score -3578223 nChanged 13126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13997 members Mstep: Class 2 contains 15067 members Entering Unmasked Estep Score: -3585244.750000 Penalty: 5097.519043 Iteration 1F: 3 clusters Score -3585245 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13734 members Mstep: Class 2 contains 15330 members Entering Unmasked Estep Score: -3585604.000000 Penalty: 5097.519043 Iteration 2Q: 3 clusters Score -3585604 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13369 members Mstep: Class 2 contains 15695 members Entering Unmasked Estep Score: -3585923.000000 Penalty: 5097.519043 Iteration 3Q: 3 clusters Score -3585923 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12907 members Mstep: Class 2 contains 16157 members Entering Unmasked Estep Score: -3586221.250000 Penalty: 5097.519043 Iteration 4Q: 3 clusters Score -3586221 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12230 members Mstep: Class 2 contains 16834 members Entering Unmasked Estep Score: -3586541.000000 Penalty: 5097.519043 Iteration 5Q: 3 clusters Score -3586541 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11297 members Mstep: Class 2 contains 17767 members Entering Unmasked Estep Score: -3587027.250000 Penalty: 5097.519043 Iteration 6Q: 3 clusters Score -3587027 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10103 members Mstep: Class 2 contains 18961 members Entering Unmasked Estep Score: -3587660.750000 Penalty: 5097.519043 Iteration 7Q: 3 clusters Score -3587661 nChanged 1571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8602 members Mstep: Class 2 contains 20462 members Entering Unmasked Estep Score: -3588594.500000 Penalty: 5097.519043 Iteration 8F: 3 clusters Score -3588594 nChanged 1907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6723 members Mstep: Class 2 contains 22341 members Entering Unmasked Estep Score: -3590001.250000 Penalty: 5097.519043 Iteration 9F: 3 clusters Score -3590001 nChanged 2087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 24412 members Entering Unmasked Estep Score: -3591747.500000 Penalty: 5097.519043 Iteration 10F: 3 clusters Score -3591748 nChanged 1825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 26225 members Entering Unmasked Estep Score: -3593381.000000 Penalty: 5097.519043 Iteration 11F: 3 clusters Score -3593381 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 27511 members Entering Unmasked Estep Score: -3594554.750000 Penalty: 5097.519043 Iteration 12Q: 3 clusters Score -3594555 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 28239 members Entering Unmasked Estep Score: -3595288.500000 Penalty: 5097.519043 Iteration 13Q: 3 clusters Score -3595288 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 28555 members Entering Unmasked Estep Score: -3595637.000000 Penalty: 5097.519043 Iteration 14Q: 3 clusters Score -3595637 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 28675 members Entering Unmasked Estep Score: -3595774.500000 Penalty: 5097.519043 Iteration 15Q: 3 clusters Score -3595774 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 28717 members Entering Unmasked Estep Score: -3595843.750000 Penalty: 5097.519043 Iteration 16Q: 3 clusters Score -3595844 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 28735 members Entering Unmasked Estep Score: -3595878.250000 Penalty: 5097.519043 Iteration 17Q: 3 clusters Score -3595878 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 28746 members Entering Unmasked Estep Score: -3595897.000000 Penalty: 5097.519043 Iteration 18Q: 3 clusters Score -3595897 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 28750 members Entering Unmasked Estep Score: -3595913.000000 Penalty: 5097.519043 Iteration 19Q: 3 clusters Score -3595913 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 28754 members Entering Unmasked Estep Score: -3595924.250000 Penalty: 5097.519043 Iteration 20F: 3 clusters Score -3595924 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 28758 members Entering Unmasked Estep Score: -3595931.500000 Penalty: 5097.519043 Iteration 21Q: 3 clusters Score -3595932 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 28759 members Entering Unmasked Estep Score: -3595938.750000 Penalty: 5097.519043 Iteration 22Q: 3 clusters Score -3595939 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 28765 members Entering Unmasked Estep Score: -3595951.000000 Penalty: 5097.519043 Iteration 23Q: 3 clusters Score -3595951 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 28772 members Entering Unmasked Estep Score: -3595957.500000 Penalty: 5097.519043 Iteration 24Q: 3 clusters Score -3595958 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 28778 members Entering Unmasked Estep Score: -3595969.750000 Penalty: 5097.519043 Iteration 25Q: 3 clusters Score -3595970 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 28782 members Entering Unmasked Estep Score: -3595982.250000 Penalty: 5097.519043 Iteration 26Q: 3 clusters Score -3595982 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 28784 members Entering Unmasked Estep Score: -3595990.750000 Penalty: 5097.519043 Iteration 27Q: 3 clusters Score -3595991 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 28786 members Entering Unmasked Estep Score: -3595996.750000 Penalty: 5097.519043 Iteration 28Q: 3 clusters Score -3595997 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 28790 members Entering Unmasked Estep Score: -3596005.250000 Penalty: 5097.519043 Iteration 29Q: 3 clusters Score -3596005 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 28792 members Entering Unmasked Estep Score: -3596005.500000 Penalty: 5097.519043 Iteration 30Q: 3 clusters Score -3596006 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 28792 members Entering Unmasked Estep Score: -3596005.500000 Penalty: 5097.519043 Iteration 31F: 3 clusters Score -3596006 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (9473 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9473 members Entering Unmasked Estep Score: -1210091.375000 Penalty: 2270.738037 Iteration 0F: 2 clusters Score -1210091 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -1202772.000000 Penalty: 4541.476074 Iteration 0F: 3 clusters Score -1202772 nChanged 3866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -1204789.250000 Penalty: 4541.476074 Iteration 1F: 3 clusters Score -1204789 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4578 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -1205088.625000 Penalty: 4541.476074 Iteration 2F: 3 clusters Score -1205089 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Mstep: Class 2 contains 4973 members Entering Unmasked Estep Score: -1205294.750000 Penalty: 4541.476074 Iteration 3Q: 3 clusters Score -1205295 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 5057 members Entering Unmasked Estep Score: -1205460.625000 Penalty: 4541.476074 Iteration 4Q: 3 clusters Score -1205461 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -1205612.750000 Penalty: 4541.476074 Iteration 5Q: 3 clusters Score -1205613 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 5289 members Entering Unmasked Estep Score: -1205737.625000 Penalty: 4541.476074 Iteration 6Q: 3 clusters Score -1205738 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 5394 members Entering Unmasked Estep Score: -1205841.750000 Penalty: 4541.476074 Iteration 7Q: 3 clusters Score -1205842 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 5540 members Entering Unmasked Estep Score: -1205957.875000 Penalty: 4541.476074 Iteration 8Q: 3 clusters Score -1205958 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 5700 members Entering Unmasked Estep Score: -1206065.875000 Penalty: 4541.476074 Iteration 9Q: 3 clusters Score -1206066 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -1206174.000000 Penalty: 4541.476074 Iteration 10Q: 3 clusters Score -1206174 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 6029 members Entering Unmasked Estep Score: -1206282.375000 Penalty: 4541.476074 Iteration 11Q: 3 clusters Score -1206282 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 6179 members Entering Unmasked Estep Score: -1206377.250000 Penalty: 4541.476074 Iteration 12Q: 3 clusters Score -1206377 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 6348 members Entering Unmasked Estep Score: -1206482.875000 Penalty: 4541.476074 Iteration 13Q: 3 clusters Score -1206483 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 6539 members Entering Unmasked Estep Score: -1206595.750000 Penalty: 4541.476074 Iteration 14Q: 3 clusters Score -1206596 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 6744 members Entering Unmasked Estep Score: -1206718.125000 Penalty: 4541.476074 Iteration 15Q: 3 clusters Score -1206718 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 6960 members Entering Unmasked Estep Score: -1206854.250000 Penalty: 4541.476074 Iteration 16Q: 3 clusters Score -1206854 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 7176 members Entering Unmasked Estep Score: -1207009.625000 Penalty: 4541.476074 Iteration 17Q: 3 clusters Score -1207010 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 7394 members Entering Unmasked Estep Score: -1207170.625000 Penalty: 4541.476074 Iteration 18Q: 3 clusters Score -1207171 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 7586 members Entering Unmasked Estep Score: -1207310.250000 Penalty: 4541.476074 Iteration 19Q: 3 clusters Score -1207310 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 7787 members Entering Unmasked Estep Score: -1207457.375000 Penalty: 4541.476074 Iteration 20F: 3 clusters Score -1207457 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 7976 members Entering Unmasked Estep Score: -1207590.000000 Penalty: 4541.476074 Iteration 21Q: 3 clusters Score -1207590 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 8129 members Entering Unmasked Estep Score: -1207683.875000 Penalty: 4541.476074 Iteration 22Q: 3 clusters Score -1207684 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 8244 members Entering Unmasked Estep Score: -1207757.375000 Penalty: 4541.476074 Iteration 23Q: 3 clusters Score -1207757 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 8335 members Entering Unmasked Estep Score: -1207818.125000 Penalty: 4541.476074 Iteration 24Q: 3 clusters Score -1207818 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 8411 members Entering Unmasked Estep Score: -1207861.125000 Penalty: 4541.476074 Iteration 25Q: 3 clusters Score -1207861 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 8471 members Entering Unmasked Estep Score: -1207900.000000 Penalty: 4541.476074 Iteration 26Q: 3 clusters Score -1207900 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 8526 members Entering Unmasked Estep Score: -1207935.625000 Penalty: 4541.476074 Iteration 27Q: 3 clusters Score -1207936 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 8570 members Entering Unmasked Estep Score: -1207969.125000 Penalty: 4541.476074 Iteration 28Q: 3 clusters Score -1207969 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 8619 members Entering Unmasked Estep Score: -1208001.125000 Penalty: 4541.476074 Iteration 29Q: 3 clusters Score -1208001 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 8651 members Entering Unmasked Estep Score: -1208018.875000 Penalty: 4541.476074 Iteration 30Q: 3 clusters Score -1208019 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 8680 members Entering Unmasked Estep Score: -1208042.500000 Penalty: 4541.476074 Iteration 31Q: 3 clusters Score -1208042 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 8703 members Entering Unmasked Estep Score: -1208050.375000 Penalty: 4541.476074 Iteration 32Q: 3 clusters Score -1208050 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 8724 members Entering Unmasked Estep Score: -1208063.625000 Penalty: 4541.476074 Iteration 33Q: 3 clusters Score -1208064 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 8737 members Entering Unmasked Estep Score: -1208074.250000 Penalty: 4541.476074 Iteration 34Q: 3 clusters Score -1208074 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 8747 members Entering Unmasked Estep Score: -1208087.625000 Penalty: 4541.476074 Iteration 35Q: 3 clusters Score -1208088 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 8762 members Entering Unmasked Estep Score: -1208096.125000 Penalty: 4541.476074 Iteration 36Q: 3 clusters Score -1208096 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 8777 members Entering Unmasked Estep Score: -1208105.750000 Penalty: 4541.476074 Iteration 37Q: 3 clusters Score -1208106 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 8782 members Entering Unmasked Estep Score: -1208107.750000 Penalty: 4541.476074 Iteration 38Q: 3 clusters Score -1208108 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 8786 members Entering Unmasked Estep Score: -1208109.125000 Penalty: 4541.476074 Iteration 39Q: 3 clusters Score -1208109 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 8793 members Entering Unmasked Estep Score: -1208114.750000 Penalty: 4541.476074 Iteration 40F: 3 clusters Score -1208115 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 8800 members Entering Unmasked Estep Score: -1208117.250000 Penalty: 4541.476074 Iteration 41Q: 3 clusters Score -1208117 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 8803 members Entering Unmasked Estep Score: -1208121.000000 Penalty: 4541.476074 Iteration 42Q: 3 clusters Score -1208121 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 8806 members Entering Unmasked Estep Score: -1208121.875000 Penalty: 4541.476074 Iteration 43Q: 3 clusters Score -1208122 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 8808 members Entering Unmasked Estep Score: -1208121.375000 Penalty: 4541.476074 Iteration 44Q: 3 clusters Score -1208121 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 8809 members Entering Unmasked Estep Score: -1208121.625000 Penalty: 4541.476074 Iteration 45Q: 3 clusters Score -1208122 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 8810 members Entering Unmasked Estep Score: -1208121.625000 Penalty: 4541.476074 Iteration 46Q: 3 clusters Score -1208122 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 8811 members Entering Unmasked Estep Score: -1208120.875000 Penalty: 4541.476074 Iteration 47Q: 3 clusters Score -1208121 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 8811 members Entering Unmasked Estep Score: -1208120.875000 Penalty: 4541.476074 Iteration 48F: 3 clusters Score -1208121 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (696 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Entering Unmasked Estep Score: -71765.757812 Penalty: 1623.246704 Iteration 0F: 2 clusters Score -71765.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -70141.523438 Penalty: 3246.493408 Iteration 0F: 3 clusters Score -70141.52 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -70565.703125 Penalty: 3246.493408 Iteration 1F: 3 clusters Score -70565.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -70891.046875 Penalty: 3246.493408 Iteration 2F: 3 clusters Score -70891.05 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -71091.335938 Penalty: 3246.493408 Iteration 3F: 3 clusters Score -71091.34 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -71317.523438 Penalty: 3246.493408 Iteration 4F: 3 clusters Score -71317.52 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -71388.937500 Penalty: 3246.493408 Iteration 5Q: 3 clusters Score -71388.94 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -71428.250000 Penalty: 3246.493408 Iteration 6Q: 3 clusters Score -71428.25 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -71462.023438 Penalty: 3246.493408 Iteration 7Q: 3 clusters Score -71462.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -71487.875000 Penalty: 3246.493408 Iteration 8Q: 3 clusters Score -71487.88 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -71503.664062 Penalty: 3246.493408 Iteration 9Q: 3 clusters Score -71503.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -71514.921875 Penalty: 3246.493408 Iteration 10Q: 3 clusters Score -71514.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -71530.000000 Penalty: 3246.493408 Iteration 11Q: 3 clusters Score -71530 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -71540.632812 Penalty: 3246.493408 Iteration 12Q: 3 clusters Score -71540.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -71554.289062 Penalty: 3246.493408 Iteration 13Q: 3 clusters Score -71554.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -71558.585938 Penalty: 3246.493408 Iteration 14Q: 3 clusters Score -71558.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -71559.976562 Penalty: 3246.493408 Iteration 15Q: 3 clusters Score -71559.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -71563.125000 Penalty: 3246.493408 Iteration 16Q: 3 clusters Score -71563.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -71564.492188 Penalty: 3246.493408 Iteration 17Q: 3 clusters Score -71564.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -71566.414062 Penalty: 3246.493408 Iteration 18Q: 3 clusters Score -71566.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -71566.414062 Penalty: 3246.493408 Iteration 19F: 3 clusters Score -71566.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (246750 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246750 members Entering Unmasked Estep Score: -30794322.000000 Penalty: 3079.200439 Iteration 0F: 2 clusters Score -3.079432e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123025 members Mstep: Class 2 contains 123725 members Entering Unmasked Estep Score: -30636944.000000 Penalty: 6158.400879 Iteration 0F: 3 clusters Score -3.063694e+07 nChanged 119368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119109 members Mstep: Class 2 contains 127641 members Entering Unmasked Estep Score: -30709332.000000 Penalty: 6158.400879 Iteration 1F: 3 clusters Score -3.070933e+07 nChanged 9215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116652 members Mstep: Class 2 contains 130098 members Entering Unmasked Estep Score: -30712862.000000 Penalty: 6158.400879 Iteration 2Q: 3 clusters Score -3.071286e+07 nChanged 11538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112738 members Mstep: Class 2 contains 134012 members Entering Unmasked Estep Score: -30718456.000000 Penalty: 6158.400879 Iteration 3Q: 3 clusters Score -3.071846e+07 nChanged 14054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106738 members Mstep: Class 2 contains 140012 members Entering Unmasked Estep Score: -30727330.000000 Penalty: 6158.400879 Iteration 4F: 3 clusters Score -3.072733e+07 nChanged 16312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98460 members Mstep: Class 2 contains 148290 members Entering Unmasked Estep Score: -30738446.000000 Penalty: 6158.400879 Iteration 5F: 3 clusters Score -3.073845e+07 nChanged 17536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88242 members Mstep: Class 2 contains 158508 members Entering Unmasked Estep Score: -30752160.000000 Penalty: 6158.400879 Iteration 6F: 3 clusters Score -3.075216e+07 nChanged 16872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77202 members Mstep: Class 2 contains 169548 members Entering Unmasked Estep Score: -30765964.000000 Penalty: 6158.400879 Iteration 7F: 3 clusters Score -3.076596e+07 nChanged 14340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67430 members Mstep: Class 2 contains 179320 members Entering Unmasked Estep Score: -30776284.000000 Penalty: 6158.400879 Iteration 8F: 3 clusters Score -3.077628e+07 nChanged 10428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59514 members Mstep: Class 2 contains 187236 members Entering Unmasked Estep Score: -30782098.000000 Penalty: 6158.400879 Iteration 9Q: 3 clusters Score -3.07821e+07 nChanged 7557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52991 members Mstep: Class 2 contains 193759 members Entering Unmasked Estep Score: -30785460.000000 Penalty: 6158.400879 Iteration 10Q: 3 clusters Score -3.078546e+07 nChanged 5883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47404 members Mstep: Class 2 contains 199346 members Entering Unmasked Estep Score: -30787468.000000 Penalty: 6158.400879 Iteration 11Q: 3 clusters Score -3.078747e+07 nChanged 5059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42421 members Mstep: Class 2 contains 204329 members Entering Unmasked Estep Score: -30789086.000000 Penalty: 6158.400879 Iteration 12Q: 3 clusters Score -3.078909e+07 nChanged 4309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38136 members Mstep: Class 2 contains 208614 members Entering Unmasked Estep Score: -30790434.000000 Penalty: 6158.400879 Iteration 13Q: 3 clusters Score -3.079043e+07 nChanged 3800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34348 members Mstep: Class 2 contains 212402 members Entering Unmasked Estep Score: -30791624.000000 Penalty: 6158.400879 Iteration 14Q: 3 clusters Score -3.079162e+07 nChanged 3383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30969 members Mstep: Class 2 contains 215781 members Entering Unmasked Estep Score: -30792652.000000 Penalty: 6158.400879 Iteration 15Q: 3 clusters Score -3.079265e+07 nChanged 3098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27877 members Mstep: Class 2 contains 218873 members Entering Unmasked Estep Score: -30793434.000000 Penalty: 6158.400879 Iteration 16Q: 3 clusters Score -3.079343e+07 nChanged 2648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25231 members Mstep: Class 2 contains 221519 members Entering Unmasked Estep Score: -30793960.000000 Penalty: 6158.400879 Iteration 17Q: 3 clusters Score -3.079396e+07 nChanged 2317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22916 members Mstep: Class 2 contains 223834 members Entering Unmasked Estep Score: -30794496.000000 Penalty: 6158.400879 Iteration 18Q: 3 clusters Score -3.07945e+07 nChanged 2048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20870 members Mstep: Class 2 contains 225880 members Entering Unmasked Estep Score: -30794816.000000 Penalty: 6158.400879 Iteration 19Q: 3 clusters Score -3.079482e+07 nChanged 1764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19110 members Mstep: Class 2 contains 227640 members Entering Unmasked Estep Score: -30795120.000000 Penalty: 6158.400879 Iteration 20F: 3 clusters Score -3.079512e+07 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17604 members Mstep: Class 2 contains 229146 members Entering Unmasked Estep Score: -30795392.000000 Penalty: 6158.400879 Iteration 21Q: 3 clusters Score -3.079539e+07 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16341 members Mstep: Class 2 contains 230409 members Entering Unmasked Estep Score: -30795456.000000 Penalty: 6158.400879 Iteration 22Q: 3 clusters Score -3.079546e+07 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15266 members Mstep: Class 2 contains 231484 members Entering Unmasked Estep Score: -30795598.000000 Penalty: 6158.400879 Iteration 23Q: 3 clusters Score -3.07956e+07 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14377 members Mstep: Class 2 contains 232373 members Entering Unmasked Estep Score: -30795656.000000 Penalty: 6158.400879 Iteration 24Q: 3 clusters Score -3.079566e+07 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13621 members Mstep: Class 2 contains 233129 members Entering Unmasked Estep Score: -30795700.000000 Penalty: 6158.400879 Iteration 25Q: 3 clusters Score -3.07957e+07 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12959 members Mstep: Class 2 contains 233791 members Entering Unmasked Estep Score: -30795694.000000 Penalty: 6158.400879 Iteration 26Q: 3 clusters Score -3.079569e+07 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12391 members Mstep: Class 2 contains 234359 members Entering Unmasked Estep Score: -30795714.000000 Penalty: 6158.400879 Iteration 27Q: 3 clusters Score -3.079571e+07 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11938 members Mstep: Class 2 contains 234812 members Entering Unmasked Estep Score: -30795720.000000 Penalty: 6158.400879 Iteration 28Q: 3 clusters Score -3.079572e+07 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11557 members Mstep: Class 2 contains 235193 members Entering Unmasked Estep Score: -30795718.000000 Penalty: 6158.400879 Iteration 29Q: 3 clusters Score -3.079572e+07 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11207 members Mstep: Class 2 contains 235543 members Entering Unmasked Estep Score: -30795764.000000 Penalty: 6158.400879 Iteration 30Q: 3 clusters Score -3.079576e+07 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10893 members Mstep: Class 2 contains 235857 members Entering Unmasked Estep Score: -30795778.000000 Penalty: 6158.400879 Iteration 31Q: 3 clusters Score -3.079578e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10612 members Mstep: Class 2 contains 236138 members Entering Unmasked Estep Score: -30795802.000000 Penalty: 6158.400879 Iteration 32Q: 3 clusters Score -3.07958e+07 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10340 members Mstep: Class 2 contains 236410 members Entering Unmasked Estep Score: -30795768.000000 Penalty: 6158.400879 Iteration 33Q: 3 clusters Score -3.079577e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10138 members Mstep: Class 2 contains 236612 members Entering Unmasked Estep Score: -30795818.000000 Penalty: 6158.400879 Iteration 34Q: 3 clusters Score -3.079582e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9944 members Mstep: Class 2 contains 236806 members Entering Unmasked Estep Score: -30795846.000000 Penalty: 6158.400879 Iteration 35Q: 3 clusters Score -3.079585e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9758 members Mstep: Class 2 contains 236992 members Entering Unmasked Estep Score: -30795892.000000 Penalty: 6158.400879 Iteration 36Q: 3 clusters Score -3.079589e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9585 members Mstep: Class 2 contains 237165 members Entering Unmasked Estep Score: -30795932.000000 Penalty: 6158.400879 Iteration 37Q: 3 clusters Score -3.079593e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9423 members Mstep: Class 2 contains 237327 members Entering Unmasked Estep Score: -30795904.000000 Penalty: 6158.400879 Iteration 38Q: 3 clusters Score -3.07959e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9267 members Mstep: Class 2 contains 237483 members Entering Unmasked Estep Score: -30795886.000000 Penalty: 6158.400879 Iteration 39Q: 3 clusters Score -3.079589e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9125 members Mstep: Class 2 contains 237625 members Entering Unmasked Estep Score: -30795880.000000 Penalty: 6158.400879 Iteration 40F: 3 clusters Score -3.079588e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8997 members Mstep: Class 2 contains 237753 members Entering Unmasked Estep Score: -30795928.000000 Penalty: 6158.400879 Iteration 41Q: 3 clusters Score -3.079593e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8870 members Mstep: Class 2 contains 237880 members Entering Unmasked Estep Score: -30795938.000000 Penalty: 6158.400879 Iteration 42Q: 3 clusters Score -3.079594e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8734 members Mstep: Class 2 contains 238016 members Entering Unmasked Estep Score: -30795970.000000 Penalty: 6158.400879 Iteration 43Q: 3 clusters Score -3.079597e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8614 members Mstep: Class 2 contains 238136 members Entering Unmasked Estep Score: -30795978.000000 Penalty: 6158.400879 Iteration 44Q: 3 clusters Score -3.079598e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8484 members Mstep: Class 2 contains 238266 members Entering Unmasked Estep Score: -30795976.000000 Penalty: 6158.400879 Iteration 45Q: 3 clusters Score -3.079598e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8335 members Mstep: Class 2 contains 238415 members Entering Unmasked Estep Score: -30796048.000000 Penalty: 6158.400879 Iteration 46Q: 3 clusters Score -3.079605e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8172 members Mstep: Class 2 contains 238578 members Entering Unmasked Estep Score: -30796108.000000 Penalty: 6158.400879 Iteration 47Q: 3 clusters Score -3.079611e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8006 members Mstep: Class 2 contains 238744 members Entering Unmasked Estep Score: -30796106.000000 Penalty: 6158.400879 Iteration 48Q: 3 clusters Score -3.079611e+07 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7872 members Mstep: Class 2 contains 238878 members Entering Unmasked Estep Score: -30796170.000000 Penalty: 6158.400879 Iteration 49Q: 3 clusters Score -3.079617e+07 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7747 members Mstep: Class 2 contains 239003 members Entering Unmasked Estep Score: -30796348.000000 Penalty: 6158.400879 Iteration 50Q: 3 clusters Score -3.079635e+07 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7588 members Mstep: Class 2 contains 239162 members Entering Unmasked Estep Score: -30796522.000000 Penalty: 6158.400879 Iteration 51Q: 3 clusters Score -3.079652e+07 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7404 members Mstep: Class 2 contains 239346 members Entering Unmasked Estep Score: -30796858.000000 Penalty: 6158.400879 Iteration 52Q: 3 clusters Score -3.079686e+07 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7248 members Mstep: Class 2 contains 239502 members Entering Unmasked Estep Score: -30797144.000000 Penalty: 6158.400879 Iteration 53Q: 3 clusters Score -3.079714e+07 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7167 members Mstep: Class 2 contains 239583 members Entering Unmasked Estep Score: -30797394.000000 Penalty: 6158.400879 Iteration 54Q: 3 clusters Score -3.079739e+07 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7123 members Mstep: Class 2 contains 239627 members Entering Unmasked Estep Score: -30797580.000000 Penalty: 6158.400879 Iteration 55Q: 3 clusters Score -3.079758e+07 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7122 members Mstep: Class 2 contains 239628 members Entering Unmasked Estep Score: -30797650.000000 Penalty: 6158.400879 Iteration 56Q: 3 clusters Score -3.079765e+07 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7135 members Mstep: Class 2 contains 239615 members Entering Unmasked Estep Score: -30797718.000000 Penalty: 6158.400879 Iteration 57Q: 3 clusters Score -3.079772e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7178 members Mstep: Class 2 contains 239572 members Entering Unmasked Estep Score: -30797704.000000 Penalty: 6158.400879 Iteration 58Q: 3 clusters Score -3.07977e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7228 members Mstep: Class 2 contains 239522 members Entering Unmasked Estep Score: -30797728.000000 Penalty: 6158.400879 Iteration 59Q: 3 clusters Score -3.079773e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7266 members Mstep: Class 2 contains 239484 members Entering Unmasked Estep Score: -30797748.000000 Penalty: 6158.400879 Iteration 60F: 3 clusters Score -3.079775e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7295 members Mstep: Class 2 contains 239455 members Entering Unmasked Estep Score: -30797764.000000 Penalty: 6158.400879 Iteration 61Q: 3 clusters Score -3.079776e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7327 members Mstep: Class 2 contains 239423 members Entering Unmasked Estep Score: -30797780.000000 Penalty: 6158.400879 Iteration 62Q: 3 clusters Score -3.079778e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7340 members Mstep: Class 2 contains 239410 members Entering Unmasked Estep Score: -30797780.000000 Penalty: 6158.400879 Iteration 63Q: 3 clusters Score -3.079778e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7353 members Mstep: Class 2 contains 239397 members Entering Unmasked Estep Score: -30797794.000000 Penalty: 6158.400879 Iteration 64Q: 3 clusters Score -3.079779e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7362 members Mstep: Class 2 contains 239388 members Entering Unmasked Estep Score: -30797790.000000 Penalty: 6158.400879 Iteration 65Q: 3 clusters Score -3.079779e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7370 members Mstep: Class 2 contains 239380 members Entering Unmasked Estep Score: -30797798.000000 Penalty: 6158.400879 Iteration 66Q: 3 clusters Score -3.07978e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7379 members Mstep: Class 2 contains 239371 members Entering Unmasked Estep Score: -30797814.000000 Penalty: 6158.400879 Iteration 67Q: 3 clusters Score -3.079781e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7384 members Mstep: Class 2 contains 239366 members Entering Unmasked Estep Score: -30797808.000000 Penalty: 6158.400879 Iteration 68Q: 3 clusters Score -3.079781e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7388 members Mstep: Class 2 contains 239362 members Entering Unmasked Estep Score: -30797812.000000 Penalty: 6158.400879 Iteration 69Q: 3 clusters Score -3.079781e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7387 members Mstep: Class 2 contains 239363 members Entering Unmasked Estep Score: -30797822.000000 Penalty: 6158.400879 Iteration 70Q: 3 clusters Score -3.079782e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7390 members Mstep: Class 2 contains 239360 members Entering Unmasked Estep Score: -30797816.000000 Penalty: 6158.400879 Iteration 71Q: 3 clusters Score -3.079782e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7390 members Mstep: Class 2 contains 239360 members Entering Unmasked Estep Score: -30797828.000000 Penalty: 6158.400879 Iteration 72Q: 3 clusters Score -3.079783e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7390 members Mstep: Class 2 contains 239360 members Entering Unmasked Estep Score: -30797826.000000 Penalty: 6158.400879 Iteration 73Q: 3 clusters Score -3.079783e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7389 members Mstep: Class 2 contains 239361 members Entering Unmasked Estep Score: -30797836.000000 Penalty: 6158.400879 Iteration 74Q: 3 clusters Score -3.079784e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7387 members Mstep: Class 2 contains 239363 members Entering Unmasked Estep Score: -30797820.000000 Penalty: 6158.400879 Iteration 75Q: 3 clusters Score -3.079782e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7386 members Mstep: Class 2 contains 239364 members Entering Unmasked Estep Score: -30797828.000000 Penalty: 6158.400879 Iteration 76Q: 3 clusters Score -3.079783e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7385 members Mstep: Class 2 contains 239365 members Entering Unmasked Estep Score: -30797826.000000 Penalty: 6158.400879 Iteration 77Q: 3 clusters Score -3.079783e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7385 members Mstep: Class 2 contains 239365 members Entering Unmasked Estep Score: -30797826.000000 Penalty: 6158.400879 Iteration 78F: 3 clusters Score -3.079783e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 214 members Mstep: Class 1 contains 8656 members Mstep: Class 2 contains 970 members Mstep: Class 3 contains 1775 members Mstep: Class 4 contains 2192 members Mstep: Class 5 contains 5844 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3290 members Mstep: Class 8 contains 50052 members Mstep: Class 9 contains 63733 members Mstep: Class 10 contains 3535 members Mstep: Class 11 contains 29064 members Mstep: Class 12 contains 9473 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7385 members Mstep: Class 15 contains 7953 members Mstep: Class 16 contains 9682 members Mstep: Class 17 contains 2906 members Mstep: Class 18 contains 327 members Mstep: Class 19 contains 277 members Mstep: Class 20 contains 851 members Mstep: Class 21 contains 239365 members Entering Unmasked Estep Score: -55427540.000000 Penalty: 67778.156250 Splitting cluster 14 changes total score from -55424048.000000 to -55427540.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 15 (7953 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7953 members Entering Unmasked Estep Score: -1010198.750000 Penalty: 2227.363525 Iteration 0F: 2 clusters Score -1010199 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -1003826.125000 Penalty: 4454.727051 Iteration 0F: 3 clusters Score -1003826 nChanged 3114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -1005517.625000 Penalty: 4454.727051 Iteration 1F: 3 clusters Score -1005518 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -1005791.750000 Penalty: 4454.727051 Iteration 2F: 3 clusters Score -1005792 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -1005990.062500 Penalty: 4454.727051 Iteration 3F: 3 clusters Score -1005990 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -1006143.687500 Penalty: 4454.727051 Iteration 4Q: 3 clusters Score -1006144 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 4528 members Entering Unmasked Estep Score: -1006312.437500 Penalty: 4454.727051 Iteration 5Q: 3 clusters Score -1006312 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -1006505.062500 Penalty: 4454.727051 Iteration 6Q: 3 clusters Score -1006505 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -1006672.062500 Penalty: 4454.727051 Iteration 7Q: 3 clusters Score -1006672 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -1006845.187500 Penalty: 4454.727051 Iteration 8Q: 3 clusters Score -1006845 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 4841 members Entering Unmasked Estep Score: -1007025.000000 Penalty: 4454.727051 Iteration 9Q: 3 clusters Score -1007025 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -1007211.125000 Penalty: 4454.727051 Iteration 10Q: 3 clusters Score -1007211 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 5011 members Entering Unmasked Estep Score: -1007443.062500 Penalty: 4454.727051 Iteration 11Q: 3 clusters Score -1007443 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -1007723.437500 Penalty: 4454.727051 Iteration 12Q: 3 clusters Score -1007723 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -1008049.875000 Penalty: 4454.727051 Iteration 13Q: 3 clusters Score -1008050 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 5376 members Entering Unmasked Estep Score: -1008421.000000 Penalty: 4454.727051 Iteration 14Q: 3 clusters Score -1008421 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 5520 members Entering Unmasked Estep Score: -1008861.687500 Penalty: 4454.727051 Iteration 15Q: 3 clusters Score -1008862 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 5597 members Entering Unmasked Estep Score: -1009240.062500 Penalty: 4454.727051 Iteration 16Q: 3 clusters Score -1009240 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 5651 members Entering Unmasked Estep Score: -1009472.500000 Penalty: 4454.727051 Iteration 17Q: 3 clusters Score -1009472 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 5690 members Entering Unmasked Estep Score: -1009582.250000 Penalty: 4454.727051 Iteration 18Q: 3 clusters Score -1009582 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 5717 members Entering Unmasked Estep Score: -1009622.625000 Penalty: 4454.727051 Iteration 19Q: 3 clusters Score -1009623 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -1009641.250000 Penalty: 4454.727051 Iteration 20F: 3 clusters Score -1009641 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 5742 members Entering Unmasked Estep Score: -1009642.687500 Penalty: 4454.727051 Iteration 21Q: 3 clusters Score -1009643 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 5747 members Entering Unmasked Estep Score: -1009646.375000 Penalty: 4454.727051 Iteration 22Q: 3 clusters Score -1009646 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -1009650.937500 Penalty: 4454.727051 Iteration 23Q: 3 clusters Score -1009651 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 5747 members Entering Unmasked Estep Score: -1009647.500000 Penalty: 4454.727051 Iteration 24Q: 3 clusters Score -1009648 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 5747 members Entering Unmasked Estep Score: -1009650.187500 Penalty: 4454.727051 Iteration 25Q: 3 clusters Score -1009650 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -1009650.125000 Penalty: 4454.727051 Iteration 26Q: 3 clusters Score -1009650 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -1009650.125000 Penalty: 4454.727051 Iteration 27F: 3 clusters Score -1009650 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (9682 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9682 members Entering Unmasked Estep Score: -1236233.625000 Penalty: 2276.149902 Iteration 0F: 2 clusters Score -1236234 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4832 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -1228831.875000 Penalty: 4552.299805 Iteration 0F: 3 clusters Score -1228832 nChanged 3970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 4888 members Entering Unmasked Estep Score: -1231002.000000 Penalty: 4552.299805 Iteration 1F: 3 clusters Score -1231002 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4831 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -1231387.625000 Penalty: 4552.299805 Iteration 2F: 3 clusters Score -1231388 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 4751 members Entering Unmasked Estep Score: -1231714.375000 Penalty: 4552.299805 Iteration 3F: 3 clusters Score -1231714 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -1232059.000000 Penalty: 4552.299805 Iteration 4F: 3 clusters Score -1232059 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -1232476.875000 Penalty: 4552.299805 Iteration 5F: 3 clusters Score -1232477 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5469 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -1232875.625000 Penalty: 4552.299805 Iteration 6F: 3 clusters Score -1232876 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -1233238.625000 Penalty: 4552.299805 Iteration 7F: 3 clusters Score -1233239 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6138 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -1233582.250000 Penalty: 4552.299805 Iteration 8F: 3 clusters Score -1233582 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6523 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -1233880.625000 Penalty: 4552.299805 Iteration 9Q: 3 clusters Score -1233881 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6910 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -1234167.375000 Penalty: 4552.299805 Iteration 10Q: 3 clusters Score -1234167 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7241 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -1234404.000000 Penalty: 4552.299805 Iteration 11Q: 3 clusters Score -1234404 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7524 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -1234577.000000 Penalty: 4552.299805 Iteration 12Q: 3 clusters Score -1234577 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7746 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -1234697.000000 Penalty: 4552.299805 Iteration 13Q: 3 clusters Score -1234697 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7924 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -1234787.000000 Penalty: 4552.299805 Iteration 14Q: 3 clusters Score -1234787 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8078 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -1234860.375000 Penalty: 4552.299805 Iteration 15Q: 3 clusters Score -1234860 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8179 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -1234904.250000 Penalty: 4552.299805 Iteration 16Q: 3 clusters Score -1234904 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8257 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -1234939.500000 Penalty: 4552.299805 Iteration 17Q: 3 clusters Score -1234940 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8314 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -1234964.125000 Penalty: 4552.299805 Iteration 18Q: 3 clusters Score -1234964 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8367 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -1234986.000000 Penalty: 4552.299805 Iteration 19Q: 3 clusters Score -1234986 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8421 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -1235008.375000 Penalty: 4552.299805 Iteration 20F: 3 clusters Score -1235008 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8458 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -1235022.000000 Penalty: 4552.299805 Iteration 21Q: 3 clusters Score -1235022 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8492 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -1235031.875000 Penalty: 4552.299805 Iteration 22Q: 3 clusters Score -1235032 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8516 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -1235044.875000 Penalty: 4552.299805 Iteration 23Q: 3 clusters Score -1235045 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8546 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -1235058.500000 Penalty: 4552.299805 Iteration 24Q: 3 clusters Score -1235058 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8577 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -1235073.250000 Penalty: 4552.299805 Iteration 25Q: 3 clusters Score -1235073 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8606 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -1235085.500000 Penalty: 4552.299805 Iteration 26Q: 3 clusters Score -1235086 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8630 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -1235093.750000 Penalty: 4552.299805 Iteration 27Q: 3 clusters Score -1235094 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8646 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -1235100.875000 Penalty: 4552.299805 Iteration 28Q: 3 clusters Score -1235101 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8664 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -1235104.750000 Penalty: 4552.299805 Iteration 29Q: 3 clusters Score -1235105 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8678 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -1235111.750000 Penalty: 4552.299805 Iteration 30Q: 3 clusters Score -1235112 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8686 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -1235112.500000 Penalty: 4552.299805 Iteration 31Q: 3 clusters Score -1235112 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8691 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -1235113.625000 Penalty: 4552.299805 Iteration 32Q: 3 clusters Score -1235114 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8693 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -1235113.875000 Penalty: 4552.299805 Iteration 33Q: 3 clusters Score -1235114 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8693 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -1235113.875000 Penalty: 4552.299805 Iteration 34F: 3 clusters Score -1235114 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2906 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Entering Unmasked Estep Score: -350606.906250 Penalty: 1977.684204 Iteration 0F: 2 clusters Score -350606.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -347427.062500 Penalty: 3955.368408 Iteration 0F: 3 clusters Score -347427.1 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -348076.562500 Penalty: 3955.368408 Iteration 1F: 3 clusters Score -348076.6 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -348252.937500 Penalty: 3955.368408 Iteration 2F: 3 clusters Score -348252.9 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -348378.406250 Penalty: 3955.368408 Iteration 3Q: 3 clusters Score -348378.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -348476.812500 Penalty: 3955.368408 Iteration 4Q: 3 clusters Score -348476.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -348565.093750 Penalty: 3955.368408 Iteration 5Q: 3 clusters Score -348565.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -348638.750000 Penalty: 3955.368408 Iteration 6Q: 3 clusters Score -348638.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -348708.750000 Penalty: 3955.368408 Iteration 7Q: 3 clusters Score -348708.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -348767.750000 Penalty: 3955.368408 Iteration 8Q: 3 clusters Score -348767.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -348812.375000 Penalty: 3955.368408 Iteration 9Q: 3 clusters Score -348812.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -348856.125000 Penalty: 3955.368408 Iteration 10Q: 3 clusters Score -348856.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -348895.562500 Penalty: 3955.368408 Iteration 11Q: 3 clusters Score -348895.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -348937.968750 Penalty: 3955.368408 Iteration 12Q: 3 clusters Score -348938 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -348973.062500 Penalty: 3955.368408 Iteration 13Q: 3 clusters Score -348973.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -348999.437500 Penalty: 3955.368408 Iteration 14Q: 3 clusters Score -348999.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -349017.000000 Penalty: 3955.368408 Iteration 15Q: 3 clusters Score -349017 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -349035.781250 Penalty: 3955.368408 Iteration 16Q: 3 clusters Score -349035.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -349052.937500 Penalty: 3955.368408 Iteration 17Q: 3 clusters Score -349052.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -349076.093750 Penalty: 3955.368408 Iteration 18Q: 3 clusters Score -349076.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -349092.062500 Penalty: 3955.368408 Iteration 19Q: 3 clusters Score -349092.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -349102.250000 Penalty: 3955.368408 Iteration 20F: 3 clusters Score -349102.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -349108.312500 Penalty: 3955.368408 Iteration 21Q: 3 clusters Score -349108.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -349113.937500 Penalty: 3955.368408 Iteration 22Q: 3 clusters Score -349113.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -349117.437500 Penalty: 3955.368408 Iteration 23Q: 3 clusters Score -349117.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -349122.843750 Penalty: 3955.368408 Iteration 24Q: 3 clusters Score -349122.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -349128.656250 Penalty: 3955.368408 Iteration 25Q: 3 clusters Score -349128.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -349132.312500 Penalty: 3955.368408 Iteration 26Q: 3 clusters Score -349132.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -349133.781250 Penalty: 3955.368408 Iteration 27Q: 3 clusters Score -349133.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -349134.125000 Penalty: 3955.368408 Iteration 28Q: 3 clusters Score -349134.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -349136.906250 Penalty: 3955.368408 Iteration 29Q: 3 clusters Score -349136.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -349136.750000 Penalty: 3955.368408 Iteration 30Q: 3 clusters Score -349136.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -349136.812500 Penalty: 3955.368408 Iteration 31Q: 3 clusters Score -349136.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -349136.812500 Penalty: 3955.368408 Iteration 32F: 3 clusters Score -349136.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (327 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Entering Unmasked Estep Score: -31935.615234 Penalty: 1435.910156 Iteration 0F: 2 clusters Score -31935.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -30674.798828 Penalty: 2871.820312 Iteration 0F: 3 clusters Score -30674.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -30889.736328 Penalty: 2871.820312 Iteration 1F: 3 clusters Score -30889.74 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -30993.214844 Penalty: 2871.820312 Iteration 2F: 3 clusters Score -30993.21 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -31117.957031 Penalty: 2871.820312 Iteration 3Q: 3 clusters Score -31117.96 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -31165.439453 Penalty: 2871.820312 Iteration 4Q: 3 clusters Score -31165.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -31212.423828 Penalty: 2871.820312 Iteration 5Q: 3 clusters Score -31212.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -31409.068359 Penalty: 2871.820312 Iteration 6Q: 3 clusters Score -31409.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -31428.335938 Penalty: 2871.820312 Iteration 7Q: 3 clusters Score -31428.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -31444.283203 Penalty: 2871.820312 Iteration 8Q: 3 clusters Score -31444.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -31453.779297 Penalty: 2871.820312 Iteration 9Q: 3 clusters Score -31453.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -31465.548828 Penalty: 2871.820312 Iteration 10Q: 3 clusters Score -31465.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -31479.996094 Penalty: 2871.820312 Iteration 11Q: 3 clusters Score -31480 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -31479.996094 Penalty: 2871.820312 Iteration 12F: 3 clusters Score -31480 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Entering Unmasked Estep Score: -30373.908203 Penalty: 1394.756348 Iteration 0F: 2 clusters Score -30373.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -29124.720703 Penalty: 2789.512695 Iteration 0F: 3 clusters Score -29124.72 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -29247.480469 Penalty: 2789.512695 Iteration 1F: 3 clusters Score -29247.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -29269.652344 Penalty: 2789.512695 Iteration 2Q: 3 clusters Score -29269.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -29273.412109 Penalty: 2789.512695 Iteration 3Q: 3 clusters Score -29273.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -29283.818359 Penalty: 2789.512695 Iteration 4Q: 3 clusters Score -29283.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -29293.548828 Penalty: 2789.512695 Iteration 5Q: 3 clusters Score -29293.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -29297.230469 Penalty: 2789.512695 Iteration 6Q: 3 clusters Score -29297.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -29297.230469 Penalty: 2789.512695 Iteration 7F: 3 clusters Score -29297.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (851 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Entering Unmasked Estep Score: -91182.460938 Penalty: 1673.110229 Iteration 0F: 2 clusters Score -91182.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -89396.679688 Penalty: 3346.220459 Iteration 0F: 3 clusters Score -89396.68 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -89754.421875 Penalty: 3346.220459 Iteration 1F: 3 clusters Score -89754.42 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -89946.703125 Penalty: 3346.220459 Iteration 2F: 3 clusters Score -89946.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -90074.445312 Penalty: 3346.220459 Iteration 3F: 3 clusters Score -90074.45 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -90179.445312 Penalty: 3346.220459 Iteration 4Q: 3 clusters Score -90179.45 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -90292.953125 Penalty: 3346.220459 Iteration 5Q: 3 clusters Score -90292.95 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -90388.039062 Penalty: 3346.220459 Iteration 6Q: 3 clusters Score -90388.04 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -90441.093750 Penalty: 3346.220459 Iteration 7Q: 3 clusters Score -90441.09 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -90534.437500 Penalty: 3346.220459 Iteration 8Q: 3 clusters Score -90534.44 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -90744.625000 Penalty: 3346.220459 Iteration 9Q: 3 clusters Score -90744.62 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -90979.914062 Penalty: 3346.220459 Iteration 10Q: 3 clusters Score -90979.91 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -91161.906250 Penalty: 3346.220459 Iteration 11Q: 3 clusters Score -91161.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -91175.531250 Penalty: 3346.220459 Iteration 12Q: 3 clusters Score -91175.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -91177.507812 Penalty: 3346.220459 Iteration 13Q: 3 clusters Score -91177.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -91179.398438 Penalty: 3346.220459 Iteration 14Q: 3 clusters Score -91179.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -91179.476562 Penalty: 3346.220459 Iteration 15F: 3 clusters Score -91179.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -91180.960938 Penalty: 3346.220459 Iteration 16Q: 3 clusters Score -91180.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -91180.960938 Penalty: 3346.220459 Iteration 17F: 3 clusters Score -91180.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 214 members Mstep: Class 1 contains 8656 members Mstep: Class 2 contains 970 members Mstep: Class 3 contains 1775 members Mstep: Class 4 contains 2192 members Mstep: Class 5 contains 5844 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3290 members Mstep: Class 8 contains 50052 members Mstep: Class 9 contains 63733 members Mstep: Class 10 contains 3535 members Mstep: Class 11 contains 29064 members Mstep: Class 12 contains 9473 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7385 members Mstep: Class 15 contains 7953 members Mstep: Class 16 contains 9682 members Mstep: Class 17 contains 2906 members Mstep: Class 18 contains 327 members Mstep: Class 19 contains 277 members Mstep: Class 20 contains 851 members Entering Unmasked Estep ConsiderDeletion Score: -55427680.000000 Penalty: 67778.156250 Iteration 79Q: 22 clusters Score -5.542768e+07 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 214 members Mstep: Class 1 contains 8739 members Mstep: Class 2 contains 975 members Mstep: Class 3 contains 1772 members Mstep: Class 4 contains 2180 members Mstep: Class 5 contains 5850 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3287 members Mstep: Class 8 contains 50213 members Mstep: Class 9 contains 63685 members Mstep: Class 10 contains 3537 members Mstep: Class 11 contains 28914 members Mstep: Class 12 contains 9496 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7402 members Mstep: Class 15 contains 7937 members Mstep: Class 16 contains 9731 members Mstep: Class 17 contains 2906 members Mstep: Class 18 contains 327 members Mstep: Class 19 contains 276 members Mstep: Class 20 contains 851 members Mstep: Class 21 contains 239252 members Entering Unmasked Estep ConsiderDeletion Score: -55428996.000000 Penalty: 67778.156250 Iteration 80F: 22 clusters Score -5.5429e+07 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 183 members Mstep: Class 1 contains 8720 members Mstep: Class 2 contains 982 members Mstep: Class 3 contains 1769 members Mstep: Class 4 contains 2165 members Mstep: Class 5 contains 5801 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3275 members Mstep: Class 8 contains 50200 members Mstep: Class 9 contains 63650 members Mstep: Class 10 contains 3537 members Mstep: Class 11 contains 28437 members Mstep: Class 12 contains 9459 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7415 members Mstep: Class 15 contains 7858 members Mstep: Class 16 contains 9691 members Mstep: Class 17 contains 2903 members Mstep: Class 18 contains 358 members Mstep: Class 19 contains 276 members Mstep: Class 20 contains 851 members Mstep: Class 21 contains 240014 members Entering Unmasked Estep ConsiderDeletion Score: -55430928.000000 Penalty: 67778.156250 Iteration 81Q: 22 clusters Score -5.543093e+07 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 8703 members Mstep: Class 2 contains 992 members Mstep: Class 3 contains 1764 members Mstep: Class 4 contains 2151 members Mstep: Class 5 contains 5769 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3262 members Mstep: Class 8 contains 50206 members Mstep: Class 9 contains 63643 members Mstep: Class 10 contains 3538 members Mstep: Class 11 contains 28098 members Mstep: Class 12 contains 9430 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7451 members Mstep: Class 15 contains 7781 members Mstep: Class 16 contains 9665 members Mstep: Class 17 contains 2898 members Mstep: Class 18 contains 358 members Mstep: Class 19 contains 276 members Mstep: Class 20 contains 853 members Mstep: Class 21 contains 240525 members Entering Unmasked Estep ConsiderDeletion Score: -55431140.000000 Penalty: 67778.156250 Iteration 82Q: 22 clusters Score -5.543114e+07 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 8691 members Mstep: Class 2 contains 1004 members Mstep: Class 3 contains 1759 members Mstep: Class 4 contains 2138 members Mstep: Class 5 contains 5739 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3261 members Mstep: Class 8 contains 50217 members Mstep: Class 9 contains 63649 members Mstep: Class 10 contains 3537 members Mstep: Class 11 contains 27837 members Mstep: Class 12 contains 9409 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7489 members Mstep: Class 15 contains 7726 members Mstep: Class 16 contains 9644 members Mstep: Class 17 contains 2889 members Mstep: Class 18 contains 358 members Mstep: Class 19 contains 276 members Mstep: Class 20 contains 853 members Mstep: Class 21 contains 240887 members Entering Unmasked Estep ConsiderDeletion Score: -55431168.000000 Penalty: 67778.156250 Iteration 83Q: 22 clusters Score -5.543117e+07 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 8688 members Mstep: Class 2 contains 1025 members Mstep: Class 3 contains 1753 members Mstep: Class 4 contains 2118 members Mstep: Class 5 contains 5724 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3258 members Mstep: Class 8 contains 50216 members Mstep: Class 9 contains 63656 members Mstep: Class 10 contains 3537 members Mstep: Class 11 contains 27627 members Mstep: Class 12 contains 9394 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7532 members Mstep: Class 15 contains 7687 members Mstep: Class 16 contains 9633 members Mstep: Class 17 contains 2875 members Mstep: Class 18 contains 358 members Mstep: Class 19 contains 276 members Mstep: Class 20 contains 853 members Mstep: Class 21 contains 241153 members Entering Unmasked Estep ConsiderDeletion Score: -55431272.000000 Penalty: 67778.156250 Iteration 84Q: 22 clusters Score -5.543127e+07 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 8687 members Mstep: Class 2 contains 1052 members Mstep: Class 3 contains 1745 members Mstep: Class 4 contains 2091 members Mstep: Class 5 contains 5706 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3252 members Mstep: Class 8 contains 50214 members Mstep: Class 9 contains 63667 members Mstep: Class 10 contains 3536 members Mstep: Class 11 contains 27478 members Mstep: Class 12 contains 9381 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7572 members Mstep: Class 15 contains 7651 members Mstep: Class 16 contains 9623 members Mstep: Class 17 contains 2859 members Mstep: Class 18 contains 358 members Mstep: Class 19 contains 276 members Mstep: Class 20 contains 853 members Mstep: Class 21 contains 241362 members Entering Unmasked Estep ConsiderDeletion Score: -55431380.000000 Penalty: 67778.156250 Iteration 85Q: 22 clusters Score -5.543138e+07 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 8687 members Mstep: Class 2 contains 1083 members Mstep: Class 3 contains 1741 members Mstep: Class 4 contains 2064 members Mstep: Class 5 contains 5690 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3249 members Mstep: Class 8 contains 50218 members Mstep: Class 9 contains 63677 members Mstep: Class 10 contains 3536 members Mstep: Class 11 contains 27369 members Mstep: Class 12 contains 9375 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7612 members Mstep: Class 15 contains 7624 members Mstep: Class 16 contains 9613 members Mstep: Class 17 contains 2839 members Mstep: Class 18 contains 358 members Mstep: Class 19 contains 275 members Mstep: Class 20 contains 853 members Mstep: Class 21 contains 241500 members Entering Unmasked Estep ConsiderDeletion Score: -55431556.000000 Penalty: 67778.156250 Iteration 86Q: 22 clusters Score -5.543156e+07 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 8679 members Mstep: Class 2 contains 1140 members Mstep: Class 3 contains 1736 members Mstep: Class 4 contains 2010 members Mstep: Class 5 contains 5683 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3245 members Mstep: Class 8 contains 50228 members Mstep: Class 9 contains 63687 members Mstep: Class 10 contains 3536 members Mstep: Class 11 contains 27306 members Mstep: Class 12 contains 9364 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7650 members Mstep: Class 15 contains 7602 members Mstep: Class 16 contains 9607 members Mstep: Class 17 contains 2818 members Mstep: Class 18 contains 358 members Mstep: Class 19 contains 275 members Mstep: Class 20 contains 853 members Mstep: Class 21 contains 241586 members Entering Unmasked Estep ConsiderDeletion Score: -55431696.000000 Penalty: 67778.156250 Iteration 87Q: 22 clusters Score -5.54317e+07 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 8669 members Mstep: Class 2 contains 1194 members Mstep: Class 3 contains 1734 members Mstep: Class 4 contains 1981 members Mstep: Class 5 contains 5675 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3240 members Mstep: Class 8 contains 50236 members Mstep: Class 9 contains 63693 members Mstep: Class 10 contains 3534 members Mstep: Class 11 contains 27238 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7683 members Mstep: Class 15 contains 7583 members Mstep: Class 16 contains 9598 members Mstep: Class 17 contains 2802 members Mstep: Class 18 contains 358 members Mstep: Class 19 contains 275 members Mstep: Class 20 contains 853 members Mstep: Class 21 contains 241660 members Entering Unmasked Estep ConsiderDeletion Score: -55432260.000000 Penalty: 67778.156250 Iteration 88Q: 22 clusters Score -5.543226e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 8662 members Mstep: Class 2 contains 1218 members Mstep: Class 3 contains 1733 members Mstep: Class 4 contains 2020 members Mstep: Class 5 contains 5673 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3237 members Mstep: Class 8 contains 50244 members Mstep: Class 9 contains 63700 members Mstep: Class 10 contains 3532 members Mstep: Class 11 contains 27182 members Mstep: Class 12 contains 9353 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7724 members Mstep: Class 15 contains 7564 members Mstep: Class 16 contains 9592 members Mstep: Class 17 contains 2781 members Mstep: Class 18 contains 358 members Mstep: Class 19 contains 275 members Mstep: Class 20 contains 853 members Mstep: Class 21 contains 241662 members Entering Unmasked Estep ConsiderDeletion Score: -55432672.000000 Penalty: 67778.156250 Iteration 89Q: 22 clusters Score -5.543267e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 8651 members Mstep: Class 2 contains 1226 members Mstep: Class 3 contains 1730 members Mstep: Class 4 contains 2085 members Mstep: Class 5 contains 5671 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3232 members Mstep: Class 8 contains 50250 members Mstep: Class 9 contains 63705 members Mstep: Class 10 contains 3531 members Mstep: Class 11 contains 27122 members Mstep: Class 12 contains 9356 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7756 members Mstep: Class 15 contains 7543 members Mstep: Class 16 contains 9592 members Mstep: Class 17 contains 2762 members Mstep: Class 18 contains 358 members Mstep: Class 19 contains 275 members Mstep: Class 20 contains 853 members Mstep: Class 21 contains 241665 members Entering Unmasked Estep ConsiderDeletion Score: -55432692.000000 Penalty: 67778.156250 Iteration 90Q: 22 clusters Score -5.543269e+07 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 8647 members Mstep: Class 2 contains 1230 members Mstep: Class 3 contains 1724 members Mstep: Class 4 contains 2140 members Mstep: Class 5 contains 5669 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3231 members Mstep: Class 8 contains 50254 members Mstep: Class 9 contains 63713 members Mstep: Class 10 contains 3531 members Mstep: Class 11 contains 27084 members Mstep: Class 12 contains 9354 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7796 members Mstep: Class 15 contains 7520 members Mstep: Class 16 contains 9592 members Mstep: Class 17 contains 2738 members Mstep: Class 18 contains 358 members Mstep: Class 19 contains 275 members Mstep: Class 20 contains 853 members Mstep: Class 21 contains 241654 members Entering Unmasked Estep ConsiderDeletion Score: -55432788.000000 Penalty: 67778.156250 Iteration 91Q: 22 clusters Score -5.543279e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 8644 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1719 members Mstep: Class 4 contains 2179 members Mstep: Class 5 contains 5665 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3227 members Mstep: Class 8 contains 50261 members Mstep: Class 9 contains 63722 members Mstep: Class 10 contains 3531 members Mstep: Class 11 contains 27047 members Mstep: Class 12 contains 9353 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7829 members Mstep: Class 15 contains 7494 members Mstep: Class 16 contains 9591 members Mstep: Class 17 contains 2718 members Mstep: Class 18 contains 358 members Mstep: Class 19 contains 275 members Mstep: Class 20 contains 853 members Mstep: Class 21 contains 241665 members Entering Unmasked Estep ConsiderDeletion Score: -55432932.000000 Penalty: 67778.156250 Iteration 92Q: 22 clusters Score -5.543293e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 8642 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1715 members Mstep: Class 4 contains 2199 members Mstep: Class 5 contains 5654 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3224 members Mstep: Class 8 contains 50264 members Mstep: Class 9 contains 63727 members Mstep: Class 10 contains 3531 members Mstep: Class 11 contains 27023 members Mstep: Class 12 contains 9356 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7854 members Mstep: Class 15 contains 7474 members Mstep: Class 16 contains 9592 members Mstep: Class 17 contains 2692 members Mstep: Class 18 contains 358 members Mstep: Class 19 contains 275 members Mstep: Class 20 contains 853 members Mstep: Class 21 contains 241698 members Entering Unmasked Estep ConsiderDeletion Score: -55432988.000000 Penalty: 67778.156250 Iteration 93Q: 22 clusters Score -5.543299e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 8640 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1713 members Mstep: Class 4 contains 2209 members Mstep: Class 5 contains 5645 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3226 members Mstep: Class 8 contains 50265 members Mstep: Class 9 contains 63728 members Mstep: Class 10 contains 3531 members Mstep: Class 11 contains 26988 members Mstep: Class 12 contains 9356 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7874 members Mstep: Class 15 contains 7460 members Mstep: Class 16 contains 9590 members Mstep: Class 17 contains 2671 members Mstep: Class 18 contains 358 members Mstep: Class 19 contains 275 members Mstep: Class 20 contains 853 members Mstep: Class 21 contains 241749 members Entering Unmasked Estep ConsiderDeletion Score: -55432992.000000 Penalty: 67778.156250 Iteration 94Q: 22 clusters Score -5.543299e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 8637 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1709 members Mstep: Class 4 contains 2213 members Mstep: Class 5 contains 5643 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3226 members Mstep: Class 8 contains 50268 members Mstep: Class 9 contains 63731 members Mstep: Class 10 contains 3531 members Mstep: Class 11 contains 26963 members Mstep: Class 12 contains 9354 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7890 members Mstep: Class 15 contains 7455 members Mstep: Class 16 contains 9589 members Mstep: Class 17 contains 2654 members Mstep: Class 18 contains 358 members Mstep: Class 19 contains 274 members Mstep: Class 20 contains 853 members Mstep: Class 21 contains 241783 members Entering Unmasked Estep ConsiderDeletion Score: -55432980.000000 Penalty: 67778.156250 Iteration 95Q: 22 clusters Score -5.543298e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 8631 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1706 members Mstep: Class 4 contains 2216 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3225 members Mstep: Class 8 contains 50271 members Mstep: Class 9 contains 63735 members Mstep: Class 10 contains 3531 members Mstep: Class 11 contains 26933 members Mstep: Class 12 contains 9354 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7900 members Mstep: Class 15 contains 7449 members Mstep: Class 16 contains 9586 members Mstep: Class 17 contains 2641 members Mstep: Class 18 contains 358 members Mstep: Class 19 contains 273 members Mstep: Class 20 contains 853 members Mstep: Class 21 contains 241831 members Entering Unmasked Estep ConsiderDeletion Score: -55432952.000000 Penalty: 67778.156250 Iteration 96Q: 22 clusters Score -5.543295e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 8626 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1704 members Mstep: Class 4 contains 2219 members Mstep: Class 5 contains 5633 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3225 members Mstep: Class 8 contains 50279 members Mstep: Class 9 contains 63742 members Mstep: Class 10 contains 3531 members Mstep: Class 11 contains 26913 members Mstep: Class 12 contains 9354 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7911 members Mstep: Class 15 contains 7443 members Mstep: Class 16 contains 9583 members Mstep: Class 17 contains 2627 members Mstep: Class 18 contains 358 members Mstep: Class 19 contains 271 members Mstep: Class 20 contains 853 members Mstep: Class 21 contains 241859 members Entering Unmasked Estep ConsiderDeletion Score: -55432956.000000 Penalty: 67778.156250 Iteration 97Q: 22 clusters Score -5.543296e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 8625 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1700 members Mstep: Class 4 contains 2224 members Mstep: Class 5 contains 5634 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3225 members Mstep: Class 8 contains 50280 members Mstep: Class 9 contains 63748 members Mstep: Class 10 contains 3531 members Mstep: Class 11 contains 26891 members Mstep: Class 12 contains 9354 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7923 members Mstep: Class 15 contains 7443 members Mstep: Class 16 contains 9582 members Mstep: Class 17 contains 2622 members Mstep: Class 18 contains 358 members Mstep: Class 19 contains 269 members Mstep: Class 20 contains 853 members Mstep: Class 21 contains 241869 members Entering Unmasked Estep ConsiderDeletion Score: -55433008.000000 Penalty: 67778.156250 Iteration 98Q: 22 clusters Score -5.543301e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1698 members Mstep: Class 4 contains 2228 members Mstep: Class 5 contains 5632 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3223 members Mstep: Class 8 contains 50280 members Mstep: Class 9 contains 63750 members Mstep: Class 10 contains 3531 members Mstep: Class 11 contains 26872 members Mstep: Class 12 contains 9353 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7934 members Mstep: Class 15 contains 7440 members Mstep: Class 16 contains 9582 members Mstep: Class 17 contains 2615 members Mstep: Class 18 contains 358 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 853 members Mstep: Class 21 contains 241891 members Entering Unmasked Estep ConsiderDeletion Score: -55432900.000000 Penalty: 67778.156250 Iteration 99Q: 22 clusters Score -5.54329e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 8624 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1696 members Mstep: Class 4 contains 2230 members Mstep: Class 5 contains 5632 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3222 members Mstep: Class 8 contains 50281 members Mstep: Class 9 contains 63756 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26855 members Mstep: Class 12 contains 9353 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7940 members Mstep: Class 15 contains 7441 members Mstep: Class 16 contains 9580 members Mstep: Class 17 contains 2608 members Mstep: Class 18 contains 358 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 853 members Mstep: Class 21 contains 241904 members Entering Unmasked Estep ConsiderDeletion Score: -55434284.000000 Penalty: 67778.156250 Iteration 100F: 22 clusters Score -5.543428e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 156 members Mstep: Class 1 contains 8626 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1694 members Mstep: Class 4 contains 2235 members Mstep: Class 5 contains 5632 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3223 members Mstep: Class 8 contains 50283 members Mstep: Class 9 contains 63758 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26839 members Mstep: Class 12 contains 9353 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7946 members Mstep: Class 15 contains 7438 members Mstep: Class 16 contains 9581 members Mstep: Class 17 contains 2602 members Mstep: Class 18 contains 383 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 853 members Mstep: Class 21 contains 241912 members Entering Unmasked Estep ConsiderDeletion Score: -55435052.000000 Penalty: 67778.156250 Iteration 101Q: 22 clusters Score -5.543505e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 8628 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1693 members Mstep: Class 4 contains 2241 members Mstep: Class 5 contains 5632 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3219 members Mstep: Class 8 contains 50286 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26818 members Mstep: Class 12 contains 9354 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7955 members Mstep: Class 15 contains 7433 members Mstep: Class 16 contains 9581 members Mstep: Class 17 contains 2595 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 241926 members Entering Unmasked Estep ConsiderDeletion Score: -55435104.000000 Penalty: 67778.156250 Iteration 102Q: 22 clusters Score -5.54351e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 8630 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2247 members Mstep: Class 5 contains 5632 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3219 members Mstep: Class 8 contains 50286 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26806 members Mstep: Class 12 contains 9355 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7968 members Mstep: Class 15 contains 7429 members Mstep: Class 16 contains 9582 members Mstep: Class 17 contains 2585 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 241930 members Entering Unmasked Estep ConsiderDeletion Score: -55435124.000000 Penalty: 67778.156250 Iteration 103Q: 22 clusters Score -5.543512e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 8629 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2255 members Mstep: Class 5 contains 5632 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50287 members Mstep: Class 9 contains 63762 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26807 members Mstep: Class 12 contains 9355 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7977 members Mstep: Class 15 contains 7426 members Mstep: Class 16 contains 9582 members Mstep: Class 17 contains 2567 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 241934 members Entering Unmasked Estep ConsiderDeletion Score: -55435120.000000 Penalty: 67778.156250 Iteration 104Q: 22 clusters Score -5.543512e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 8629 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2259 members Mstep: Class 5 contains 5632 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50285 members Mstep: Class 9 contains 63763 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26801 members Mstep: Class 12 contains 9354 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7983 members Mstep: Class 15 contains 7424 members Mstep: Class 16 contains 9582 members Mstep: Class 17 contains 2556 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 241945 members Entering Unmasked Estep ConsiderDeletion Score: -55435148.000000 Penalty: 67778.156250 Iteration 105Q: 22 clusters Score -5.543515e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 8628 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2259 members Mstep: Class 5 contains 5632 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50284 members Mstep: Class 9 contains 63763 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26789 members Mstep: Class 12 contains 9354 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7990 members Mstep: Class 15 contains 7422 members Mstep: Class 16 contains 9582 members Mstep: Class 17 contains 2547 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 241963 members Entering Unmasked Estep ConsiderDeletion Score: -55435144.000000 Penalty: 67778.156250 Iteration 106Q: 22 clusters Score -5.543514e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 8626 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2261 members Mstep: Class 5 contains 5632 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50285 members Mstep: Class 9 contains 63763 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26779 members Mstep: Class 12 contains 9354 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 7998 members Mstep: Class 15 contains 7420 members Mstep: Class 16 contains 9582 members Mstep: Class 17 contains 2541 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 241972 members Entering Unmasked Estep ConsiderDeletion Score: -55435188.000000 Penalty: 67778.156250 Iteration 107Q: 22 clusters Score -5.543519e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 8625 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2263 members Mstep: Class 5 contains 5632 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50286 members Mstep: Class 9 contains 63763 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26777 members Mstep: Class 12 contains 9354 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8008 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9582 members Mstep: Class 17 contains 2535 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 241973 members Entering Unmasked Estep ConsiderDeletion Score: -55435220.000000 Penalty: 67778.156250 Iteration 108Q: 22 clusters Score -5.543522e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 8625 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2265 members Mstep: Class 5 contains 5633 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50289 members Mstep: Class 9 contains 63763 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26778 members Mstep: Class 12 contains 9354 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8017 members Mstep: Class 15 contains 7413 members Mstep: Class 16 contains 9582 members Mstep: Class 17 contains 2528 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 241966 members Entering Unmasked Estep ConsiderDeletion Score: -55435220.000000 Penalty: 67778.156250 Iteration 109Q: 22 clusters Score -5.543522e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 8625 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5634 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50290 members Mstep: Class 9 contains 63763 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26773 members Mstep: Class 12 contains 9354 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8027 members Mstep: Class 15 contains 7413 members Mstep: Class 16 contains 9582 members Mstep: Class 17 contains 2521 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 241963 members Entering Unmasked Estep ConsiderDeletion Score: -55435224.000000 Penalty: 67778.156250 Iteration 110Q: 22 clusters Score -5.543522e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 8624 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5634 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50292 members Mstep: Class 9 contains 63763 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26761 members Mstep: Class 12 contains 9354 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8034 members Mstep: Class 15 contains 7414 members Mstep: Class 16 contains 9582 members Mstep: Class 17 contains 2518 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 241969 members Entering Unmasked Estep ConsiderDeletion Score: -55435252.000000 Penalty: 67778.156250 Iteration 111Q: 22 clusters Score -5.543525e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 8622 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5635 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50292 members Mstep: Class 9 contains 63763 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26750 members Mstep: Class 12 contains 9354 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8039 members Mstep: Class 15 contains 7414 members Mstep: Class 16 contains 9581 members Mstep: Class 17 contains 2516 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 241979 members Entering Unmasked Estep ConsiderDeletion Score: -55435276.000000 Penalty: 67778.156250 Iteration 112Q: 22 clusters Score -5.543528e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5636 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50293 members Mstep: Class 9 contains 63763 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26742 members Mstep: Class 12 contains 9355 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8041 members Mstep: Class 15 contains 7414 members Mstep: Class 16 contains 9581 members Mstep: Class 17 contains 2515 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 241982 members Entering Unmasked Estep ConsiderDeletion Score: -55435292.000000 Penalty: 67778.156250 Iteration 113Q: 22 clusters Score -5.543529e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5637 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50293 members Mstep: Class 9 contains 63763 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26736 members Mstep: Class 12 contains 9356 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9581 members Mstep: Class 17 contains 2515 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 241983 members Entering Unmasked Estep ConsiderDeletion Score: -55435292.000000 Penalty: 67778.156250 Iteration 114Q: 22 clusters Score -5.543529e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50294 members Mstep: Class 9 contains 63763 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26732 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8044 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9581 members Mstep: Class 17 contains 2515 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 241983 members Entering Unmasked Estep ConsiderDeletion Score: -55435264.000000 Penalty: 67778.156250 Iteration 115Q: 22 clusters Score -5.543526e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50294 members Mstep: Class 9 contains 63763 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26727 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8044 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9581 members Mstep: Class 17 contains 2515 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 241988 members Entering Unmasked Estep ConsiderDeletion Score: -55435284.000000 Penalty: 67778.156250 Iteration 116Q: 22 clusters Score -5.543528e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5639 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50294 members Mstep: Class 9 contains 63762 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26720 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8044 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9581 members Mstep: Class 17 contains 2515 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 241995 members Entering Unmasked Estep ConsiderDeletion Score: -55435300.000000 Penalty: 67778.156250 Iteration 117Q: 22 clusters Score -5.54353e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5640 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26714 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8044 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9582 members Mstep: Class 17 contains 2515 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 241999 members Entering Unmasked Estep ConsiderDeletion Score: -55435308.000000 Penalty: 67778.156250 Iteration 118Q: 22 clusters Score -5.543531e+07 nChanged 8 Entering ConstructFrom: Score: -55435308.000000 Penalty: 67778.156250 Entering ConstructFrom: Trying to split cluster 1 (8623 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8623 members Entering Unmasked Estep Score: -1091992.375000 Penalty: 2247.422607 Iteration 0F: 2 clusters Score -1091992 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -1085067.375000 Penalty: 4494.845215 Iteration 0F: 3 clusters Score -1085067 nChanged 3629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -1087043.750000 Penalty: 4494.845215 Iteration 1F: 3 clusters Score -1087044 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 4592 members Entering Unmasked Estep Score: -1087461.125000 Penalty: 4494.845215 Iteration 2F: 3 clusters Score -1087461 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3989 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -1087878.875000 Penalty: 4494.845215 Iteration 3F: 3 clusters Score -1087879 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -1088254.250000 Penalty: 4494.845215 Iteration 4F: 3 clusters Score -1088254 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -1088616.125000 Penalty: 4494.845215 Iteration 5F: 3 clusters Score -1088616 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -1088952.000000 Penalty: 4494.845215 Iteration 6F: 3 clusters Score -1088952 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -1089256.250000 Penalty: 4494.845215 Iteration 7Q: 3 clusters Score -1089256 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -1089508.250000 Penalty: 4494.845215 Iteration 8Q: 3 clusters Score -1089508 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 4626 members Entering Unmasked Estep Score: -1089722.250000 Penalty: 4494.845215 Iteration 9Q: 3 clusters Score -1089722 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -1089869.875000 Penalty: 4494.845215 Iteration 10Q: 3 clusters Score -1089870 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3906 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -1089984.250000 Penalty: 4494.845215 Iteration 11Q: 3 clusters Score -1089984 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -1090092.500000 Penalty: 4494.845215 Iteration 12Q: 3 clusters Score -1090092 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -1090177.250000 Penalty: 4494.845215 Iteration 13Q: 3 clusters Score -1090177 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 5015 members Entering Unmasked Estep Score: -1090259.750000 Penalty: 4494.845215 Iteration 14Q: 3 clusters Score -1090260 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -1090328.125000 Penalty: 4494.845215 Iteration 15Q: 3 clusters Score -1090328 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 5249 members Entering Unmasked Estep Score: -1090393.125000 Penalty: 4494.845215 Iteration 16Q: 3 clusters Score -1090393 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 5365 members Entering Unmasked Estep Score: -1090461.500000 Penalty: 4494.845215 Iteration 17Q: 3 clusters Score -1090462 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 5486 members Entering Unmasked Estep Score: -1090541.750000 Penalty: 4494.845215 Iteration 18Q: 3 clusters Score -1090542 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -1090654.875000 Penalty: 4494.845215 Iteration 19Q: 3 clusters Score -1090655 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 5764 members Entering Unmasked Estep Score: -1090758.250000 Penalty: 4494.845215 Iteration 20F: 3 clusters Score -1090758 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 5894 members Entering Unmasked Estep Score: -1090873.125000 Penalty: 4494.845215 Iteration 21Q: 3 clusters Score -1090873 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 6001 members Entering Unmasked Estep Score: -1090973.875000 Penalty: 4494.845215 Iteration 22Q: 3 clusters Score -1090974 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 6100 members Entering Unmasked Estep Score: -1091072.125000 Penalty: 4494.845215 Iteration 23Q: 3 clusters Score -1091072 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 6184 members Entering Unmasked Estep Score: -1091164.250000 Penalty: 4494.845215 Iteration 24Q: 3 clusters Score -1091164 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 6251 members Entering Unmasked Estep Score: -1091211.375000 Penalty: 4494.845215 Iteration 25Q: 3 clusters Score -1091211 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 6304 members Entering Unmasked Estep Score: -1091254.250000 Penalty: 4494.845215 Iteration 26Q: 3 clusters Score -1091254 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 6344 members Entering Unmasked Estep Score: -1091293.875000 Penalty: 4494.845215 Iteration 27Q: 3 clusters Score -1091294 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -1091328.750000 Penalty: 4494.845215 Iteration 28Q: 3 clusters Score -1091329 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 6428 members Entering Unmasked Estep Score: -1091351.875000 Penalty: 4494.845215 Iteration 29Q: 3 clusters Score -1091352 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 6462 members Entering Unmasked Estep Score: -1091367.875000 Penalty: 4494.845215 Iteration 30Q: 3 clusters Score -1091368 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 6484 members Entering Unmasked Estep Score: -1091376.500000 Penalty: 4494.845215 Iteration 31Q: 3 clusters Score -1091376 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 6497 members Entering Unmasked Estep Score: -1091380.750000 Penalty: 4494.845215 Iteration 32Q: 3 clusters Score -1091381 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 6506 members Entering Unmasked Estep Score: -1091382.375000 Penalty: 4494.845215 Iteration 33Q: 3 clusters Score -1091382 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 6511 members Entering Unmasked Estep Score: -1091385.375000 Penalty: 4494.845215 Iteration 34Q: 3 clusters Score -1091385 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 6514 members Entering Unmasked Estep Score: -1091387.750000 Penalty: 4494.845215 Iteration 35Q: 3 clusters Score -1091388 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 6518 members Entering Unmasked Estep Score: -1091387.125000 Penalty: 4494.845215 Iteration 36Q: 3 clusters Score -1091387 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 6522 members Entering Unmasked Estep Score: -1091389.125000 Penalty: 4494.845215 Iteration 37Q: 3 clusters Score -1091389 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 6524 members Entering Unmasked Estep Score: -1091389.875000 Penalty: 4494.845215 Iteration 38Q: 3 clusters Score -1091390 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 6524 members Entering Unmasked Estep Score: -1091389.875000 Penalty: 4494.845215 Iteration 39F: 3 clusters Score -1091390 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (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: -145121.375000 Penalty: 1764.865723 Iteration 0F: 2 clusters Score -145121.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -143030.093750 Penalty: 3529.731445 Iteration 0F: 3 clusters Score -143030.1 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -143355.718750 Penalty: 3529.731445 Iteration 1F: 3 clusters Score -143355.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -143488.671875 Penalty: 3529.731445 Iteration 2F: 3 clusters Score -143488.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -143563.953125 Penalty: 3529.731445 Iteration 3Q: 3 clusters Score -143564 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -143599.937500 Penalty: 3529.731445 Iteration 4Q: 3 clusters Score -143599.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -143629.125000 Penalty: 3529.731445 Iteration 5Q: 3 clusters Score -143629.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -143652.406250 Penalty: 3529.731445 Iteration 6Q: 3 clusters Score -143652.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -143673.750000 Penalty: 3529.731445 Iteration 7Q: 3 clusters Score -143673.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -143687.203125 Penalty: 3529.731445 Iteration 8Q: 3 clusters Score -143687.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -143711.671875 Penalty: 3529.731445 Iteration 9Q: 3 clusters Score -143711.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -143736.750000 Penalty: 3529.731445 Iteration 10Q: 3 clusters Score -143736.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -143755.296875 Penalty: 3529.731445 Iteration 11Q: 3 clusters Score -143755.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -143773.234375 Penalty: 3529.731445 Iteration 12Q: 3 clusters Score -143773.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -143790.671875 Penalty: 3529.731445 Iteration 13Q: 3 clusters Score -143790.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -143810.406250 Penalty: 3529.731445 Iteration 14Q: 3 clusters Score -143810.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -143845.062500 Penalty: 3529.731445 Iteration 15Q: 3 clusters Score -143845.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -143873.937500 Penalty: 3529.731445 Iteration 16Q: 3 clusters Score -143873.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -143900.781250 Penalty: 3529.731445 Iteration 17Q: 3 clusters Score -143900.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -143915.250000 Penalty: 3529.731445 Iteration 18Q: 3 clusters Score -143915.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -143950.656250 Penalty: 3529.731445 Iteration 19Q: 3 clusters Score -143950.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -143999.546875 Penalty: 3529.731445 Iteration 20F: 3 clusters Score -143999.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -144064.953125 Penalty: 3529.731445 Iteration 21Q: 3 clusters Score -144065 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -144165.953125 Penalty: 3529.731445 Iteration 22Q: 3 clusters Score -144166 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -144292.843750 Penalty: 3529.731445 Iteration 23Q: 3 clusters Score -144292.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -144584.093750 Penalty: 3529.731445 Iteration 24Q: 3 clusters Score -144584.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -145109.937500 Penalty: 3529.731445 Iteration 25F: 3 clusters Score -145109.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -145686.656250 Penalty: 3529.731445 Iteration 26Q: 3 clusters Score -145686.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -145785.890625 Penalty: 3529.731445 Iteration 27Q: 3 clusters Score -145785.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -145955.484375 Penalty: 3529.731445 Iteration 28Q: 3 clusters Score -145955.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -146148.812500 Penalty: 3529.731445 Iteration 29Q: 3 clusters Score -146148.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -146163.796875 Penalty: 3529.731445 Iteration 30Q: 3 clusters Score -146163.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -146163.796875 Penalty: 3529.731445 Iteration 31F: 3 clusters Score -146163.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 608 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5639 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26709 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8044 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9582 members Mstep: Class 17 contains 2515 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 242005 members Mstep: Class 22 contains 624 members Entering Unmasked Estep Score: -55434860.000000 Penalty: 71005.687500 Splitting cluster 2 changes total score from -55435308.000000 to -55434860.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (1692 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Entering Unmasked Estep Score: -214195.718750 Penalty: 1843.549316 Iteration 0F: 2 clusters Score -214195.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -211796.765625 Penalty: 3687.098633 Iteration 0F: 3 clusters Score -211796.8 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -212154.718750 Penalty: 3687.098633 Iteration 1F: 3 clusters Score -212154.7 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -212259.953125 Penalty: 3687.098633 Iteration 2F: 3 clusters Score -212260 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -212310.296875 Penalty: 3687.098633 Iteration 3Q: 3 clusters Score -212310.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -212340.406250 Penalty: 3687.098633 Iteration 4Q: 3 clusters Score -212340.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -212360.453125 Penalty: 3687.098633 Iteration 5Q: 3 clusters Score -212360.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -212386.265625 Penalty: 3687.098633 Iteration 6Q: 3 clusters Score -212386.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -212409.468750 Penalty: 3687.098633 Iteration 7Q: 3 clusters Score -212409.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -212423.031250 Penalty: 3687.098633 Iteration 8Q: 3 clusters Score -212423 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -212432.109375 Penalty: 3687.098633 Iteration 9Q: 3 clusters Score -212432.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -212437.500000 Penalty: 3687.098633 Iteration 10Q: 3 clusters Score -212437.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -212439.406250 Penalty: 3687.098633 Iteration 11Q: 3 clusters Score -212439.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -212442.343750 Penalty: 3687.098633 Iteration 12Q: 3 clusters Score -212442.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -212443.765625 Penalty: 3687.098633 Iteration 13Q: 3 clusters Score -212443.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -212444.296875 Penalty: 3687.098633 Iteration 14Q: 3 clusters Score -212444.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -212444.593750 Penalty: 3687.098633 Iteration 15Q: 3 clusters Score -212444.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -212444.593750 Penalty: 3687.098633 Iteration 16F: 3 clusters Score -212444.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Entering Unmasked Estep Score: -265231.312500 Penalty: 1916.210083 Iteration 0F: 2 clusters Score -265231.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -262476.093750 Penalty: 3832.420166 Iteration 0F: 3 clusters Score -262476.1 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -263088.968750 Penalty: 3832.420166 Iteration 1F: 3 clusters Score -263089 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -263345.250000 Penalty: 3832.420166 Iteration 2F: 3 clusters Score -263345.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -263534.656250 Penalty: 3832.420166 Iteration 3F: 3 clusters Score -263534.7 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -263682.843750 Penalty: 3832.420166 Iteration 4F: 3 clusters Score -263682.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -263798.250000 Penalty: 3832.420166 Iteration 5Q: 3 clusters Score -263798.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -263886.250000 Penalty: 3832.420166 Iteration 6Q: 3 clusters Score -263886.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -263971.781250 Penalty: 3832.420166 Iteration 7Q: 3 clusters Score -263971.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -264019.406250 Penalty: 3832.420166 Iteration 8Q: 3 clusters Score -264019.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -264059.718750 Penalty: 3832.420166 Iteration 9Q: 3 clusters Score -264059.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -264098.906250 Penalty: 3832.420166 Iteration 10Q: 3 clusters Score -264098.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -264129.562500 Penalty: 3832.420166 Iteration 11Q: 3 clusters Score -264129.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -264146.593750 Penalty: 3832.420166 Iteration 12Q: 3 clusters Score -264146.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -264176.625000 Penalty: 3832.420166 Iteration 13Q: 3 clusters Score -264176.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -264196.312500 Penalty: 3832.420166 Iteration 14Q: 3 clusters Score -264196.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -264207.156250 Penalty: 3832.420166 Iteration 15Q: 3 clusters Score -264207.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -264220.531250 Penalty: 3832.420166 Iteration 16Q: 3 clusters Score -264220.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -264231.562500 Penalty: 3832.420166 Iteration 17Q: 3 clusters Score -264231.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -264235.750000 Penalty: 3832.420166 Iteration 18Q: 3 clusters Score -264235.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -264236.875000 Penalty: 3832.420166 Iteration 19Q: 3 clusters Score -264236.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -264237.718750 Penalty: 3832.420166 Iteration 20F: 3 clusters Score -264237.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -264238.468750 Penalty: 3832.420166 Iteration 21Q: 3 clusters Score -264238.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -264240.000000 Penalty: 3832.420166 Iteration 22Q: 3 clusters Score -264240 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -264241.125000 Penalty: 3832.420166 Iteration 23Q: 3 clusters Score -264241.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -264241.125000 Penalty: 3832.420166 Iteration 24F: 3 clusters Score -264241.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (5639 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5639 members Entering Unmasked Estep Score: -722143.500000 Penalty: 2142.090576 Iteration 0F: 2 clusters Score -722143.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -717174.750000 Penalty: 4284.181152 Iteration 0F: 3 clusters Score -717174.8 nChanged 2185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -718365.875000 Penalty: 4284.181152 Iteration 1F: 3 clusters Score -718365.9 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -718600.375000 Penalty: 4284.181152 Iteration 2F: 3 clusters Score -718600.4 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -718751.437500 Penalty: 4284.181152 Iteration 3F: 3 clusters Score -718751.4 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -718865.062500 Penalty: 4284.181152 Iteration 4Q: 3 clusters Score -718865.1 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -718939.750000 Penalty: 4284.181152 Iteration 5Q: 3 clusters Score -718939.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -719005.625000 Penalty: 4284.181152 Iteration 6Q: 3 clusters Score -719005.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -719058.250000 Penalty: 4284.181152 Iteration 7Q: 3 clusters Score -719058.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -719099.312500 Penalty: 4284.181152 Iteration 8Q: 3 clusters Score -719099.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -719140.125000 Penalty: 4284.181152 Iteration 9Q: 3 clusters Score -719140.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -719180.187500 Penalty: 4284.181152 Iteration 10Q: 3 clusters Score -719180.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -719211.125000 Penalty: 4284.181152 Iteration 11Q: 3 clusters Score -719211.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -719242.125000 Penalty: 4284.181152 Iteration 12Q: 3 clusters Score -719242.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -719274.437500 Penalty: 4284.181152 Iteration 13Q: 3 clusters Score -719274.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -719311.875000 Penalty: 4284.181152 Iteration 14Q: 3 clusters Score -719311.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -719351.437500 Penalty: 4284.181152 Iteration 15Q: 3 clusters Score -719351.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -719392.312500 Penalty: 4284.181152 Iteration 16Q: 3 clusters Score -719392.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -719434.000000 Penalty: 4284.181152 Iteration 17Q: 3 clusters Score -719434 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -719474.312500 Penalty: 4284.181152 Iteration 18Q: 3 clusters Score -719474.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -719531.875000 Penalty: 4284.181152 Iteration 19Q: 3 clusters Score -719531.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 4074 members Entering Unmasked Estep Score: -719587.187500 Penalty: 4284.181152 Iteration 20F: 3 clusters Score -719587.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -719637.500000 Penalty: 4284.181152 Iteration 21Q: 3 clusters Score -719637.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -719686.562500 Penalty: 4284.181152 Iteration 22Q: 3 clusters Score -719686.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -719725.500000 Penalty: 4284.181152 Iteration 23Q: 3 clusters Score -719725.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -719755.437500 Penalty: 4284.181152 Iteration 24Q: 3 clusters Score -719755.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -719780.562500 Penalty: 4284.181152 Iteration 25Q: 3 clusters Score -719780.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -719808.625000 Penalty: 4284.181152 Iteration 26Q: 3 clusters Score -719808.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -719837.312500 Penalty: 4284.181152 Iteration 27Q: 3 clusters Score -719837.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -719862.437500 Penalty: 4284.181152 Iteration 28Q: 3 clusters Score -719862.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -719883.125000 Penalty: 4284.181152 Iteration 29Q: 3 clusters Score -719883.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -719907.062500 Penalty: 4284.181152 Iteration 30Q: 3 clusters Score -719907.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 4596 members Entering Unmasked Estep Score: -719933.125000 Penalty: 4284.181152 Iteration 31Q: 3 clusters Score -719933.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -719957.937500 Penalty: 4284.181152 Iteration 32Q: 3 clusters Score -719957.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 4683 members Entering Unmasked Estep Score: -719982.187500 Penalty: 4284.181152 Iteration 33Q: 3 clusters Score -719982.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -720001.562500 Penalty: 4284.181152 Iteration 34Q: 3 clusters Score -720001.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -720029.312500 Penalty: 4284.181152 Iteration 35Q: 3 clusters Score -720029.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -720057.437500 Penalty: 4284.181152 Iteration 36Q: 3 clusters Score -720057.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -720076.625000 Penalty: 4284.181152 Iteration 37Q: 3 clusters Score -720076.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 4837 members Entering Unmasked Estep Score: -720099.312500 Penalty: 4284.181152 Iteration 38Q: 3 clusters Score -720099.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -720118.750000 Penalty: 4284.181152 Iteration 39Q: 3 clusters Score -720118.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -720133.375000 Penalty: 4284.181152 Iteration 40F: 3 clusters Score -720133.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -720144.875000 Penalty: 4284.181152 Iteration 41Q: 3 clusters Score -720144.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 4927 members Entering Unmasked Estep Score: -720153.812500 Penalty: 4284.181152 Iteration 42Q: 3 clusters Score -720153.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 4946 members Entering Unmasked Estep Score: -720165.437500 Penalty: 4284.181152 Iteration 43Q: 3 clusters Score -720165.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -720174.437500 Penalty: 4284.181152 Iteration 44Q: 3 clusters Score -720174.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -720185.062500 Penalty: 4284.181152 Iteration 45Q: 3 clusters Score -720185.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 4985 members Entering Unmasked Estep Score: -720194.125000 Penalty: 4284.181152 Iteration 46Q: 3 clusters Score -720194.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 5005 members Entering Unmasked Estep Score: -720207.687500 Penalty: 4284.181152 Iteration 47Q: 3 clusters Score -720207.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -720220.625000 Penalty: 4284.181152 Iteration 48Q: 3 clusters Score -720220.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -720239.625000 Penalty: 4284.181152 Iteration 49Q: 3 clusters Score -720239.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -720259.187500 Penalty: 4284.181152 Iteration 50Q: 3 clusters Score -720259.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -720275.250000 Penalty: 4284.181152 Iteration 51Q: 3 clusters Score -720275.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -720286.625000 Penalty: 4284.181152 Iteration 52Q: 3 clusters Score -720286.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -720291.375000 Penalty: 4284.181152 Iteration 53Q: 3 clusters Score -720291.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -720298.750000 Penalty: 4284.181152 Iteration 54Q: 3 clusters Score -720298.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -720300.750000 Penalty: 4284.181152 Iteration 55Q: 3 clusters Score -720300.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -720304.000000 Penalty: 4284.181152 Iteration 56Q: 3 clusters Score -720304 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -720305.937500 Penalty: 4284.181152 Iteration 57Q: 3 clusters Score -720305.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -720308.437500 Penalty: 4284.181152 Iteration 58Q: 3 clusters Score -720308.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 5120 members Entering Unmasked Estep Score: -720308.687500 Penalty: 4284.181152 Iteration 59Q: 3 clusters Score -720308.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 5122 members Entering Unmasked Estep Score: -720309.000000 Penalty: 4284.181152 Iteration 60F: 3 clusters Score -720309 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -720310.625000 Penalty: 4284.181152 Iteration 61Q: 3 clusters Score -720310.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 5125 members Entering Unmasked Estep Score: -720312.125000 Penalty: 4284.181152 Iteration 62Q: 3 clusters Score -720312.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 5128 members Entering Unmasked Estep Score: -720313.500000 Penalty: 4284.181152 Iteration 63Q: 3 clusters Score -720313.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -720313.062500 Penalty: 4284.181152 Iteration 64Q: 3 clusters Score -720313.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 5130 members Entering Unmasked Estep Score: -720313.875000 Penalty: 4284.181152 Iteration 65Q: 3 clusters Score -720313.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 5131 members Entering Unmasked Estep Score: -720315.062500 Penalty: 4284.181152 Iteration 66Q: 3 clusters Score -720315.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -720316.562500 Penalty: 4284.181152 Iteration 67Q: 3 clusters Score -720316.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -720316.562500 Penalty: 4284.181152 Iteration 68F: 3 clusters Score -720316.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (518 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Entering Unmasked Estep Score: -54279.730469 Penalty: 1549.993896 Iteration 0F: 2 clusters Score -54279.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -52810.289062 Penalty: 3099.987793 Iteration 0F: 3 clusters Score -52810.29 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -53148.453125 Penalty: 3099.987793 Iteration 1F: 3 clusters Score -53148.45 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -53348.699219 Penalty: 3099.987793 Iteration 2F: 3 clusters Score -53348.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -53497.039062 Penalty: 3099.987793 Iteration 3F: 3 clusters Score -53497.04 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -53615.910156 Penalty: 3099.987793 Iteration 4Q: 3 clusters Score -53615.91 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -53685.828125 Penalty: 3099.987793 Iteration 5Q: 3 clusters Score -53685.83 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -53759.500000 Penalty: 3099.987793 Iteration 6Q: 3 clusters Score -53759.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -53807.207031 Penalty: 3099.987793 Iteration 7Q: 3 clusters Score -53807.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -53841.003906 Penalty: 3099.987793 Iteration 8Q: 3 clusters Score -53841 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -53892.226562 Penalty: 3099.987793 Iteration 9Q: 3 clusters Score -53892.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -53913.656250 Penalty: 3099.987793 Iteration 10Q: 3 clusters Score -53913.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -53926.148438 Penalty: 3099.987793 Iteration 11Q: 3 clusters Score -53926.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -53938.687500 Penalty: 3099.987793 Iteration 12Q: 3 clusters Score -53938.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -53963.859375 Penalty: 3099.987793 Iteration 13Q: 3 clusters Score -53963.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -54004.160156 Penalty: 3099.987793 Iteration 14Q: 3 clusters Score -54004.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -54054.707031 Penalty: 3099.987793 Iteration 15Q: 3 clusters Score -54054.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -54067.460938 Penalty: 3099.987793 Iteration 16Q: 3 clusters Score -54067.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -54086.671875 Penalty: 3099.987793 Iteration 17Q: 3 clusters Score -54086.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -54101.183594 Penalty: 3099.987793 Iteration 18Q: 3 clusters Score -54101.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -54108.226562 Penalty: 3099.987793 Iteration 19Q: 3 clusters Score -54108.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -54113.570312 Penalty: 3099.987793 Iteration 20F: 3 clusters Score -54113.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -54134.578125 Penalty: 3099.987793 Iteration 21Q: 3 clusters Score -54134.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -54137.328125 Penalty: 3099.987793 Iteration 22Q: 3 clusters Score -54137.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -54142.554688 Penalty: 3099.987793 Iteration 23Q: 3 clusters Score -54142.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -54142.554688 Penalty: 3099.987793 Iteration 24F: 3 clusters Score -54142.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Entering Unmasked Estep Score: -380535.968750 Penalty: 2002.898682 Iteration 0F: 2 clusters Score -380536 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -377119.343750 Penalty: 4005.797363 Iteration 0F: 3 clusters Score -377119.3 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -377866.437500 Penalty: 4005.797363 Iteration 1F: 3 clusters Score -377866.4 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -378055.218750 Penalty: 4005.797363 Iteration 2F: 3 clusters Score -378055.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -378217.843750 Penalty: 4005.797363 Iteration 3F: 3 clusters Score -378217.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -378382.687500 Penalty: 4005.797363 Iteration 4Q: 3 clusters Score -378382.7 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -378514.531250 Penalty: 4005.797363 Iteration 5Q: 3 clusters Score -378514.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -378616.437500 Penalty: 4005.797363 Iteration 6Q: 3 clusters Score -378616.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -378710.593750 Penalty: 4005.797363 Iteration 7Q: 3 clusters Score -378710.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -378788.031250 Penalty: 4005.797363 Iteration 8Q: 3 clusters Score -378788 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -378869.250000 Penalty: 4005.797363 Iteration 9Q: 3 clusters Score -378869.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -378949.187500 Penalty: 4005.797363 Iteration 10Q: 3 clusters Score -378949.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -379049.468750 Penalty: 4005.797363 Iteration 11Q: 3 clusters Score -379049.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -379130.062500 Penalty: 4005.797363 Iteration 12Q: 3 clusters Score -379130.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -379213.937500 Penalty: 4005.797363 Iteration 13Q: 3 clusters Score -379213.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -379293.000000 Penalty: 4005.797363 Iteration 14Q: 3 clusters Score -379293 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -379394.625000 Penalty: 4005.797363 Iteration 15Q: 3 clusters Score -379394.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -379506.093750 Penalty: 4005.797363 Iteration 16Q: 3 clusters Score -379506.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -379612.031250 Penalty: 4005.797363 Iteration 17Q: 3 clusters Score -379612 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -379699.437500 Penalty: 4005.797363 Iteration 18Q: 3 clusters Score -379699.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -379752.375000 Penalty: 4005.797363 Iteration 19Q: 3 clusters Score -379752.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -379774.218750 Penalty: 4005.797363 Iteration 20F: 3 clusters Score -379774.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -379781.812500 Penalty: 4005.797363 Iteration 21Q: 3 clusters Score -379781.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -379786.062500 Penalty: 4005.797363 Iteration 22Q: 3 clusters Score -379786.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -379785.687500 Penalty: 4005.797363 Iteration 23Q: 3 clusters Score -379785.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -379786.375000 Penalty: 4005.797363 Iteration 24Q: 3 clusters Score -379786.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -379787.562500 Penalty: 4005.797363 Iteration 25Q: 3 clusters Score -379787.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -379787.562500 Penalty: 4005.797363 Iteration 26F: 3 clusters Score -379787.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (50295 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50295 members Entering Unmasked Estep Score: -6431418.000000 Penalty: 2684.763916 Iteration 0F: 2 clusters Score -6431418 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25026 members Mstep: Class 2 contains 25269 members Entering Unmasked Estep Score: -6397670.500000 Penalty: 5369.527832 Iteration 0F: 3 clusters Score -6397670 nChanged 23173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24231 members Mstep: Class 2 contains 26064 members Entering Unmasked Estep Score: -6410219.500000 Penalty: 5369.527832 Iteration 1F: 3 clusters Score -6410220 nChanged 1793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23890 members Mstep: Class 2 contains 26405 members Entering Unmasked Estep Score: -6410602.500000 Penalty: 5369.527832 Iteration 2Q: 3 clusters Score -6410602 nChanged 1632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23408 members Mstep: Class 2 contains 26887 members Entering Unmasked Estep Score: -6411008.500000 Penalty: 5369.527832 Iteration 3Q: 3 clusters Score -6411008 nChanged 1602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22676 members Mstep: Class 2 contains 27619 members Entering Unmasked Estep Score: -6411469.500000 Penalty: 5369.527832 Iteration 4Q: 3 clusters Score -6411470 nChanged 1703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21609 members Mstep: Class 2 contains 28686 members Entering Unmasked Estep Score: -6411983.000000 Penalty: 5369.527832 Iteration 5Q: 3 clusters Score -6411983 nChanged 1833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20162 members Mstep: Class 2 contains 30133 members Entering Unmasked Estep Score: -6412687.000000 Penalty: 5369.527832 Iteration 6Q: 3 clusters Score -6412687 nChanged 2223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18097 members Mstep: Class 2 contains 32198 members Entering Unmasked Estep Score: -6413720.000000 Penalty: 5369.527832 Iteration 7Q: 3 clusters Score -6413720 nChanged 2871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15300 members Mstep: Class 2 contains 34995 members Entering Unmasked Estep Score: -6415442.000000 Penalty: 5369.527832 Iteration 8F: 3 clusters Score -6415442 nChanged 3716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11620 members Mstep: Class 2 contains 38675 members Entering Unmasked Estep Score: -6418251.000000 Penalty: 5369.527832 Iteration 9F: 3 clusters Score -6418251 nChanged 4172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7456 members Mstep: Class 2 contains 42839 members Entering Unmasked Estep Score: -6421959.000000 Penalty: 5369.527832 Iteration 10F: 3 clusters Score -6421959 nChanged 3691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 46530 members Entering Unmasked Estep Score: -6425517.000000 Penalty: 5369.527832 Iteration 11F: 3 clusters Score -6425517 nChanged 2243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 48773 members Entering Unmasked Estep Score: -6427697.000000 Penalty: 5369.527832 Iteration 12Q: 3 clusters Score -6427697 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 49655 members Entering Unmasked Estep Score: -6428523.000000 Penalty: 5369.527832 Iteration 13Q: 3 clusters Score -6428523 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 49920 members Entering Unmasked Estep Score: -6428806.500000 Penalty: 5369.527832 Iteration 14Q: 3 clusters Score -6428806 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 50003 members Entering Unmasked Estep Score: -6428889.000000 Penalty: 5369.527832 Iteration 15Q: 3 clusters Score -6428889 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 50037 members Entering Unmasked Estep Score: -6428940.000000 Penalty: 5369.527832 Iteration 16Q: 3 clusters Score -6428940 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 50055 members Entering Unmasked Estep Score: -6428981.500000 Penalty: 5369.527832 Iteration 17Q: 3 clusters Score -6428982 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 50063 members Entering Unmasked Estep Score: -6428993.000000 Penalty: 5369.527832 Iteration 18Q: 3 clusters Score -6428993 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 50068 members Entering Unmasked Estep Score: -6429007.500000 Penalty: 5369.527832 Iteration 19Q: 3 clusters Score -6429008 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 50067 members Entering Unmasked Estep Score: -6429010.000000 Penalty: 5369.527832 Iteration 20F: 3 clusters Score -6429010 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 50068 members Entering Unmasked Estep Score: -6429028.500000 Penalty: 5369.527832 Iteration 21Q: 3 clusters Score -6429028 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 50069 members Entering Unmasked Estep Score: -6429032.500000 Penalty: 5369.527832 Iteration 22Q: 3 clusters Score -6429032 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 50072 members Entering Unmasked Estep Score: -6429034.500000 Penalty: 5369.527832 Iteration 23Q: 3 clusters Score -6429034 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 50076 members Entering Unmasked Estep Score: -6429040.000000 Penalty: 5369.527832 Iteration 24Q: 3 clusters Score -6429040 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 50079 members Entering Unmasked Estep Score: -6429049.000000 Penalty: 5369.527832 Iteration 25Q: 3 clusters Score -6429049 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 50081 members Entering Unmasked Estep Score: -6429049.000000 Penalty: 5369.527832 Iteration 26Q: 3 clusters Score -6429049 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 50082 members Entering Unmasked Estep Score: -6429050.000000 Penalty: 5369.527832 Iteration 27Q: 3 clusters Score -6429050 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 50083 members Entering Unmasked Estep Score: -6429055.500000 Penalty: 5369.527832 Iteration 28Q: 3 clusters Score -6429056 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 50083 members Entering Unmasked Estep Score: -6429055.500000 Penalty: 5369.527832 Iteration 29F: 3 clusters Score -6429056 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (63761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63761 members Entering Unmasked Estep Score: -8027376.000000 Penalty: 2743.598389 Iteration 0F: 2 clusters Score -8027376 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31895 members Mstep: Class 2 contains 31866 members Entering Unmasked Estep Score: -7984761.500000 Penalty: 5487.196777 Iteration 0F: 3 clusters Score -7984762 nChanged 29674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31985 members Mstep: Class 2 contains 31776 members Entering Unmasked Estep Score: -8001283.000000 Penalty: 5487.196777 Iteration 1F: 3 clusters Score -8001283 nChanged 2119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31990 members Mstep: Class 2 contains 31771 members Entering Unmasked Estep Score: -8001776.500000 Penalty: 5487.196777 Iteration 2Q: 3 clusters Score -8001776 nChanged 2057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32005 members Mstep: Class 2 contains 31756 members Entering Unmasked Estep Score: -8002284.000000 Penalty: 5487.196777 Iteration 3Q: 3 clusters Score -8002284 nChanged 2070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32071 members Mstep: Class 2 contains 31690 members Entering Unmasked Estep Score: -8002927.000000 Penalty: 5487.196777 Iteration 4Q: 3 clusters Score -8002927 nChanged 2139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32246 members Mstep: Class 2 contains 31515 members Entering Unmasked Estep Score: -8003617.000000 Penalty: 5487.196777 Iteration 5Q: 3 clusters Score -8003617 nChanged 2237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32545 members Mstep: Class 2 contains 31216 members Entering Unmasked Estep Score: -8004432.500000 Penalty: 5487.196777 Iteration 6Q: 3 clusters Score -8004432 nChanged 2517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32992 members Mstep: Class 2 contains 30769 members Entering Unmasked Estep Score: -8005512.500000 Penalty: 5487.196777 Iteration 7Q: 3 clusters Score -8005512 nChanged 2858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33700 members Mstep: Class 2 contains 30061 members Entering Unmasked Estep Score: -8006969.000000 Penalty: 5487.196777 Iteration 8Q: 3 clusters Score -8006969 nChanged 3378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34704 members Mstep: Class 2 contains 29057 members Entering Unmasked Estep Score: -8008982.000000 Penalty: 5487.196777 Iteration 9F: 3 clusters Score -8008982 nChanged 3710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36012 members Mstep: Class 2 contains 27749 members Entering Unmasked Estep Score: -8011526.500000 Penalty: 5487.196777 Iteration 10F: 3 clusters Score -8011526 nChanged 3781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37331 members Mstep: Class 2 contains 26430 members Entering Unmasked Estep Score: -8014125.500000 Penalty: 5487.196777 Iteration 11F: 3 clusters Score -8014126 nChanged 3327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38442 members Mstep: Class 2 contains 25319 members Entering Unmasked Estep Score: -8016203.500000 Penalty: 5487.196777 Iteration 12F: 3 clusters Score -8016204 nChanged 2534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39332 members Mstep: Class 2 contains 24429 members Entering Unmasked Estep Score: -8017352.000000 Penalty: 5487.196777 Iteration 13Q: 3 clusters Score -8017352 nChanged 1707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40107 members Mstep: Class 2 contains 23654 members Entering Unmasked Estep Score: -8017920.500000 Penalty: 5487.196777 Iteration 14Q: 3 clusters Score -8017920 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40816 members Mstep: Class 2 contains 22945 members Entering Unmasked Estep Score: -8018275.500000 Penalty: 5487.196777 Iteration 15Q: 3 clusters Score -8018276 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41565 members Mstep: Class 2 contains 22196 members Entering Unmasked Estep Score: -8018582.000000 Penalty: 5487.196777 Iteration 16Q: 3 clusters Score -8018582 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42293 members Mstep: Class 2 contains 21468 members Entering Unmasked Estep Score: -8018869.000000 Penalty: 5487.196777 Iteration 17Q: 3 clusters Score -8018869 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43022 members Mstep: Class 2 contains 20739 members Entering Unmasked Estep Score: -8019123.000000 Penalty: 5487.196777 Iteration 18Q: 3 clusters Score -8019123 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43781 members Mstep: Class 2 contains 19980 members Entering Unmasked Estep Score: -8019434.500000 Penalty: 5487.196777 Iteration 19Q: 3 clusters Score -8019434 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44589 members Mstep: Class 2 contains 19172 members Entering Unmasked Estep Score: -8019679.500000 Penalty: 5487.196777 Iteration 20F: 3 clusters Score -8019680 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45447 members Mstep: Class 2 contains 18314 members Entering Unmasked Estep Score: -8020016.500000 Penalty: 5487.196777 Iteration 21Q: 3 clusters Score -8020016 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46355 members Mstep: Class 2 contains 17406 members Entering Unmasked Estep Score: -8020351.500000 Penalty: 5487.196777 Iteration 22Q: 3 clusters Score -8020352 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47312 members Mstep: Class 2 contains 16449 members Entering Unmasked Estep Score: -8020750.500000 Penalty: 5487.196777 Iteration 23Q: 3 clusters Score -8020750 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48307 members Mstep: Class 2 contains 15454 members Entering Unmasked Estep Score: -8021229.000000 Penalty: 5487.196777 Iteration 24Q: 3 clusters Score -8021229 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49352 members Mstep: Class 2 contains 14409 members Entering Unmasked Estep Score: -8021691.000000 Penalty: 5487.196777 Iteration 25Q: 3 clusters Score -8021691 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50421 members Mstep: Class 2 contains 13340 members Entering Unmasked Estep Score: -8022266.000000 Penalty: 5487.196777 Iteration 26Q: 3 clusters Score -8022266 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51517 members Mstep: Class 2 contains 12244 members Entering Unmasked Estep Score: -8022913.000000 Penalty: 5487.196777 Iteration 27Q: 3 clusters Score -8022913 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52550 members Mstep: Class 2 contains 11211 members Entering Unmasked Estep Score: -8023523.500000 Penalty: 5487.196777 Iteration 28Q: 3 clusters Score -8023524 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53488 members Mstep: Class 2 contains 10273 members Entering Unmasked Estep Score: -8024094.000000 Penalty: 5487.196777 Iteration 29Q: 3 clusters Score -8024094 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54300 members Mstep: Class 2 contains 9461 members Entering Unmasked Estep Score: -8024602.000000 Penalty: 5487.196777 Iteration 30Q: 3 clusters Score -8024602 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54975 members Mstep: Class 2 contains 8786 members Entering Unmasked Estep Score: -8025023.000000 Penalty: 5487.196777 Iteration 31Q: 3 clusters Score -8025023 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55554 members Mstep: Class 2 contains 8207 members Entering Unmasked Estep Score: -8025337.000000 Penalty: 5487.196777 Iteration 32Q: 3 clusters Score -8025337 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55985 members Mstep: Class 2 contains 7776 members Entering Unmasked Estep Score: -8025534.500000 Penalty: 5487.196777 Iteration 33Q: 3 clusters Score -8025534 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56371 members Mstep: Class 2 contains 7390 members Entering Unmasked Estep Score: -8025675.000000 Penalty: 5487.196777 Iteration 34Q: 3 clusters Score -8025675 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56691 members Mstep: Class 2 contains 7070 members Entering Unmasked Estep Score: -8025787.000000 Penalty: 5487.196777 Iteration 35Q: 3 clusters Score -8025787 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56932 members Mstep: Class 2 contains 6829 members Entering Unmasked Estep Score: -8025845.500000 Penalty: 5487.196777 Iteration 36Q: 3 clusters Score -8025846 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57124 members Mstep: Class 2 contains 6637 members Entering Unmasked Estep Score: -8025925.000000 Penalty: 5487.196777 Iteration 37Q: 3 clusters Score -8025925 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57282 members Mstep: Class 2 contains 6479 members Entering Unmasked Estep Score: -8025952.000000 Penalty: 5487.196777 Iteration 38Q: 3 clusters Score -8025952 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57406 members Mstep: Class 2 contains 6355 members Entering Unmasked Estep Score: -8025967.000000 Penalty: 5487.196777 Iteration 39Q: 3 clusters Score -8025967 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57506 members Mstep: Class 2 contains 6255 members Entering Unmasked Estep Score: -8025992.500000 Penalty: 5487.196777 Iteration 40F: 3 clusters Score -8025992 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57622 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -8026006.500000 Penalty: 5487.196777 Iteration 41Q: 3 clusters Score -8026006 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57726 members Mstep: Class 2 contains 6035 members Entering Unmasked Estep Score: -8026021.500000 Penalty: 5487.196777 Iteration 42Q: 3 clusters Score -8026022 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57825 members Mstep: Class 2 contains 5936 members Entering Unmasked Estep Score: -8026034.000000 Penalty: 5487.196777 Iteration 43Q: 3 clusters Score -8026034 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57916 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -8026038.000000 Penalty: 5487.196777 Iteration 44Q: 3 clusters Score -8026038 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57990 members Mstep: Class 2 contains 5771 members Entering Unmasked Estep Score: -8026044.500000 Penalty: 5487.196777 Iteration 45Q: 3 clusters Score -8026044 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58053 members Mstep: Class 2 contains 5708 members Entering Unmasked Estep Score: -8026041.500000 Penalty: 5487.196777 Iteration 46Q: 3 clusters Score -8026042 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58099 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -8026043.000000 Penalty: 5487.196777 Iteration 47Q: 3 clusters Score -8026043 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58143 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -8026043.000000 Penalty: 5487.196777 Iteration 48Q: 3 clusters Score -8026043 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58172 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -8026048.000000 Penalty: 5487.196777 Iteration 49Q: 3 clusters Score -8026048 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58191 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -8026051.500000 Penalty: 5487.196777 Iteration 50Q: 3 clusters Score -8026052 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58217 members Mstep: Class 2 contains 5544 members Entering Unmasked Estep Score: -8026051.500000 Penalty: 5487.196777 Iteration 51Q: 3 clusters Score -8026052 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58234 members Mstep: Class 2 contains 5527 members Entering Unmasked Estep Score: -8026052.000000 Penalty: 5487.196777 Iteration 52Q: 3 clusters Score -8026052 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58252 members Mstep: Class 2 contains 5509 members Entering Unmasked Estep Score: -8026053.000000 Penalty: 5487.196777 Iteration 53Q: 3 clusters Score -8026053 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58270 members Mstep: Class 2 contains 5491 members Entering Unmasked Estep Score: -8026061.500000 Penalty: 5487.196777 Iteration 54Q: 3 clusters Score -8026062 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58286 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -8026068.500000 Penalty: 5487.196777 Iteration 55Q: 3 clusters Score -8026068 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58296 members Mstep: Class 2 contains 5465 members Entering Unmasked Estep Score: -8026063.500000 Penalty: 5487.196777 Iteration 56Q: 3 clusters Score -8026064 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58301 members Mstep: Class 2 contains 5460 members Entering Unmasked Estep Score: -8026063.500000 Penalty: 5487.196777 Iteration 57Q: 3 clusters Score -8026064 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58311 members Mstep: Class 2 contains 5450 members Entering Unmasked Estep Score: -8026068.000000 Penalty: 5487.196777 Iteration 58Q: 3 clusters Score -8026068 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58325 members Mstep: Class 2 contains 5436 members Entering Unmasked Estep Score: -8026072.000000 Penalty: 5487.196777 Iteration 59Q: 3 clusters Score -8026072 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58340 members Mstep: Class 2 contains 5421 members Entering Unmasked Estep Score: -8026072.500000 Penalty: 5487.196777 Iteration 60F: 3 clusters Score -8026072 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58352 members Mstep: Class 2 contains 5409 members Entering Unmasked Estep Score: -8026073.500000 Penalty: 5487.196777 Iteration 61Q: 3 clusters Score -8026074 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58366 members Mstep: Class 2 contains 5395 members Entering Unmasked Estep Score: -8026071.500000 Penalty: 5487.196777 Iteration 62Q: 3 clusters Score -8026072 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58373 members Mstep: Class 2 contains 5388 members Entering Unmasked Estep Score: -8026076.000000 Penalty: 5487.196777 Iteration 63Q: 3 clusters Score -8026076 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58383 members Mstep: Class 2 contains 5378 members Entering Unmasked Estep Score: -8026077.500000 Penalty: 5487.196777 Iteration 64Q: 3 clusters Score -8026078 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58389 members Mstep: Class 2 contains 5372 members Entering Unmasked Estep Score: -8026072.500000 Penalty: 5487.196777 Iteration 65Q: 3 clusters Score -8026072 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58394 members Mstep: Class 2 contains 5367 members Entering Unmasked Estep Score: -8026072.500000 Penalty: 5487.196777 Iteration 66Q: 3 clusters Score -8026072 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58397 members Mstep: Class 2 contains 5364 members Entering Unmasked Estep Score: -8026066.500000 Penalty: 5487.196777 Iteration 67Q: 3 clusters Score -8026066 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58402 members Mstep: Class 2 contains 5359 members Entering Unmasked Estep Score: -8026070.500000 Penalty: 5487.196777 Iteration 68Q: 3 clusters Score -8026070 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58408 members Mstep: Class 2 contains 5353 members Entering Unmasked Estep Score: -8026072.500000 Penalty: 5487.196777 Iteration 69Q: 3 clusters Score -8026072 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58414 members Mstep: Class 2 contains 5347 members Entering Unmasked Estep Score: -8026065.500000 Penalty: 5487.196777 Iteration 70Q: 3 clusters Score -8026066 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58420 members Mstep: Class 2 contains 5341 members Entering Unmasked Estep Score: -8026059.000000 Penalty: 5487.196777 Iteration 71Q: 3 clusters Score -8026059 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58424 members Mstep: Class 2 contains 5337 members Entering Unmasked Estep Score: -8026058.500000 Penalty: 5487.196777 Iteration 72Q: 3 clusters Score -8026058 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58430 members Mstep: Class 2 contains 5331 members Entering Unmasked Estep Score: -8026063.500000 Penalty: 5487.196777 Iteration 73Q: 3 clusters Score -8026064 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58433 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -8026063.000000 Penalty: 5487.196777 Iteration 74Q: 3 clusters Score -8026063 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58433 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -8026063.000000 Penalty: 5487.196777 Iteration 75F: 3 clusters Score -8026063 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Entering Unmasked Estep Score: -439060.937500 Penalty: 2025.925171 Iteration 0F: 2 clusters Score -439060.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -435456.562500 Penalty: 4051.850342 Iteration 0F: 3 clusters Score -435456.6 nChanged 1278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -436245.406250 Penalty: 4051.850342 Iteration 1F: 3 clusters Score -436245.4 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -436445.281250 Penalty: 4051.850342 Iteration 2F: 3 clusters Score -436445.3 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -436593.000000 Penalty: 4051.850342 Iteration 3F: 3 clusters Score -436593 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -436707.656250 Penalty: 4051.850342 Iteration 4Q: 3 clusters Score -436707.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -436799.093750 Penalty: 4051.850342 Iteration 5Q: 3 clusters Score -436799.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -436864.562500 Penalty: 4051.850342 Iteration 6Q: 3 clusters Score -436864.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -436926.968750 Penalty: 4051.850342 Iteration 7Q: 3 clusters Score -436927 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -436986.687500 Penalty: 4051.850342 Iteration 8Q: 3 clusters Score -436986.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -437043.718750 Penalty: 4051.850342 Iteration 9Q: 3 clusters Score -437043.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -437109.000000 Penalty: 4051.850342 Iteration 10Q: 3 clusters Score -437109 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -437204.593750 Penalty: 4051.850342 Iteration 11Q: 3 clusters Score -437204.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -437345.281250 Penalty: 4051.850342 Iteration 12Q: 3 clusters Score -437345.3 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -437520.875000 Penalty: 4051.850342 Iteration 13Q: 3 clusters Score -437520.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -437715.312500 Penalty: 4051.850342 Iteration 14Q: 3 clusters Score -437715.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -437920.937500 Penalty: 4051.850342 Iteration 15Q: 3 clusters Score -437920.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -438090.625000 Penalty: 4051.850342 Iteration 16Q: 3 clusters Score -438090.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -438201.375000 Penalty: 4051.850342 Iteration 17Q: 3 clusters Score -438201.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -438242.000000 Penalty: 4051.850342 Iteration 18Q: 3 clusters Score -438242 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -438254.906250 Penalty: 4051.850342 Iteration 19Q: 3 clusters Score -438254.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -438264.500000 Penalty: 4051.850342 Iteration 20F: 3 clusters Score -438264.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -438267.718750 Penalty: 4051.850342 Iteration 21Q: 3 clusters Score -438267.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -438270.968750 Penalty: 4051.850342 Iteration 22Q: 3 clusters Score -438271 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -438271.375000 Penalty: 4051.850342 Iteration 23Q: 3 clusters Score -438271.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -438272.406250 Penalty: 4051.850342 Iteration 24Q: 3 clusters Score -438272.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -438272.750000 Penalty: 4051.850342 Iteration 25Q: 3 clusters Score -438272.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -438272.687500 Penalty: 4051.850342 Iteration 26Q: 3 clusters Score -438272.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -438272.781250 Penalty: 4051.850342 Iteration 27Q: 3 clusters Score -438272.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -438274.406250 Penalty: 4051.850342 Iteration 28Q: 3 clusters Score -438274.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -438274.406250 Penalty: 4051.850342 Iteration 29F: 3 clusters Score -438274.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (26709 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26709 members Entering Unmasked Estep Score: -3303441.000000 Penalty: 2527.803467 Iteration 0F: 2 clusters Score -3303441 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13429 members Mstep: Class 2 contains 13280 members Entering Unmasked Estep Score: -3285120.000000 Penalty: 5055.606934 Iteration 0F: 3 clusters Score -3285120 nChanged 11838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14047 members Mstep: Class 2 contains 12662 members Entering Unmasked Estep Score: -3291276.500000 Penalty: 5055.606934 Iteration 1F: 3 clusters Score -3291276 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14381 members Mstep: Class 2 contains 12328 members Entering Unmasked Estep Score: -3291640.250000 Penalty: 5055.606934 Iteration 2Q: 3 clusters Score -3291640 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14870 members Mstep: Class 2 contains 11839 members Entering Unmasked Estep Score: -3291966.000000 Penalty: 5055.606934 Iteration 3Q: 3 clusters Score -3291966 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15513 members Mstep: Class 2 contains 11196 members Entering Unmasked Estep Score: -3292319.750000 Penalty: 5055.606934 Iteration 4Q: 3 clusters Score -3292320 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16369 members Mstep: Class 2 contains 10340 members Entering Unmasked Estep Score: -3292728.250000 Penalty: 5055.606934 Iteration 5Q: 3 clusters Score -3292728 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17513 members Mstep: Class 2 contains 9196 members Entering Unmasked Estep Score: -3293344.500000 Penalty: 5055.606934 Iteration 6Q: 3 clusters Score -3293344 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18981 members Mstep: Class 2 contains 7728 members Entering Unmasked Estep Score: -3294291.000000 Penalty: 5055.606934 Iteration 7F: 3 clusters Score -3294291 nChanged 1891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20836 members Mstep: Class 2 contains 5873 members Entering Unmasked Estep Score: -3295760.000000 Penalty: 5055.606934 Iteration 8F: 3 clusters Score -3295760 nChanged 1977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22805 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -3297528.250000 Penalty: 5055.606934 Iteration 9F: 3 clusters Score -3297528 nChanged 1691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24482 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -3299152.500000 Penalty: 5055.606934 Iteration 10F: 3 clusters Score -3299152 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25588 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -3300260.000000 Penalty: 5055.606934 Iteration 11Q: 3 clusters Score -3300260 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26095 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -3300746.000000 Penalty: 5055.606934 Iteration 12Q: 3 clusters Score -3300746 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26322 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -3300979.250000 Penalty: 5055.606934 Iteration 13Q: 3 clusters Score -3300979 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26406 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -3301077.500000 Penalty: 5055.606934 Iteration 14Q: 3 clusters Score -3301078 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26441 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -3301143.250000 Penalty: 5055.606934 Iteration 15Q: 3 clusters Score -3301143 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26460 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -3301181.000000 Penalty: 5055.606934 Iteration 16Q: 3 clusters Score -3301181 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26467 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -3301201.750000 Penalty: 5055.606934 Iteration 17Q: 3 clusters Score -3301202 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26473 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -3301210.500000 Penalty: 5055.606934 Iteration 18Q: 3 clusters Score -3301210 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26476 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -3301214.250000 Penalty: 5055.606934 Iteration 19Q: 3 clusters Score -3301214 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26480 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -3301219.500000 Penalty: 5055.606934 Iteration 20F: 3 clusters Score -3301220 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26485 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -3301230.000000 Penalty: 5055.606934 Iteration 21Q: 3 clusters Score -3301230 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26485 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -3301237.250000 Penalty: 5055.606934 Iteration 22Q: 3 clusters Score -3301237 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26485 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -3301239.000000 Penalty: 5055.606934 Iteration 23Q: 3 clusters Score -3301239 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26484 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -3301239.250000 Penalty: 5055.606934 Iteration 24Q: 3 clusters Score -3301239 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26484 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -3301239.250000 Penalty: 5055.606934 Iteration 25F: 3 clusters Score -3301239 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (9357 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9357 members Entering Unmasked Estep Score: -1195399.000000 Penalty: 2267.682129 Iteration 0F: 2 clusters Score -1195399 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4698 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -1188163.375000 Penalty: 4535.364258 Iteration 0F: 3 clusters Score -1188163 nChanged 3798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -1190099.000000 Penalty: 4535.364258 Iteration 1F: 3 clusters Score -1190099 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -1190365.000000 Penalty: 4535.364258 Iteration 2F: 3 clusters Score -1190365 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -1190554.875000 Penalty: 4535.364258 Iteration 3Q: 3 clusters Score -1190555 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -1190763.375000 Penalty: 4535.364258 Iteration 4Q: 3 clusters Score -1190763 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -1190958.375000 Penalty: 4535.364258 Iteration 5Q: 3 clusters Score -1190958 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -1191141.000000 Penalty: 4535.364258 Iteration 6Q: 3 clusters Score -1191141 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5589 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -1191319.875000 Penalty: 4535.364258 Iteration 7Q: 3 clusters Score -1191320 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5875 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -1191546.250000 Penalty: 4535.364258 Iteration 8Q: 3 clusters Score -1191546 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6211 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -1191777.875000 Penalty: 4535.364258 Iteration 9Q: 3 clusters Score -1191778 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -1192055.750000 Penalty: 4535.364258 Iteration 10Q: 3 clusters Score -1192056 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6989 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -1192364.375000 Penalty: 4535.364258 Iteration 11Q: 3 clusters Score -1192364 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7391 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -1192675.500000 Penalty: 4535.364258 Iteration 12Q: 3 clusters Score -1192676 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7729 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -1192968.250000 Penalty: 4535.364258 Iteration 13Q: 3 clusters Score -1192968 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8049 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -1193236.625000 Penalty: 4535.364258 Iteration 14Q: 3 clusters Score -1193237 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8293 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -1193435.750000 Penalty: 4535.364258 Iteration 15Q: 3 clusters Score -1193436 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8466 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -1193567.875000 Penalty: 4535.364258 Iteration 16Q: 3 clusters Score -1193568 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8597 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -1193652.375000 Penalty: 4535.364258 Iteration 17Q: 3 clusters Score -1193652 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8672 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -1193715.250000 Penalty: 4535.364258 Iteration 18Q: 3 clusters Score -1193715 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8726 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -1193751.750000 Penalty: 4535.364258 Iteration 19Q: 3 clusters Score -1193752 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8756 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -1193777.375000 Penalty: 4535.364258 Iteration 20F: 3 clusters Score -1193777 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8783 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -1193796.875000 Penalty: 4535.364258 Iteration 21Q: 3 clusters Score -1193797 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8804 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -1193809.875000 Penalty: 4535.364258 Iteration 22Q: 3 clusters Score -1193810 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8816 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -1193818.750000 Penalty: 4535.364258 Iteration 23Q: 3 clusters Score -1193819 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8821 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -1193823.750000 Penalty: 4535.364258 Iteration 24Q: 3 clusters Score -1193824 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8828 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -1193827.500000 Penalty: 4535.364258 Iteration 25Q: 3 clusters Score -1193828 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8829 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -1193831.500000 Penalty: 4535.364258 Iteration 26Q: 3 clusters Score -1193832 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8836 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -1193834.625000 Penalty: 4535.364258 Iteration 27Q: 3 clusters Score -1193835 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8840 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -1193838.500000 Penalty: 4535.364258 Iteration 28Q: 3 clusters Score -1193838 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8844 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -1193843.375000 Penalty: 4535.364258 Iteration 29Q: 3 clusters Score -1193843 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8847 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -1193845.250000 Penalty: 4535.364258 Iteration 30Q: 3 clusters Score -1193845 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8848 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -1193848.125000 Penalty: 4535.364258 Iteration 31Q: 3 clusters Score -1193848 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8850 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -1193850.250000 Penalty: 4535.364258 Iteration 32Q: 3 clusters Score -1193850 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8853 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -1193852.625000 Penalty: 4535.364258 Iteration 33Q: 3 clusters Score -1193853 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8859 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -1193856.375000 Penalty: 4535.364258 Iteration 34Q: 3 clusters Score -1193856 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8862 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -1193859.000000 Penalty: 4535.364258 Iteration 35Q: 3 clusters Score -1193859 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8864 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -1193860.625000 Penalty: 4535.364258 Iteration 36Q: 3 clusters Score -1193861 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8866 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -1193861.875000 Penalty: 4535.364258 Iteration 37Q: 3 clusters Score -1193862 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8866 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -1193861.875000 Penalty: 4535.364258 Iteration 38F: 3 clusters Score -1193862 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (696 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Entering Unmasked Estep Score: -71765.757812 Penalty: 1623.246704 Iteration 0F: 2 clusters Score -71765.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -70106.226562 Penalty: 3246.493408 Iteration 0F: 3 clusters Score -70106.23 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -70584.078125 Penalty: 3246.493408 Iteration 1F: 3 clusters Score -70584.08 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -71014.132812 Penalty: 3246.493408 Iteration 2F: 3 clusters Score -71014.13 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -71253.640625 Penalty: 3246.493408 Iteration 3F: 3 clusters Score -71253.64 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -71426.859375 Penalty: 3246.493408 Iteration 4F: 3 clusters Score -71426.86 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -71546.054688 Penalty: 3246.493408 Iteration 5Q: 3 clusters Score -71546.05 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -71648.250000 Penalty: 3246.493408 Iteration 6Q: 3 clusters Score -71648.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -71672.445312 Penalty: 3246.493408 Iteration 7Q: 3 clusters Score -71672.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -71691.820312 Penalty: 3246.493408 Iteration 8Q: 3 clusters Score -71691.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -71700.867188 Penalty: 3246.493408 Iteration 9Q: 3 clusters Score -71700.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -71721.523438 Penalty: 3246.493408 Iteration 10Q: 3 clusters Score -71721.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -71736.984375 Penalty: 3246.493408 Iteration 11Q: 3 clusters Score -71736.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -71761.523438 Penalty: 3246.493408 Iteration 12Q: 3 clusters Score -71761.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -71770.453125 Penalty: 3246.493408 Iteration 13Q: 3 clusters Score -71770.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -71775.203125 Penalty: 3246.493408 Iteration 14Q: 3 clusters Score -71775.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -71778.007812 Penalty: 3246.493408 Iteration 15Q: 3 clusters Score -71778.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -71785.320312 Penalty: 3246.493408 Iteration 16Q: 3 clusters Score -71785.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -71791.929688 Penalty: 3246.493408 Iteration 17Q: 3 clusters Score -71791.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -71795.531250 Penalty: 3246.493408 Iteration 18Q: 3 clusters Score -71795.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -71803.210938 Penalty: 3246.493408 Iteration 19F: 3 clusters Score -71803.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -71806.460938 Penalty: 3246.493408 Iteration 20F: 3 clusters Score -71806.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -71813.171875 Penalty: 3246.493408 Iteration 21Q: 3 clusters Score -71813.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -71824.304688 Penalty: 3246.493408 Iteration 22Q: 3 clusters Score -71824.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -71830.640625 Penalty: 3246.493408 Iteration 23Q: 3 clusters Score -71830.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -71830.640625 Penalty: 3246.493408 Iteration 24F: 3 clusters Score -71830.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5639 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26709 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 536 members Mstep: Class 14 contains 8044 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9582 members Mstep: Class 17 contains 2515 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 242005 members Mstep: Class 22 contains 160 members Entering Unmasked Estep Score: -55433792.000000 Penalty: 71005.687500 Splitting cluster 13 changes total score from -55435308.000000 to -55433792.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (8044 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8044 members Entering Unmasked Estep Score: -1035194.375000 Penalty: 2230.185059 Iteration 0F: 2 clusters Score -1035194 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -1028678.562500 Penalty: 4460.370117 Iteration 0F: 3 clusters Score -1028679 nChanged 3327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -1030468.875000 Penalty: 4460.370117 Iteration 1F: 3 clusters Score -1030469 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -1030701.875000 Penalty: 4460.370117 Iteration 2F: 3 clusters Score -1030702 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -1030859.187500 Penalty: 4460.370117 Iteration 3Q: 3 clusters Score -1030859 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -1030967.562500 Penalty: 4460.370117 Iteration 4Q: 3 clusters Score -1030968 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -1031038.375000 Penalty: 4460.370117 Iteration 5Q: 3 clusters Score -1031038 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -1031091.250000 Penalty: 4460.370117 Iteration 6Q: 3 clusters Score -1031091 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -1031148.125000 Penalty: 4460.370117 Iteration 7Q: 3 clusters Score -1031148 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -1031198.625000 Penalty: 4460.370117 Iteration 8Q: 3 clusters Score -1031199 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -1031242.937500 Penalty: 4460.370117 Iteration 9Q: 3 clusters Score -1031243 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -1031289.562500 Penalty: 4460.370117 Iteration 10Q: 3 clusters Score -1031290 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -1031334.687500 Penalty: 4460.370117 Iteration 11Q: 3 clusters Score -1031335 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -1031376.687500 Penalty: 4460.370117 Iteration 12Q: 3 clusters Score -1031377 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -1031409.750000 Penalty: 4460.370117 Iteration 13Q: 3 clusters Score -1031410 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -1031435.937500 Penalty: 4460.370117 Iteration 14Q: 3 clusters Score -1031436 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -1031459.937500 Penalty: 4460.370117 Iteration 15Q: 3 clusters Score -1031460 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -1031483.625000 Penalty: 4460.370117 Iteration 16Q: 3 clusters Score -1031484 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -1031509.000000 Penalty: 4460.370117 Iteration 17Q: 3 clusters Score -1031509 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -1031532.625000 Penalty: 4460.370117 Iteration 18Q: 3 clusters Score -1031533 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -1031561.312500 Penalty: 4460.370117 Iteration 19Q: 3 clusters Score -1031561 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -1031587.125000 Penalty: 4460.370117 Iteration 20F: 3 clusters Score -1031587 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -1031615.687500 Penalty: 4460.370117 Iteration 21Q: 3 clusters Score -1031616 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -1031645.687500 Penalty: 4460.370117 Iteration 22Q: 3 clusters Score -1031646 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -1031678.937500 Penalty: 4460.370117 Iteration 23Q: 3 clusters Score -1031679 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -1031709.500000 Penalty: 4460.370117 Iteration 24Q: 3 clusters Score -1031710 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -1031744.000000 Penalty: 4460.370117 Iteration 25Q: 3 clusters Score -1031744 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -1031777.125000 Penalty: 4460.370117 Iteration 26Q: 3 clusters Score -1031777 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -1031810.000000 Penalty: 4460.370117 Iteration 27Q: 3 clusters Score -1031810 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -1031855.625000 Penalty: 4460.370117 Iteration 28Q: 3 clusters Score -1031856 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -1031895.625000 Penalty: 4460.370117 Iteration 29Q: 3 clusters Score -1031896 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -1031944.937500 Penalty: 4460.370117 Iteration 30Q: 3 clusters Score -1031945 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -1032003.250000 Penalty: 4460.370117 Iteration 31Q: 3 clusters Score -1032003 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -1032083.000000 Penalty: 4460.370117 Iteration 32Q: 3 clusters Score -1032083 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 4698 members Entering Unmasked Estep Score: -1032170.875000 Penalty: 4460.370117 Iteration 33Q: 3 clusters Score -1032171 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -1032261.000000 Penalty: 4460.370117 Iteration 34Q: 3 clusters Score -1032261 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -1032339.062500 Penalty: 4460.370117 Iteration 35Q: 3 clusters Score -1032339 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -1032400.437500 Penalty: 4460.370117 Iteration 36Q: 3 clusters Score -1032400 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -1032454.437500 Penalty: 4460.370117 Iteration 37Q: 3 clusters Score -1032454 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 4990 members Entering Unmasked Estep Score: -1032510.937500 Penalty: 4460.370117 Iteration 38Q: 3 clusters Score -1032511 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 5043 members Entering Unmasked Estep Score: -1032560.375000 Penalty: 4460.370117 Iteration 39Q: 3 clusters Score -1032560 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -1032594.562500 Penalty: 4460.370117 Iteration 40F: 3 clusters Score -1032595 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 5131 members Entering Unmasked Estep Score: -1032622.625000 Penalty: 4460.370117 Iteration 41Q: 3 clusters Score -1032623 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -1032637.812500 Penalty: 4460.370117 Iteration 42Q: 3 clusters Score -1032638 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 5188 members Entering Unmasked Estep Score: -1032650.062500 Penalty: 4460.370117 Iteration 43Q: 3 clusters Score -1032650 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 5204 members Entering Unmasked Estep Score: -1032659.187500 Penalty: 4460.370117 Iteration 44Q: 3 clusters Score -1032659 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 5217 members Entering Unmasked Estep Score: -1032665.500000 Penalty: 4460.370117 Iteration 45Q: 3 clusters Score -1032666 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 5228 members Entering Unmasked Estep Score: -1032668.562500 Penalty: 4460.370117 Iteration 46Q: 3 clusters Score -1032669 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -1032678.437500 Penalty: 4460.370117 Iteration 47Q: 3 clusters Score -1032678 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 5259 members Entering Unmasked Estep Score: -1032681.875000 Penalty: 4460.370117 Iteration 48Q: 3 clusters Score -1032682 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 5281 members Entering Unmasked Estep Score: -1032692.125000 Penalty: 4460.370117 Iteration 49Q: 3 clusters Score -1032692 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 5298 members Entering Unmasked Estep Score: -1032701.687500 Penalty: 4460.370117 Iteration 50Q: 3 clusters Score -1032702 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 5315 members Entering Unmasked Estep Score: -1032707.937500 Penalty: 4460.370117 Iteration 51Q: 3 clusters Score -1032708 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 5332 members Entering Unmasked Estep Score: -1032709.500000 Penalty: 4460.370117 Iteration 52Q: 3 clusters Score -1032710 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 5350 members Entering Unmasked Estep Score: -1032715.625000 Penalty: 4460.370117 Iteration 53Q: 3 clusters Score -1032716 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 5365 members Entering Unmasked Estep Score: -1032721.687500 Penalty: 4460.370117 Iteration 54Q: 3 clusters Score -1032722 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 5380 members Entering Unmasked Estep Score: -1032727.000000 Penalty: 4460.370117 Iteration 55Q: 3 clusters Score -1032727 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 5396 members Entering Unmasked Estep Score: -1032729.062500 Penalty: 4460.370117 Iteration 56Q: 3 clusters Score -1032729 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 5410 members Entering Unmasked Estep Score: -1032729.937500 Penalty: 4460.370117 Iteration 57Q: 3 clusters Score -1032730 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 5426 members Entering Unmasked Estep Score: -1032736.500000 Penalty: 4460.370117 Iteration 58Q: 3 clusters Score -1032736 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 5441 members Entering Unmasked Estep Score: -1032740.250000 Penalty: 4460.370117 Iteration 59Q: 3 clusters Score -1032740 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -1032747.437500 Penalty: 4460.370117 Iteration 60F: 3 clusters Score -1032747 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 5472 members Entering Unmasked Estep Score: -1032748.937500 Penalty: 4460.370117 Iteration 61Q: 3 clusters Score -1032749 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -1032753.312500 Penalty: 4460.370117 Iteration 62Q: 3 clusters Score -1032753 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 5494 members Entering Unmasked Estep Score: -1032758.562500 Penalty: 4460.370117 Iteration 63Q: 3 clusters Score -1032759 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 5503 members Entering Unmasked Estep Score: -1032762.500000 Penalty: 4460.370117 Iteration 64Q: 3 clusters Score -1032762 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -1032762.937500 Penalty: 4460.370117 Iteration 65Q: 3 clusters Score -1032763 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -1032765.250000 Penalty: 4460.370117 Iteration 66Q: 3 clusters Score -1032765 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 5527 members Entering Unmasked Estep Score: -1032768.062500 Penalty: 4460.370117 Iteration 67Q: 3 clusters Score -1032768 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 5530 members Entering Unmasked Estep Score: -1032765.750000 Penalty: 4460.370117 Iteration 68Q: 3 clusters Score -1032766 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -1032768.437500 Penalty: 4460.370117 Iteration 69Q: 3 clusters Score -1032768 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -1032771.000000 Penalty: 4460.370117 Iteration 70Q: 3 clusters Score -1032771 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 5556 members Entering Unmasked Estep Score: -1032770.250000 Penalty: 4460.370117 Iteration 71Q: 3 clusters Score -1032770 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 5562 members Entering Unmasked Estep Score: -1032773.937500 Penalty: 4460.370117 Iteration 72Q: 3 clusters Score -1032774 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -1032773.375000 Penalty: 4460.370117 Iteration 73Q: 3 clusters Score -1032773 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 5566 members Entering Unmasked Estep Score: -1032776.625000 Penalty: 4460.370117 Iteration 74Q: 3 clusters Score -1032777 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -1032777.375000 Penalty: 4460.370117 Iteration 75Q: 3 clusters Score -1032777 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -1032775.812500 Penalty: 4460.370117 Iteration 76Q: 3 clusters Score -1032776 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -1032778.187500 Penalty: 4460.370117 Iteration 77Q: 3 clusters Score -1032778 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -1032778.187500 Penalty: 4460.370117 Iteration 78Q: 3 clusters Score -1032778 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 5578 members Entering Unmasked Estep Score: -1032779.687500 Penalty: 4460.370117 Iteration 79Q: 3 clusters Score -1032780 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 5578 members Entering Unmasked Estep Score: -1032779.687500 Penalty: 4460.370117 Iteration 80F: 3 clusters Score -1032780 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (7415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7415 members Entering Unmasked Estep Score: -942721.750000 Penalty: 2209.992676 Iteration 0F: 2 clusters Score -942721.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -936747.125000 Penalty: 4419.985352 Iteration 0F: 3 clusters Score -936747.1 nChanged 2897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -938336.125000 Penalty: 4419.985352 Iteration 1F: 3 clusters Score -938336.1 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -938642.312500 Penalty: 4419.985352 Iteration 2F: 3 clusters Score -938642.3 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -938883.125000 Penalty: 4419.985352 Iteration 3F: 3 clusters Score -938883.1 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -939103.937500 Penalty: 4419.985352 Iteration 4Q: 3 clusters Score -939103.9 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -939348.687500 Penalty: 4419.985352 Iteration 5Q: 3 clusters Score -939348.7 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -939627.500000 Penalty: 4419.985352 Iteration 6Q: 3 clusters Score -939627.5 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -939938.812500 Penalty: 4419.985352 Iteration 7Q: 3 clusters Score -939938.8 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -940252.625000 Penalty: 4419.985352 Iteration 8Q: 3 clusters Score -940252.6 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -940477.625000 Penalty: 4419.985352 Iteration 9Q: 3 clusters Score -940477.6 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -940680.750000 Penalty: 4419.985352 Iteration 10Q: 3 clusters Score -940680.8 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -940854.500000 Penalty: 4419.985352 Iteration 11Q: 3 clusters Score -940854.5 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -941035.000000 Penalty: 4419.985352 Iteration 12Q: 3 clusters Score -941035 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -941211.625000 Penalty: 4419.985352 Iteration 13Q: 3 clusters Score -941211.6 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -941384.687500 Penalty: 4419.985352 Iteration 14Q: 3 clusters Score -941384.7 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -941543.375000 Penalty: 4419.985352 Iteration 15Q: 3 clusters Score -941543.4 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -941674.750000 Penalty: 4419.985352 Iteration 16Q: 3 clusters Score -941674.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -941805.250000 Penalty: 4419.985352 Iteration 17Q: 3 clusters Score -941805.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4838 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -941917.437500 Penalty: 4419.985352 Iteration 18Q: 3 clusters Score -941917.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -941990.375000 Penalty: 4419.985352 Iteration 19Q: 3 clusters Score -941990.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5045 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -942047.750000 Penalty: 4419.985352 Iteration 20F: 3 clusters Score -942047.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5116 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -942091.125000 Penalty: 4419.985352 Iteration 21Q: 3 clusters Score -942091.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5184 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -942129.687500 Penalty: 4419.985352 Iteration 22Q: 3 clusters Score -942129.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -942159.875000 Penalty: 4419.985352 Iteration 23Q: 3 clusters Score -942159.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5276 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -942169.687500 Penalty: 4419.985352 Iteration 24Q: 3 clusters Score -942169.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5297 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -942176.875000 Penalty: 4419.985352 Iteration 25Q: 3 clusters Score -942176.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5310 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -942181.062500 Penalty: 4419.985352 Iteration 26Q: 3 clusters Score -942181.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -942180.812500 Penalty: 4419.985352 Iteration 27Q: 3 clusters Score -942180.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -942185.250000 Penalty: 4419.985352 Iteration 28Q: 3 clusters Score -942185.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -942190.875000 Penalty: 4419.985352 Iteration 29Q: 3 clusters Score -942190.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -942190.875000 Penalty: 4419.985352 Iteration 30Q: 3 clusters Score -942190.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5353 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -942191.687500 Penalty: 4419.985352 Iteration 31Q: 3 clusters Score -942191.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -942194.125000 Penalty: 4419.985352 Iteration 32Q: 3 clusters Score -942194.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -942194.125000 Penalty: 4419.985352 Iteration 33F: 3 clusters Score -942194.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (9582 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9582 members Entering Unmasked Estep Score: -1223489.250000 Penalty: 2273.575195 Iteration 0F: 2 clusters Score -1223489 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 4855 members Entering Unmasked Estep Score: -1216038.500000 Penalty: 4547.150391 Iteration 0F: 3 clusters Score -1216038 nChanged 3987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 4996 members Entering Unmasked Estep Score: -1218134.500000 Penalty: 4547.150391 Iteration 1F: 3 clusters Score -1218134 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 5098 members Entering Unmasked Estep Score: -1218458.750000 Penalty: 4547.150391 Iteration 2F: 3 clusters Score -1218459 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 5192 members Entering Unmasked Estep Score: -1218702.250000 Penalty: 4547.150391 Iteration 3F: 3 clusters Score -1218702 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 5298 members Entering Unmasked Estep Score: -1218953.625000 Penalty: 4547.150391 Iteration 4Q: 3 clusters Score -1218954 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 5405 members Entering Unmasked Estep Score: -1219245.625000 Penalty: 4547.150391 Iteration 5Q: 3 clusters Score -1219246 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -1219586.125000 Penalty: 4547.150391 Iteration 6Q: 3 clusters Score -1219586 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 5491 members Entering Unmasked Estep Score: -1219864.750000 Penalty: 4547.150391 Iteration 7Q: 3 clusters Score -1219865 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 5509 members Entering Unmasked Estep Score: -1220095.250000 Penalty: 4547.150391 Iteration 8Q: 3 clusters Score -1220095 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 5476 members Entering Unmasked Estep Score: -1220280.500000 Penalty: 4547.150391 Iteration 9Q: 3 clusters Score -1220280 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 5388 members Entering Unmasked Estep Score: -1220444.750000 Penalty: 4547.150391 Iteration 10Q: 3 clusters Score -1220445 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 5281 members Entering Unmasked Estep Score: -1220560.375000 Penalty: 4547.150391 Iteration 11Q: 3 clusters Score -1220560 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -1220662.750000 Penalty: 4547.150391 Iteration 12Q: 3 clusters Score -1220663 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -1220752.500000 Penalty: 4547.150391 Iteration 13Q: 3 clusters Score -1220752 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -1220838.500000 Penalty: 4547.150391 Iteration 14Q: 3 clusters Score -1220838 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4854 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -1220912.000000 Penalty: 4547.150391 Iteration 15Q: 3 clusters Score -1220912 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 4603 members Entering Unmasked Estep Score: -1220972.375000 Penalty: 4547.150391 Iteration 16Q: 3 clusters Score -1220972 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5105 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -1221031.125000 Penalty: 4547.150391 Iteration 17Q: 3 clusters Score -1221031 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -1221082.375000 Penalty: 4547.150391 Iteration 18Q: 3 clusters Score -1221082 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5337 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -1221130.750000 Penalty: 4547.150391 Iteration 19Q: 3 clusters Score -1221131 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5443 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -1221173.000000 Penalty: 4547.150391 Iteration 20F: 3 clusters Score -1221173 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5546 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -1221205.125000 Penalty: 4547.150391 Iteration 21Q: 3 clusters Score -1221205 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5638 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -1221237.750000 Penalty: 4547.150391 Iteration 22Q: 3 clusters Score -1221238 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5736 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -1221266.125000 Penalty: 4547.150391 Iteration 23Q: 3 clusters Score -1221266 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -1221305.750000 Penalty: 4547.150391 Iteration 24Q: 3 clusters Score -1221306 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -1221338.125000 Penalty: 4547.150391 Iteration 25Q: 3 clusters Score -1221338 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6050 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -1221375.500000 Penalty: 4547.150391 Iteration 26Q: 3 clusters Score -1221376 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6162 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -1221411.750000 Penalty: 4547.150391 Iteration 27Q: 3 clusters Score -1221412 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6274 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -1221447.875000 Penalty: 4547.150391 Iteration 28Q: 3 clusters Score -1221448 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6385 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -1221494.250000 Penalty: 4547.150391 Iteration 29Q: 3 clusters Score -1221494 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6512 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -1221539.125000 Penalty: 4547.150391 Iteration 30Q: 3 clusters Score -1221539 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6633 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -1221576.625000 Penalty: 4547.150391 Iteration 31Q: 3 clusters Score -1221577 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6744 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -1221617.250000 Penalty: 4547.150391 Iteration 32Q: 3 clusters Score -1221617 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6868 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -1221663.000000 Penalty: 4547.150391 Iteration 33Q: 3 clusters Score -1221663 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6997 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -1221714.125000 Penalty: 4547.150391 Iteration 34Q: 3 clusters Score -1221714 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7131 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -1221761.625000 Penalty: 4547.150391 Iteration 35Q: 3 clusters Score -1221762 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7275 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -1221818.375000 Penalty: 4547.150391 Iteration 36Q: 3 clusters Score -1221818 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7415 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -1221879.000000 Penalty: 4547.150391 Iteration 37Q: 3 clusters Score -1221879 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7548 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -1221940.500000 Penalty: 4547.150391 Iteration 38Q: 3 clusters Score -1221940 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7666 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -1221988.375000 Penalty: 4547.150391 Iteration 39Q: 3 clusters Score -1221988 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7781 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -1222037.625000 Penalty: 4547.150391 Iteration 40F: 3 clusters Score -1222038 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7882 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -1222078.000000 Penalty: 4547.150391 Iteration 41Q: 3 clusters Score -1222078 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7981 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -1222118.125000 Penalty: 4547.150391 Iteration 42Q: 3 clusters Score -1222118 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8068 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -1222161.000000 Penalty: 4547.150391 Iteration 43Q: 3 clusters Score -1222161 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8142 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -1222186.875000 Penalty: 4547.150391 Iteration 44Q: 3 clusters Score -1222187 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8201 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -1222213.125000 Penalty: 4547.150391 Iteration 45Q: 3 clusters Score -1222213 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8245 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -1222227.875000 Penalty: 4547.150391 Iteration 46Q: 3 clusters Score -1222228 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8282 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -1222242.500000 Penalty: 4547.150391 Iteration 47Q: 3 clusters Score -1222242 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8320 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -1222257.500000 Penalty: 4547.150391 Iteration 48Q: 3 clusters Score -1222258 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8357 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -1222270.375000 Penalty: 4547.150391 Iteration 49Q: 3 clusters Score -1222270 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8391 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -1222290.250000 Penalty: 4547.150391 Iteration 50Q: 3 clusters Score -1222290 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8433 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -1222305.250000 Penalty: 4547.150391 Iteration 51Q: 3 clusters Score -1222305 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8458 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -1222313.625000 Penalty: 4547.150391 Iteration 52Q: 3 clusters Score -1222314 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8485 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -1222323.000000 Penalty: 4547.150391 Iteration 53Q: 3 clusters Score -1222323 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8508 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -1222333.750000 Penalty: 4547.150391 Iteration 54Q: 3 clusters Score -1222334 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8525 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -1222341.625000 Penalty: 4547.150391 Iteration 55Q: 3 clusters Score -1222342 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8541 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -1222347.250000 Penalty: 4547.150391 Iteration 56Q: 3 clusters Score -1222347 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8551 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -1222353.250000 Penalty: 4547.150391 Iteration 57Q: 3 clusters Score -1222353 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8561 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -1222355.625000 Penalty: 4547.150391 Iteration 58Q: 3 clusters Score -1222356 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8570 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -1222357.750000 Penalty: 4547.150391 Iteration 59Q: 3 clusters Score -1222358 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8574 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -1222362.500000 Penalty: 4547.150391 Iteration 60F: 3 clusters Score -1222362 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8575 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -1222360.750000 Penalty: 4547.150391 Iteration 61Q: 3 clusters Score -1222361 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8577 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -1222361.625000 Penalty: 4547.150391 Iteration 62Q: 3 clusters Score -1222362 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8579 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -1222361.500000 Penalty: 4547.150391 Iteration 63Q: 3 clusters Score -1222362 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8579 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -1222361.500000 Penalty: 4547.150391 Iteration 64F: 3 clusters Score -1222362 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2515 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Entering Unmasked Estep Score: -302964.687500 Penalty: 1941.846924 Iteration 0F: 2 clusters Score -302964.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -300022.312500 Penalty: 3883.693848 Iteration 0F: 3 clusters Score -300022.3 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -300606.968750 Penalty: 3883.693848 Iteration 1F: 3 clusters Score -300607 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -300757.437500 Penalty: 3883.693848 Iteration 2F: 3 clusters Score -300757.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -300829.187500 Penalty: 3883.693848 Iteration 3Q: 3 clusters Score -300829.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -300879.812500 Penalty: 3883.693848 Iteration 4Q: 3 clusters Score -300879.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -300933.031250 Penalty: 3883.693848 Iteration 5Q: 3 clusters Score -300933 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -300980.093750 Penalty: 3883.693848 Iteration 6Q: 3 clusters Score -300980.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -301024.687500 Penalty: 3883.693848 Iteration 7Q: 3 clusters Score -301024.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -301060.718750 Penalty: 3883.693848 Iteration 8Q: 3 clusters Score -301060.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -301087.093750 Penalty: 3883.693848 Iteration 9Q: 3 clusters Score -301087.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -301113.281250 Penalty: 3883.693848 Iteration 10Q: 3 clusters Score -301113.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -301135.843750 Penalty: 3883.693848 Iteration 11Q: 3 clusters Score -301135.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -301149.500000 Penalty: 3883.693848 Iteration 12Q: 3 clusters Score -301149.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -301165.687500 Penalty: 3883.693848 Iteration 13Q: 3 clusters Score -301165.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -301183.906250 Penalty: 3883.693848 Iteration 14Q: 3 clusters Score -301183.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -301199.500000 Penalty: 3883.693848 Iteration 15Q: 3 clusters Score -301199.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -301205.218750 Penalty: 3883.693848 Iteration 16Q: 3 clusters Score -301205.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -301209.406250 Penalty: 3883.693848 Iteration 17Q: 3 clusters Score -301209.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -301211.437500 Penalty: 3883.693848 Iteration 18Q: 3 clusters Score -301211.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -301212.375000 Penalty: 3883.693848 Iteration 19Q: 3 clusters Score -301212.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -301213.812500 Penalty: 3883.693848 Iteration 20F: 3 clusters Score -301213.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -301215.250000 Penalty: 3883.693848 Iteration 21Q: 3 clusters Score -301215.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -301215.031250 Penalty: 3883.693848 Iteration 22Q: 3 clusters Score -301215 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -301215.031250 Penalty: 3883.693848 Iteration 23F: 3 clusters Score -301215 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Entering Unmasked Estep Score: -36507.878906 Penalty: 1477.047607 Iteration 0F: 2 clusters Score -36507.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -35219.445312 Penalty: 2954.095215 Iteration 0F: 3 clusters Score -35219.45 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -35586.195312 Penalty: 2954.095215 Iteration 1F: 3 clusters Score -35586.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -35738.320312 Penalty: 2954.095215 Iteration 2F: 3 clusters Score -35738.32 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -35830.097656 Penalty: 2954.095215 Iteration 3Q: 3 clusters Score -35830.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -35885.671875 Penalty: 2954.095215 Iteration 4Q: 3 clusters Score -35885.67 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -35958.363281 Penalty: 2954.095215 Iteration 5Q: 3 clusters Score -35958.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -36028.726562 Penalty: 2954.095215 Iteration 6Q: 3 clusters Score -36028.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -36139.226562 Penalty: 2954.095215 Iteration 7Q: 3 clusters Score -36139.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -36196.738281 Penalty: 2954.095215 Iteration 8Q: 3 clusters Score -36196.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -36256.355469 Penalty: 2954.095215 Iteration 9Q: 3 clusters Score -36256.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -36322.539062 Penalty: 2954.095215 Iteration 10Q: 3 clusters Score -36322.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -36376.207031 Penalty: 2954.095215 Iteration 11Q: 3 clusters Score -36376.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -36378.535156 Penalty: 2954.095215 Iteration 12Q: 3 clusters Score -36378.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -36395.917969 Penalty: 2954.095215 Iteration 13Q: 3 clusters Score -36395.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -36402.472656 Penalty: 2954.095215 Iteration 14Q: 3 clusters Score -36402.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -36408.378906 Penalty: 2954.095215 Iteration 15Q: 3 clusters Score -36408.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -36414.101562 Penalty: 2954.095215 Iteration 16Q: 3 clusters Score -36414.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -36414.101562 Penalty: 2954.095215 Iteration 17F: 3 clusters Score -36414.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Entering Unmasked Estep Score: -29370.642578 Penalty: 1386.564819 Iteration 0F: 2 clusters Score -29370.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -28138.558594 Penalty: 2773.129639 Iteration 0F: 3 clusters Score -28138.56 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -28252.707031 Penalty: 2773.129639 Iteration 1F: 3 clusters Score -28252.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -28291.630859 Penalty: 2773.129639 Iteration 2Q: 3 clusters Score -28291.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -28306.136719 Penalty: 2773.129639 Iteration 3Q: 3 clusters Score -28306.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -28306.136719 Penalty: 2773.129639 Iteration 4F: 3 clusters Score -28306.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Entering Unmasked Estep Score: -91311.453125 Penalty: 1673.401489 Iteration 0F: 2 clusters Score -91311.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -89528.210938 Penalty: 3346.802979 Iteration 0F: 3 clusters Score -89528.21 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -89870.796875 Penalty: 3346.802979 Iteration 1F: 3 clusters Score -89870.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -90054.492188 Penalty: 3346.802979 Iteration 2F: 3 clusters Score -90054.49 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -90192.273438 Penalty: 3346.802979 Iteration 3F: 3 clusters Score -90192.27 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -90360.007812 Penalty: 3346.802979 Iteration 4F: 3 clusters Score -90360.01 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -90505.593750 Penalty: 3346.802979 Iteration 5Q: 3 clusters Score -90505.59 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -90718.054688 Penalty: 3346.802979 Iteration 6Q: 3 clusters Score -90718.05 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -90859.882812 Penalty: 3346.802979 Iteration 7Q: 3 clusters Score -90859.88 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -90978.039062 Penalty: 3346.802979 Iteration 8Q: 3 clusters Score -90978.04 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -91032.375000 Penalty: 3346.802979 Iteration 9Q: 3 clusters Score -91032.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -91060.875000 Penalty: 3346.802979 Iteration 10Q: 3 clusters Score -91060.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -91081.546875 Penalty: 3346.802979 Iteration 11Q: 3 clusters Score -91081.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -91103.921875 Penalty: 3346.802979 Iteration 12Q: 3 clusters Score -91103.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -91109.289062 Penalty: 3346.802979 Iteration 13Q: 3 clusters Score -91109.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -91110.101562 Penalty: 3346.802979 Iteration 14Q: 3 clusters Score -91110.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -91110.101562 Penalty: 3346.802979 Iteration 15F: 3 clusters Score -91110.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (242005 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242005 members Entering Unmasked Estep Score: -30204840.000000 Penalty: 3074.384766 Iteration 0F: 2 clusters Score -3.020484e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120551 members Mstep: Class 2 contains 121454 members Entering Unmasked Estep Score: -30049420.000000 Penalty: 6148.769531 Iteration 0F: 3 clusters Score -3.004942e+07 nChanged 117188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111195 members Mstep: Class 2 contains 130810 members Entering Unmasked Estep Score: -30118966.000000 Penalty: 6148.769531 Iteration 1F: 3 clusters Score -3.011897e+07 nChanged 8198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104915 members Mstep: Class 2 contains 137090 members Entering Unmasked Estep Score: -30121398.000000 Penalty: 6148.769531 Iteration 2Q: 3 clusters Score -3.01214e+07 nChanged 10606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95389 members Mstep: Class 2 contains 146616 members Entering Unmasked Estep Score: -30125674.000000 Penalty: 6148.769531 Iteration 3Q: 3 clusters Score -3.012567e+07 nChanged 14466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81451 members Mstep: Class 2 contains 160554 members Entering Unmasked Estep Score: -30134018.000000 Penalty: 6148.769531 Iteration 4F: 3 clusters Score -3.013402e+07 nChanged 19163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62524 members Mstep: Class 2 contains 179481 members Entering Unmasked Estep Score: -30147728.000000 Penalty: 6148.769531 Iteration 5F: 3 clusters Score -3.014773e+07 nChanged 22044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40552 members Mstep: Class 2 contains 201453 members Entering Unmasked Estep Score: -30165982.000000 Penalty: 6148.769531 Iteration 6F: 3 clusters Score -3.016598e+07 nChanged 19535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21039 members Mstep: Class 2 contains 220966 members Entering Unmasked Estep Score: -30183162.000000 Penalty: 6148.769531 Iteration 7F: 3 clusters Score -3.018316e+07 nChanged 12115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8932 members Mstep: Class 2 contains 233073 members Entering Unmasked Estep Score: -30194096.000000 Penalty: 6148.769531 Iteration 8F: 3 clusters Score -3.01941e+07 nChanged 5307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 238378 members Entering Unmasked Estep Score: -30199066.000000 Penalty: 6148.769531 Iteration 9Q: 3 clusters Score -3.019907e+07 nChanged 1940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 240306 members Entering Unmasked Estep Score: -30200904.000000 Penalty: 6148.769531 Iteration 10Q: 3 clusters Score -3.02009e+07 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 241000 members Entering Unmasked Estep Score: -30201576.000000 Penalty: 6148.769531 Iteration 11Q: 3 clusters Score -3.020158e+07 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 241260 members Entering Unmasked Estep Score: -30201870.000000 Penalty: 6148.769531 Iteration 12Q: 3 clusters Score -3.020187e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 241372 members Entering Unmasked Estep Score: -30202028.000000 Penalty: 6148.769531 Iteration 13Q: 3 clusters Score -3.020203e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 241417 members Entering Unmasked Estep Score: -30202126.000000 Penalty: 6148.769531 Iteration 14Q: 3 clusters Score -3.020213e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 241433 members Entering Unmasked Estep Score: -30202158.000000 Penalty: 6148.769531 Iteration 15Q: 3 clusters Score -3.020216e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 241449 members Entering Unmasked Estep Score: -30202210.000000 Penalty: 6148.769531 Iteration 16Q: 3 clusters Score -3.020221e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 241458 members Entering Unmasked Estep Score: -30202242.000000 Penalty: 6148.769531 Iteration 17Q: 3 clusters Score -3.020224e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 241455 members Entering Unmasked Estep Score: -30202276.000000 Penalty: 6148.769531 Iteration 18Q: 3 clusters Score -3.020228e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 241458 members Entering Unmasked Estep Score: -30202298.000000 Penalty: 6148.769531 Iteration 19Q: 3 clusters Score -3.02023e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 241460 members Entering Unmasked Estep Score: -30202290.000000 Penalty: 6148.769531 Iteration 20F: 3 clusters Score -3.020229e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 241458 members Entering Unmasked Estep Score: -30202306.000000 Penalty: 6148.769531 Iteration 21Q: 3 clusters Score -3.020231e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 241458 members Entering Unmasked Estep Score: -30202318.000000 Penalty: 6148.769531 Iteration 22Q: 3 clusters Score -3.020232e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 241458 members Entering Unmasked Estep Score: -30202318.000000 Penalty: 6148.769531 Iteration 23Q: 3 clusters Score -3.020232e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 241456 members Entering Unmasked Estep Score: -30202322.000000 Penalty: 6148.769531 Iteration 24Q: 3 clusters Score -3.020232e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 241456 members Entering Unmasked Estep Score: -30202332.000000 Penalty: 6148.769531 Iteration 25Q: 3 clusters Score -3.020233e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 241455 members Entering Unmasked Estep Score: -30202336.000000 Penalty: 6148.769531 Iteration 26Q: 3 clusters Score -3.020234e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 241455 members Entering Unmasked Estep Score: -30202330.000000 Penalty: 6148.769531 Iteration 27Q: 3 clusters Score -3.020233e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 241456 members Entering Unmasked Estep Score: -30202344.000000 Penalty: 6148.769531 Iteration 28Q: 3 clusters Score -3.020234e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 241457 members Entering Unmasked Estep Score: -30202340.000000 Penalty: 6148.769531 Iteration 29Q: 3 clusters Score -3.020234e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 241457 members Entering Unmasked Estep Score: -30202350.000000 Penalty: 6148.769531 Iteration 30Q: 3 clusters Score -3.020235e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 241456 members Entering Unmasked Estep Score: -30202346.000000 Penalty: 6148.769531 Iteration 31Q: 3 clusters Score -3.020235e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 241454 members Entering Unmasked Estep Score: -30202352.000000 Penalty: 6148.769531 Iteration 32Q: 3 clusters Score -3.020235e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 241456 members Entering Unmasked Estep Score: -30202368.000000 Penalty: 6148.769531 Iteration 33Q: 3 clusters Score -3.020237e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 241457 members Entering Unmasked Estep Score: -30202372.000000 Penalty: 6148.769531 Iteration 34Q: 3 clusters Score -3.020237e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 241456 members Entering Unmasked Estep Score: -30202364.000000 Penalty: 6148.769531 Iteration 35Q: 3 clusters Score -3.020236e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 241456 members Entering Unmasked Estep Score: -30202364.000000 Penalty: 6148.769531 Iteration 36F: 3 clusters Score -3.020236e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5639 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26709 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8044 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9582 members Mstep: Class 17 contains 2515 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 242005 members Entering Unmasked Estep ConsiderDeletion Score: -55435304.000000 Penalty: 67778.156250 Iteration 119Q: 22 clusters Score -5.54353e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 154 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5639 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26707 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8044 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9582 members Mstep: Class 17 contains 2515 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 242007 members Entering Unmasked Estep ConsiderDeletion Score: -55435372.000000 Penalty: 67778.156250 Iteration 120F: 22 clusters Score -5.543537e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5637 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26704 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8044 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9582 members Mstep: Class 17 contains 2515 members Mstep: Class 18 contains 388 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 242012 members Entering Unmasked Estep ConsiderDeletion Score: -55435396.000000 Penalty: 67778.156250 Iteration 121Q: 22 clusters Score -5.54354e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5637 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26699 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9582 members Mstep: Class 17 contains 2515 members Mstep: Class 18 contains 388 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 242018 members Entering Unmasked Estep ConsiderDeletion Score: -55435416.000000 Penalty: 67778.156250 Iteration 122Q: 22 clusters Score -5.543542e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26696 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9582 members Mstep: Class 17 contains 2515 members Mstep: Class 18 contains 388 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 242020 members Entering Unmasked Estep ConsiderDeletion Score: -55435428.000000 Penalty: 67778.156250 Iteration 123Q: 22 clusters Score -5.543543e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26694 members Mstep: Class 12 contains 9358 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9582 members Mstep: Class 17 contains 2514 members Mstep: Class 18 contains 388 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 242022 members Entering Unmasked Estep ConsiderDeletion Score: -55435452.000000 Penalty: 67778.156250 Iteration 124Q: 22 clusters Score -5.543545e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26692 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9582 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 388 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 242026 members Entering Unmasked Estep ConsiderDeletion Score: -55435432.000000 Penalty: 67778.156250 Iteration 125Q: 22 clusters Score -5.543543e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26689 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9582 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 388 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 242029 members Entering Unmasked Estep ConsiderDeletion Score: -55435440.000000 Penalty: 67778.156250 Iteration 126Q: 22 clusters Score -5.543544e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26686 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9582 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 388 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 242032 members Entering Unmasked Estep ConsiderDeletion Score: -55435460.000000 Penalty: 67778.156250 Iteration 127Q: 22 clusters Score -5.543546e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3217 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26683 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9582 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 388 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 242035 members Entering Unmasked Estep ConsiderDeletion Score: -55435448.000000 Penalty: 67778.156250 Iteration 128Q: 22 clusters Score -5.543545e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3218 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26680 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9583 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 388 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 242036 members Entering Unmasked Estep ConsiderDeletion Score: -55435440.000000 Penalty: 67778.156250 Iteration 129Q: 22 clusters Score -5.543544e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3218 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26680 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9585 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 388 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 242034 members Entering Unmasked Estep ConsiderDeletion Score: -55435448.000000 Penalty: 67778.156250 Iteration 130Q: 22 clusters Score -5.543545e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 152 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3218 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26680 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9585 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 388 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 242034 members Entering Unmasked Estep ConsiderDeletion Score: -55435456.000000 Penalty: 67778.156250 Iteration 131F: 22 clusters Score -5.543546e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 151 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3218 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26680 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9585 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 389 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 852 members Mstep: Class 21 contains 242034 members Entering Unmasked Estep ConsiderDeletion Score: -55435480.000000 Penalty: 67778.156250 Iteration 132Q: 22 clusters Score -5.543548e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 151 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3218 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26680 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9585 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 388 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 853 members Mstep: Class 21 contains 242034 members Entering Unmasked Estep ConsiderDeletion Score: -55435488.000000 Penalty: 67778.156250 Iteration 133Q: 22 clusters Score -5.543549e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 151 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3218 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26680 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9585 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 388 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 853 members Mstep: Class 21 contains 242034 members Entering Unmasked Estep ConsiderDeletion Score: -55435520.000000 Penalty: 67778.156250 Iteration 134F: 22 clusters Score -5.543552e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 148 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3218 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26680 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9585 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 391 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 853 members Mstep: Class 21 contains 242034 members Entering Unmasked Estep ConsiderDeletion Score: -55435592.000000 Penalty: 67778.156250 Iteration 135Q: 22 clusters Score -5.543559e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 148 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3218 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26680 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9585 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 389 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 855 members Mstep: Class 21 contains 242034 members Entering Unmasked Estep ConsiderDeletion Score: -55435592.000000 Penalty: 67778.156250 Iteration 136Q: 22 clusters Score -5.543559e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 148 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3218 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26680 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9585 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 387 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 857 members Mstep: Class 21 contains 242034 members Entering Unmasked Estep ConsiderDeletion Score: -55435584.000000 Penalty: 67778.156250 Iteration 137Q: 22 clusters Score -5.543558e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 148 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3218 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26680 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9585 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 384 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 860 members Mstep: Class 21 contains 242034 members Entering Unmasked Estep ConsiderDeletion Score: -55435592.000000 Penalty: 67778.156250 Iteration 138Q: 22 clusters Score -5.543559e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 148 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3218 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26680 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9585 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 384 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 860 members Mstep: Class 21 contains 242034 members Entering Unmasked Estep ConsiderDeletion Score: -55435608.000000 Penalty: 67778.156250 Iteration 139F: 22 clusters Score -5.543561e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 146 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3218 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26680 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9585 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 860 members Mstep: Class 21 contains 242034 members Entering Unmasked Estep ConsiderDeletion Score: -55435672.000000 Penalty: 67778.156250 Iteration 140F: 22 clusters Score -5.543567e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 145 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3218 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26680 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9585 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 861 members Mstep: Class 21 contains 242034 members Entering Unmasked Estep ConsiderDeletion Score: -55435752.000000 Penalty: 67778.156250 Iteration 141Q: 22 clusters Score -5.543575e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 143 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3218 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26680 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9585 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 864 members Mstep: Class 21 contains 242034 members Entering Unmasked Estep ConsiderDeletion Score: -55435784.000000 Penalty: 67778.156250 Iteration 142Q: 22 clusters Score -5.543578e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 143 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3218 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26680 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9585 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 383 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 866 members Mstep: Class 21 contains 242034 members Entering Unmasked Estep ConsiderDeletion Score: -55435800.000000 Penalty: 67778.156250 Iteration 143Q: 22 clusters Score -5.54358e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 143 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3218 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26680 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9585 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 383 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 866 members Mstep: Class 21 contains 242034 members Entering Unmasked Estep ConsiderDeletion Score: -55435864.000000 Penalty: 67778.156250 Iteration 144F: 22 clusters Score -5.543586e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 141 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3218 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26680 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9585 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 866 members Mstep: Class 21 contains 242034 members Entering Unmasked Estep ConsiderDeletion Score: -55435872.000000 Penalty: 67778.156250 Iteration 145Q: 22 clusters Score -5.543587e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 141 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3218 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26680 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9585 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 382 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 869 members Mstep: Class 21 contains 242034 members Entering Unmasked Estep ConsiderDeletion Score: -55435888.000000 Penalty: 67778.156250 Iteration 146Q: 22 clusters Score -5.543589e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 141 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3218 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26680 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9585 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 381 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 870 members Mstep: Class 21 contains 242034 members Entering Unmasked Estep ConsiderDeletion Score: -55435888.000000 Penalty: 67778.156250 Iteration 147Q: 22 clusters Score -5.543589e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 141 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3218 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26680 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9585 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 381 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 870 members Mstep: Class 21 contains 242034 members Entering Unmasked Estep ConsiderDeletion Score: -55435888.000000 Penalty: 67778.156250 Iteration 148F: 22 clusters Score -5.543589e+07 nChanged 0 Entering ConstructFrom: Score: -55435888.000000 Penalty: 67778.156250 Entering ConstructFrom: Trying to split cluster 1 (8623 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8623 members Entering Unmasked Estep Score: -1091992.375000 Penalty: 2247.422607 Iteration 0F: 2 clusters Score -1091992 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -1085286.000000 Penalty: 4494.845215 Iteration 0F: 3 clusters Score -1085286 nChanged 3494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -1087213.000000 Penalty: 4494.845215 Iteration 1F: 3 clusters Score -1087213 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -1087564.625000 Penalty: 4494.845215 Iteration 2F: 3 clusters Score -1087565 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4605 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -1087782.250000 Penalty: 4494.845215 Iteration 3F: 3 clusters Score -1087782 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4743 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -1087934.750000 Penalty: 4494.845215 Iteration 4Q: 3 clusters Score -1087935 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -1088056.875000 Penalty: 4494.845215 Iteration 5Q: 3 clusters Score -1088057 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -1088173.750000 Penalty: 4494.845215 Iteration 6Q: 3 clusters Score -1088174 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5328 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -1088302.500000 Penalty: 4494.845215 Iteration 7Q: 3 clusters Score -1088302 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5554 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -1088436.250000 Penalty: 4494.845215 Iteration 8Q: 3 clusters Score -1088436 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5797 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -1088583.250000 Penalty: 4494.845215 Iteration 9Q: 3 clusters Score -1088583 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6042 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -1088744.125000 Penalty: 4494.845215 Iteration 10Q: 3 clusters Score -1088744 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6307 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -1088918.125000 Penalty: 4494.845215 Iteration 11Q: 3 clusters Score -1088918 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6567 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -1089093.500000 Penalty: 4494.845215 Iteration 12Q: 3 clusters Score -1089094 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6829 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -1089294.625000 Penalty: 4494.845215 Iteration 13Q: 3 clusters Score -1089295 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7085 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -1089513.625000 Penalty: 4494.845215 Iteration 14Q: 3 clusters Score -1089514 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7276 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -1089684.625000 Penalty: 4494.845215 Iteration 15Q: 3 clusters Score -1089685 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7409 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -1089780.500000 Penalty: 4494.845215 Iteration 16Q: 3 clusters Score -1089780 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7507 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -1089862.125000 Penalty: 4494.845215 Iteration 17Q: 3 clusters Score -1089862 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7593 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -1089941.250000 Penalty: 4494.845215 Iteration 18Q: 3 clusters Score -1089941 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7655 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -1090036.250000 Penalty: 4494.845215 Iteration 19Q: 3 clusters Score -1090036 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7713 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -1090141.500000 Penalty: 4494.845215 Iteration 20F: 3 clusters Score -1090142 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7752 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -1090243.625000 Penalty: 4494.845215 Iteration 21Q: 3 clusters Score -1090244 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7785 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -1090360.250000 Penalty: 4494.845215 Iteration 22Q: 3 clusters Score -1090360 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7786 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -1090464.375000 Penalty: 4494.845215 Iteration 23Q: 3 clusters Score -1090464 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7769 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -1090556.625000 Penalty: 4494.845215 Iteration 24Q: 3 clusters Score -1090557 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7754 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -1090616.375000 Penalty: 4494.845215 Iteration 25Q: 3 clusters Score -1090616 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7734 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -1090679.375000 Penalty: 4494.845215 Iteration 26Q: 3 clusters Score -1090679 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7697 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -1090728.750000 Penalty: 4494.845215 Iteration 27Q: 3 clusters Score -1090729 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7663 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -1090762.625000 Penalty: 4494.845215 Iteration 28Q: 3 clusters Score -1090763 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7627 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -1090792.250000 Penalty: 4494.845215 Iteration 29Q: 3 clusters Score -1090792 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7583 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -1090823.250000 Penalty: 4494.845215 Iteration 30Q: 3 clusters Score -1090823 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7536 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -1090863.500000 Penalty: 4494.845215 Iteration 31Q: 3 clusters Score -1090864 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7473 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -1090928.875000 Penalty: 4494.845215 Iteration 32Q: 3 clusters Score -1090929 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7408 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -1090992.125000 Penalty: 4494.845215 Iteration 33Q: 3 clusters Score -1090992 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -1091044.500000 Penalty: 4494.845215 Iteration 34Q: 3 clusters Score -1091044 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7292 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -1091086.375000 Penalty: 4494.845215 Iteration 35Q: 3 clusters Score -1091086 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7247 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -1091125.500000 Penalty: 4494.845215 Iteration 36Q: 3 clusters Score -1091126 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7214 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -1091146.750000 Penalty: 4494.845215 Iteration 37Q: 3 clusters Score -1091147 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7194 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -1091165.125000 Penalty: 4494.845215 Iteration 38Q: 3 clusters Score -1091165 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7177 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -1091168.875000 Penalty: 4494.845215 Iteration 39Q: 3 clusters Score -1091169 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7165 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -1091174.875000 Penalty: 4494.845215 Iteration 40F: 3 clusters Score -1091175 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7152 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -1091179.000000 Penalty: 4494.845215 Iteration 41Q: 3 clusters Score -1091179 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7149 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -1091182.000000 Penalty: 4494.845215 Iteration 42Q: 3 clusters Score -1091182 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7143 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -1091184.125000 Penalty: 4494.845215 Iteration 43Q: 3 clusters Score -1091184 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7139 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -1091185.625000 Penalty: 4494.845215 Iteration 44Q: 3 clusters Score -1091186 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7138 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -1091185.375000 Penalty: 4494.845215 Iteration 45Q: 3 clusters Score -1091185 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7137 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -1091186.250000 Penalty: 4494.845215 Iteration 46Q: 3 clusters Score -1091186 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7134 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -1091188.375000 Penalty: 4494.845215 Iteration 47Q: 3 clusters Score -1091188 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7132 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -1091188.250000 Penalty: 4494.845215 Iteration 48Q: 3 clusters Score -1091188 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7131 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -1091189.000000 Penalty: 4494.845215 Iteration 49Q: 3 clusters Score -1091189 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7129 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -1091188.875000 Penalty: 4494.845215 Iteration 50Q: 3 clusters Score -1091189 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7127 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -1091189.000000 Penalty: 4494.845215 Iteration 51Q: 3 clusters Score -1091189 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7125 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -1091190.000000 Penalty: 4494.845215 Iteration 52Q: 3 clusters Score -1091190 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7120 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -1091191.000000 Penalty: 4494.845215 Iteration 53Q: 3 clusters Score -1091191 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7117 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -1091192.125000 Penalty: 4494.845215 Iteration 54Q: 3 clusters Score -1091192 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7114 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -1091194.125000 Penalty: 4494.845215 Iteration 55Q: 3 clusters Score -1091194 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7113 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -1091195.000000 Penalty: 4494.845215 Iteration 56Q: 3 clusters Score -1091195 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7113 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -1091195.000000 Penalty: 4494.845215 Iteration 57F: 3 clusters Score -1091195 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (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: -145121.375000 Penalty: 1764.865723 Iteration 0F: 2 clusters Score -145121.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -142991.562500 Penalty: 3529.731445 Iteration 0F: 3 clusters Score -142991.6 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -143311.906250 Penalty: 3529.731445 Iteration 1F: 3 clusters Score -143311.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -143420.593750 Penalty: 3529.731445 Iteration 2F: 3 clusters Score -143420.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -143482.500000 Penalty: 3529.731445 Iteration 3Q: 3 clusters Score -143482.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -143527.437500 Penalty: 3529.731445 Iteration 4Q: 3 clusters Score -143527.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -143545.515625 Penalty: 3529.731445 Iteration 5Q: 3 clusters Score -143545.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -143568.375000 Penalty: 3529.731445 Iteration 6Q: 3 clusters Score -143568.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -143594.343750 Penalty: 3529.731445 Iteration 7Q: 3 clusters Score -143594.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -143615.406250 Penalty: 3529.731445 Iteration 8Q: 3 clusters Score -143615.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -143636.796875 Penalty: 3529.731445 Iteration 9Q: 3 clusters Score -143636.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -143661.453125 Penalty: 3529.731445 Iteration 10Q: 3 clusters Score -143661.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -143702.453125 Penalty: 3529.731445 Iteration 11Q: 3 clusters Score -143702.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -143736.062500 Penalty: 3529.731445 Iteration 12Q: 3 clusters Score -143736.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -143765.125000 Penalty: 3529.731445 Iteration 13Q: 3 clusters Score -143765.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -143808.156250 Penalty: 3529.731445 Iteration 14Q: 3 clusters Score -143808.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -143866.609375 Penalty: 3529.731445 Iteration 15Q: 3 clusters Score -143866.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -143976.250000 Penalty: 3529.731445 Iteration 16Q: 3 clusters Score -143976.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -144154.171875 Penalty: 3529.731445 Iteration 17Q: 3 clusters Score -144154.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -144465.640625 Penalty: 3529.731445 Iteration 18F: 3 clusters Score -144465.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -144986.484375 Penalty: 3529.731445 Iteration 19F: 3 clusters Score -144986.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -145594.656250 Penalty: 3529.731445 Iteration 20F: 3 clusters Score -145594.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -145771.000000 Penalty: 3529.731445 Iteration 21Q: 3 clusters Score -145771 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -145830.296875 Penalty: 3529.731445 Iteration 22Q: 3 clusters Score -145830.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -146122.203125 Penalty: 3529.731445 Iteration 23Q: 3 clusters Score -146122.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -146164.421875 Penalty: 3529.731445 Iteration 24Q: 3 clusters Score -146164.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -146164.421875 Penalty: 3529.731445 Iteration 25F: 3 clusters Score -146164.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 141 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 626 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3218 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26680 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9585 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 381 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 870 members Mstep: Class 21 contains 242034 members Mstep: Class 22 contains 606 members Entering Unmasked Estep Score: -55435428.000000 Penalty: 71005.687500 Splitting cluster 2 changes total score from -55435888.000000 to -55435428.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (1692 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Entering Unmasked Estep Score: -214195.718750 Penalty: 1843.549316 Iteration 0F: 2 clusters Score -214195.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -211786.625000 Penalty: 3687.098633 Iteration 0F: 3 clusters Score -211786.6 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -212176.718750 Penalty: 3687.098633 Iteration 1F: 3 clusters Score -212176.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -212271.828125 Penalty: 3687.098633 Iteration 2F: 3 clusters Score -212271.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -212318.968750 Penalty: 3687.098633 Iteration 3Q: 3 clusters Score -212319 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -212354.015625 Penalty: 3687.098633 Iteration 4Q: 3 clusters Score -212354 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -212381.484375 Penalty: 3687.098633 Iteration 5Q: 3 clusters Score -212381.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -212394.453125 Penalty: 3687.098633 Iteration 6Q: 3 clusters Score -212394.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -212400.031250 Penalty: 3687.098633 Iteration 7Q: 3 clusters Score -212400 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -212405.796875 Penalty: 3687.098633 Iteration 8Q: 3 clusters Score -212405.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -212408.937500 Penalty: 3687.098633 Iteration 9Q: 3 clusters Score -212408.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -212411.375000 Penalty: 3687.098633 Iteration 10Q: 3 clusters Score -212411.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -212411.375000 Penalty: 3687.098633 Iteration 11F: 3 clusters Score -212411.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Entering Unmasked Estep Score: -265231.312500 Penalty: 1916.210083 Iteration 0F: 2 clusters Score -265231.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -262465.875000 Penalty: 3832.420166 Iteration 0F: 3 clusters Score -262465.9 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -263033.500000 Penalty: 3832.420166 Iteration 1F: 3 clusters Score -263033.5 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -263230.281250 Penalty: 3832.420166 Iteration 2F: 3 clusters Score -263230.3 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -263397.718750 Penalty: 3832.420166 Iteration 3F: 3 clusters Score -263397.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -263582.531250 Penalty: 3832.420166 Iteration 4F: 3 clusters Score -263582.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -263726.843750 Penalty: 3832.420166 Iteration 5F: 3 clusters Score -263726.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -263834.937500 Penalty: 3832.420166 Iteration 6Q: 3 clusters Score -263834.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -263929.812500 Penalty: 3832.420166 Iteration 7Q: 3 clusters Score -263929.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -264016.187500 Penalty: 3832.420166 Iteration 8Q: 3 clusters Score -264016.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -264069.312500 Penalty: 3832.420166 Iteration 9Q: 3 clusters Score -264069.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -264110.968750 Penalty: 3832.420166 Iteration 10Q: 3 clusters Score -264111 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -264140.968750 Penalty: 3832.420166 Iteration 11Q: 3 clusters Score -264141 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -264160.781250 Penalty: 3832.420166 Iteration 12Q: 3 clusters Score -264160.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -264168.687500 Penalty: 3832.420166 Iteration 13Q: 3 clusters Score -264168.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -264175.750000 Penalty: 3832.420166 Iteration 14Q: 3 clusters Score -264175.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -264183.062500 Penalty: 3832.420166 Iteration 15Q: 3 clusters Score -264183.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -264190.593750 Penalty: 3832.420166 Iteration 16Q: 3 clusters Score -264190.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -264195.437500 Penalty: 3832.420166 Iteration 17Q: 3 clusters Score -264195.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -264197.625000 Penalty: 3832.420166 Iteration 18Q: 3 clusters Score -264197.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -264204.218750 Penalty: 3832.420166 Iteration 19Q: 3 clusters Score -264204.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -264209.843750 Penalty: 3832.420166 Iteration 20F: 3 clusters Score -264209.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -264217.531250 Penalty: 3832.420166 Iteration 21Q: 3 clusters Score -264217.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -264223.687500 Penalty: 3832.420166 Iteration 22Q: 3 clusters Score -264223.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -264228.968750 Penalty: 3832.420166 Iteration 23Q: 3 clusters Score -264229 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -264232.718750 Penalty: 3832.420166 Iteration 24Q: 3 clusters Score -264232.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -264237.375000 Penalty: 3832.420166 Iteration 25Q: 3 clusters Score -264237.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -264240.593750 Penalty: 3832.420166 Iteration 26Q: 3 clusters Score -264240.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -264243.437500 Penalty: 3832.420166 Iteration 27Q: 3 clusters Score -264243.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -264246.093750 Penalty: 3832.420166 Iteration 28Q: 3 clusters Score -264246.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -264248.906250 Penalty: 3832.420166 Iteration 29Q: 3 clusters Score -264248.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -264249.750000 Penalty: 3832.420166 Iteration 30Q: 3 clusters Score -264249.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -264251.906250 Penalty: 3832.420166 Iteration 31Q: 3 clusters Score -264251.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -264254.437500 Penalty: 3832.420166 Iteration 32Q: 3 clusters Score -264254.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -264255.625000 Penalty: 3832.420166 Iteration 33Q: 3 clusters Score -264255.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -264255.875000 Penalty: 3832.420166 Iteration 34Q: 3 clusters Score -264255.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -264256.781250 Penalty: 3832.420166 Iteration 35Q: 3 clusters Score -264256.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -264259.125000 Penalty: 3832.420166 Iteration 36Q: 3 clusters Score -264259.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -264262.468750 Penalty: 3832.420166 Iteration 37Q: 3 clusters Score -264262.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -264266.906250 Penalty: 3832.420166 Iteration 38Q: 3 clusters Score -264266.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -264266.906250 Penalty: 3832.420166 Iteration 39F: 3 clusters Score -264266.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (5638 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5638 members Entering Unmasked Estep Score: -722004.250000 Penalty: 2142.046387 Iteration 0F: 2 clusters Score -722004.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -717076.250000 Penalty: 4284.092773 Iteration 0F: 3 clusters Score -717076.2 nChanged 2202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -718272.000000 Penalty: 4284.092773 Iteration 1F: 3 clusters Score -718272 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -718504.437500 Penalty: 4284.092773 Iteration 2F: 3 clusters Score -718504.4 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -718639.125000 Penalty: 4284.092773 Iteration 3Q: 3 clusters Score -718639.1 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -718740.500000 Penalty: 4284.092773 Iteration 4Q: 3 clusters Score -718740.5 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -718812.875000 Penalty: 4284.092773 Iteration 5Q: 3 clusters Score -718812.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -718863.875000 Penalty: 4284.092773 Iteration 6Q: 3 clusters Score -718863.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -718909.625000 Penalty: 4284.092773 Iteration 7Q: 3 clusters Score -718909.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -718946.812500 Penalty: 4284.092773 Iteration 8Q: 3 clusters Score -718946.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -718983.375000 Penalty: 4284.092773 Iteration 9Q: 3 clusters Score -718983.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -719011.125000 Penalty: 4284.092773 Iteration 10Q: 3 clusters Score -719011.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -719035.687500 Penalty: 4284.092773 Iteration 11Q: 3 clusters Score -719035.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -719059.562500 Penalty: 4284.092773 Iteration 12Q: 3 clusters Score -719059.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -719080.062500 Penalty: 4284.092773 Iteration 13Q: 3 clusters Score -719080.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -719102.875000 Penalty: 4284.092773 Iteration 14Q: 3 clusters Score -719102.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -719126.812500 Penalty: 4284.092773 Iteration 15Q: 3 clusters Score -719126.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -719154.250000 Penalty: 4284.092773 Iteration 16Q: 3 clusters Score -719154.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -719180.125000 Penalty: 4284.092773 Iteration 17Q: 3 clusters Score -719180.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -719213.250000 Penalty: 4284.092773 Iteration 18Q: 3 clusters Score -719213.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -719250.562500 Penalty: 4284.092773 Iteration 19Q: 3 clusters Score -719250.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -719289.437500 Penalty: 4284.092773 Iteration 20F: 3 clusters Score -719289.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -719328.000000 Penalty: 4284.092773 Iteration 21Q: 3 clusters Score -719328 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -719365.812500 Penalty: 4284.092773 Iteration 22Q: 3 clusters Score -719365.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -719404.000000 Penalty: 4284.092773 Iteration 23Q: 3 clusters Score -719404 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -719458.750000 Penalty: 4284.092773 Iteration 24Q: 3 clusters Score -719458.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -719531.500000 Penalty: 4284.092773 Iteration 25Q: 3 clusters Score -719531.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -719611.125000 Penalty: 4284.092773 Iteration 26Q: 3 clusters Score -719611.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -719678.125000 Penalty: 4284.092773 Iteration 27Q: 3 clusters Score -719678.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -719736.562500 Penalty: 4284.092773 Iteration 28Q: 3 clusters Score -719736.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -719786.875000 Penalty: 4284.092773 Iteration 29Q: 3 clusters Score -719786.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -719832.687500 Penalty: 4284.092773 Iteration 30Q: 3 clusters Score -719832.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -719876.375000 Penalty: 4284.092773 Iteration 31Q: 3 clusters Score -719876.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -719915.000000 Penalty: 4284.092773 Iteration 32Q: 3 clusters Score -719915 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -719941.187500 Penalty: 4284.092773 Iteration 33Q: 3 clusters Score -719941.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -719962.187500 Penalty: 4284.092773 Iteration 34Q: 3 clusters Score -719962.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -719982.250000 Penalty: 4284.092773 Iteration 35Q: 3 clusters Score -719982.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -719994.687500 Penalty: 4284.092773 Iteration 36Q: 3 clusters Score -719994.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -720002.750000 Penalty: 4284.092773 Iteration 37Q: 3 clusters Score -720002.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -720012.625000 Penalty: 4284.092773 Iteration 38Q: 3 clusters Score -720012.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -720024.312500 Penalty: 4284.092773 Iteration 39Q: 3 clusters Score -720024.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -720032.375000 Penalty: 4284.092773 Iteration 40F: 3 clusters Score -720032.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -720041.500000 Penalty: 4284.092773 Iteration 41Q: 3 clusters Score -720041.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -720054.312500 Penalty: 4284.092773 Iteration 42Q: 3 clusters Score -720054.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -720063.312500 Penalty: 4284.092773 Iteration 43Q: 3 clusters Score -720063.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -720074.750000 Penalty: 4284.092773 Iteration 44Q: 3 clusters Score -720074.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -720085.562500 Penalty: 4284.092773 Iteration 45Q: 3 clusters Score -720085.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -720094.312500 Penalty: 4284.092773 Iteration 46Q: 3 clusters Score -720094.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -720105.562500 Penalty: 4284.092773 Iteration 47Q: 3 clusters Score -720105.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -720112.562500 Penalty: 4284.092773 Iteration 48Q: 3 clusters Score -720112.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -720120.687500 Penalty: 4284.092773 Iteration 49Q: 3 clusters Score -720120.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -720126.625000 Penalty: 4284.092773 Iteration 50Q: 3 clusters Score -720126.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -720129.562500 Penalty: 4284.092773 Iteration 51Q: 3 clusters Score -720129.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -720136.687500 Penalty: 4284.092773 Iteration 52Q: 3 clusters Score -720136.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -720141.500000 Penalty: 4284.092773 Iteration 53Q: 3 clusters Score -720141.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -720143.062500 Penalty: 4284.092773 Iteration 54Q: 3 clusters Score -720143.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -720145.875000 Penalty: 4284.092773 Iteration 55Q: 3 clusters Score -720145.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -720147.000000 Penalty: 4284.092773 Iteration 56Q: 3 clusters Score -720147 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -720148.312500 Penalty: 4284.092773 Iteration 57Q: 3 clusters Score -720148.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -720149.187500 Penalty: 4284.092773 Iteration 58Q: 3 clusters Score -720149.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4276 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -720149.625000 Penalty: 4284.092773 Iteration 59Q: 3 clusters Score -720149.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4276 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -720149.625000 Penalty: 4284.092773 Iteration 60F: 3 clusters Score -720149.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (518 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Entering Unmasked Estep Score: -54279.730469 Penalty: 1549.993896 Iteration 0F: 2 clusters Score -54279.73 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 257 members Entering Unmasked Estep Score: -52792.058594 Penalty: 3099.987793 Iteration 0F: 3 clusters Score -52792.06 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -53091.902344 Penalty: 3099.987793 Iteration 1F: 3 clusters Score -53091.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -53275.183594 Penalty: 3099.987793 Iteration 2F: 3 clusters Score -53275.18 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -53406.167969 Penalty: 3099.987793 Iteration 3F: 3 clusters Score -53406.17 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -53462.550781 Penalty: 3099.987793 Iteration 4Q: 3 clusters Score -53462.55 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -53522.546875 Penalty: 3099.987793 Iteration 5Q: 3 clusters Score -53522.55 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -53559.667969 Penalty: 3099.987793 Iteration 6Q: 3 clusters Score -53559.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -53585.238281 Penalty: 3099.987793 Iteration 7Q: 3 clusters Score -53585.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -53612.523438 Penalty: 3099.987793 Iteration 8Q: 3 clusters Score -53612.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -53632.750000 Penalty: 3099.987793 Iteration 9Q: 3 clusters Score -53632.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -53647.421875 Penalty: 3099.987793 Iteration 10Q: 3 clusters Score -53647.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -53657.859375 Penalty: 3099.987793 Iteration 11Q: 3 clusters Score -53657.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -53660.523438 Penalty: 3099.987793 Iteration 12Q: 3 clusters Score -53660.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -53665.453125 Penalty: 3099.987793 Iteration 13Q: 3 clusters Score -53665.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -53673.343750 Penalty: 3099.987793 Iteration 14Q: 3 clusters Score -53673.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -53675.023438 Penalty: 3099.987793 Iteration 15Q: 3 clusters Score -53675.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -53675.023438 Penalty: 3099.987793 Iteration 16F: 3 clusters Score -53675.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3218 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Entering Unmasked Estep Score: -380656.250000 Penalty: 2002.975830 Iteration 0F: 2 clusters Score -380656.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -377269.968750 Penalty: 4005.951660 Iteration 0F: 3 clusters Score -377270 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -378061.343750 Penalty: 4005.951660 Iteration 1F: 3 clusters Score -378061.3 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -378322.437500 Penalty: 4005.951660 Iteration 2F: 3 clusters Score -378322.4 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -378503.343750 Penalty: 4005.951660 Iteration 3F: 3 clusters Score -378503.3 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -378648.062500 Penalty: 4005.951660 Iteration 4F: 3 clusters Score -378648.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -378756.593750 Penalty: 4005.951660 Iteration 5Q: 3 clusters Score -378756.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -378845.000000 Penalty: 4005.951660 Iteration 6Q: 3 clusters Score -378845 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -378937.125000 Penalty: 4005.951660 Iteration 7Q: 3 clusters Score -378937.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -379034.968750 Penalty: 4005.951660 Iteration 8Q: 3 clusters Score -379035 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -379134.906250 Penalty: 4005.951660 Iteration 9Q: 3 clusters Score -379134.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -379243.656250 Penalty: 4005.951660 Iteration 10Q: 3 clusters Score -379243.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -379367.031250 Penalty: 4005.951660 Iteration 11Q: 3 clusters Score -379367 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -379483.968750 Penalty: 4005.951660 Iteration 12Q: 3 clusters Score -379484 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -379581.718750 Penalty: 4005.951660 Iteration 13Q: 3 clusters Score -379581.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -379676.250000 Penalty: 4005.951660 Iteration 14Q: 3 clusters Score -379676.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -379756.468750 Penalty: 4005.951660 Iteration 15Q: 3 clusters Score -379756.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -379828.718750 Penalty: 4005.951660 Iteration 16Q: 3 clusters Score -379828.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -379894.500000 Penalty: 4005.951660 Iteration 17Q: 3 clusters Score -379894.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -379932.000000 Penalty: 4005.951660 Iteration 18Q: 3 clusters Score -379932 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -379949.468750 Penalty: 4005.951660 Iteration 19Q: 3 clusters Score -379949.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -379960.156250 Penalty: 4005.951660 Iteration 20F: 3 clusters Score -379960.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -379964.281250 Penalty: 4005.951660 Iteration 21Q: 3 clusters Score -379964.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -379969.625000 Penalty: 4005.951660 Iteration 22Q: 3 clusters Score -379969.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -379971.687500 Penalty: 4005.951660 Iteration 23Q: 3 clusters Score -379971.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -379974.281250 Penalty: 4005.951660 Iteration 24Q: 3 clusters Score -379974.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -379975.375000 Penalty: 4005.951660 Iteration 25Q: 3 clusters Score -379975.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -379976.906250 Penalty: 4005.951660 Iteration 26Q: 3 clusters Score -379976.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -379977.500000 Penalty: 4005.951660 Iteration 27Q: 3 clusters Score -379977.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -379980.343750 Penalty: 4005.951660 Iteration 28Q: 3 clusters Score -379980.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -379982.343750 Penalty: 4005.951660 Iteration 29Q: 3 clusters Score -379982.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -379983.031250 Penalty: 4005.951660 Iteration 30Q: 3 clusters Score -379983 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -379983.625000 Penalty: 4005.951660 Iteration 31Q: 3 clusters Score -379983.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -379983.625000 Penalty: 4005.951660 Iteration 32F: 3 clusters Score -379983.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (50295 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50295 members Entering Unmasked Estep Score: -6431418.000000 Penalty: 2684.763916 Iteration 0F: 2 clusters Score -6431418 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25330 members Mstep: Class 2 contains 24965 members Entering Unmasked Estep Score: -6397593.500000 Penalty: 5369.527832 Iteration 0F: 3 clusters Score -6397594 nChanged 23304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26484 members Mstep: Class 2 contains 23811 members Entering Unmasked Estep Score: -6410311.000000 Penalty: 5369.527832 Iteration 1F: 3 clusters Score -6410311 nChanged 1904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27216 members Mstep: Class 2 contains 23079 members Entering Unmasked Estep Score: -6410801.500000 Penalty: 5369.527832 Iteration 2Q: 3 clusters Score -6410802 nChanged 1935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28261 members Mstep: Class 2 contains 22034 members Entering Unmasked Estep Score: -6411381.500000 Penalty: 5369.527832 Iteration 3Q: 3 clusters Score -6411382 nChanged 2055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29854 members Mstep: Class 2 contains 20441 members Entering Unmasked Estep Score: -6412160.500000 Penalty: 5369.527832 Iteration 4Q: 3 clusters Score -6412160 nChanged 2502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32140 members Mstep: Class 2 contains 18155 members Entering Unmasked Estep Score: -6413382.500000 Penalty: 5369.527832 Iteration 5Q: 3 clusters Score -6413382 nChanged 3186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35282 members Mstep: Class 2 contains 15013 members Entering Unmasked Estep Score: -6415369.500000 Penalty: 5369.527832 Iteration 6F: 3 clusters Score -6415370 nChanged 4008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39268 members Mstep: Class 2 contains 11027 members Entering Unmasked Estep Score: -6418496.500000 Penalty: 5369.527832 Iteration 7F: 3 clusters Score -6418496 nChanged 4393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43659 members Mstep: Class 2 contains 6636 members Entering Unmasked Estep Score: -6422558.000000 Penalty: 5369.527832 Iteration 8F: 3 clusters Score -6422558 nChanged 3526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47185 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -6426048.500000 Penalty: 5369.527832 Iteration 9F: 3 clusters Score -6426048 nChanged 1920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49105 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -6427955.000000 Penalty: 5369.527832 Iteration 10Q: 3 clusters Score -6427955 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49775 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -6428632.500000 Penalty: 5369.527832 Iteration 11Q: 3 clusters Score -6428632 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49967 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -6428867.500000 Penalty: 5369.527832 Iteration 12Q: 3 clusters Score -6428868 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50034 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -6428981.000000 Penalty: 5369.527832 Iteration 13Q: 3 clusters Score -6428981 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50050 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -6429029.500000 Penalty: 5369.527832 Iteration 14Q: 3 clusters Score -6429030 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50055 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -6429057.500000 Penalty: 5369.527832 Iteration 15Q: 3 clusters Score -6429058 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50058 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -6429062.500000 Penalty: 5369.527832 Iteration 16Q: 3 clusters Score -6429062 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50064 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -6429072.000000 Penalty: 5369.527832 Iteration 17Q: 3 clusters Score -6429072 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50067 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -6429075.000000 Penalty: 5369.527832 Iteration 18Q: 3 clusters Score -6429075 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50067 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -6429069.000000 Penalty: 5369.527832 Iteration 19Q: 3 clusters Score -6429069 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50067 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -6429073.000000 Penalty: 5369.527832 Iteration 20F: 3 clusters Score -6429073 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50067 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -6429074.500000 Penalty: 5369.527832 Iteration 21Q: 3 clusters Score -6429074 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50067 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -6429082.000000 Penalty: 5369.527832 Iteration 22Q: 3 clusters Score -6429082 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50068 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -6429083.500000 Penalty: 5369.527832 Iteration 23Q: 3 clusters Score -6429084 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50072 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -6429090.500000 Penalty: 5369.527832 Iteration 24Q: 3 clusters Score -6429090 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50073 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -6429098.000000 Penalty: 5369.527832 Iteration 25Q: 3 clusters Score -6429098 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50075 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -6429098.000000 Penalty: 5369.527832 Iteration 26Q: 3 clusters Score -6429098 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50077 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -6429102.500000 Penalty: 5369.527832 Iteration 27Q: 3 clusters Score -6429102 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50077 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -6429102.500000 Penalty: 5369.527832 Iteration 28F: 3 clusters Score -6429102 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (63761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63761 members Entering Unmasked Estep Score: -8027376.000000 Penalty: 2743.598389 Iteration 0F: 2 clusters Score -8027376 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31974 members Mstep: Class 2 contains 31787 members Entering Unmasked Estep Score: -7984679.000000 Penalty: 5487.196777 Iteration 0F: 3 clusters Score -7984679 nChanged 29762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32972 members Mstep: Class 2 contains 30789 members Entering Unmasked Estep Score: -8000915.000000 Penalty: 5487.196777 Iteration 1F: 3 clusters Score -8000915 nChanged 2340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33744 members Mstep: Class 2 contains 30017 members Entering Unmasked Estep Score: -8001573.000000 Penalty: 5487.196777 Iteration 2Q: 3 clusters Score -8001573 nChanged 2352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34882 members Mstep: Class 2 contains 28879 members Entering Unmasked Estep Score: -8002194.000000 Penalty: 5487.196777 Iteration 3Q: 3 clusters Score -8002194 nChanged 2337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36419 members Mstep: Class 2 contains 27342 members Entering Unmasked Estep Score: -8002995.500000 Penalty: 5487.196777 Iteration 4Q: 3 clusters Score -8002996 nChanged 2594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38565 members Mstep: Class 2 contains 25196 members Entering Unmasked Estep Score: -8004149.000000 Penalty: 5487.196777 Iteration 5Q: 3 clusters Score -8004149 nChanged 3111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41454 members Mstep: Class 2 contains 22307 members Entering Unmasked Estep Score: -8005848.500000 Penalty: 5487.196777 Iteration 6Q: 3 clusters Score -8005848 nChanged 3988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45364 members Mstep: Class 2 contains 18397 members Entering Unmasked Estep Score: -8008558.000000 Penalty: 5487.196777 Iteration 7F: 3 clusters Score -8008558 nChanged 4735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50061 members Mstep: Class 2 contains 13700 members Entering Unmasked Estep Score: -8012365.500000 Penalty: 5487.196777 Iteration 8F: 3 clusters Score -8012366 nChanged 4987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55040 members Mstep: Class 2 contains 8721 members Entering Unmasked Estep Score: -8016948.500000 Penalty: 5487.196777 Iteration 9F: 3 clusters Score -8016948 nChanged 4135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59161 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -8020859.500000 Penalty: 5487.196777 Iteration 10F: 3 clusters Score -8020860 nChanged 2566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61715 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -8023293.000000 Penalty: 5487.196777 Iteration 11Q: 3 clusters Score -8023293 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62856 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -8024308.000000 Penalty: 5487.196777 Iteration 12Q: 3 clusters Score -8024308 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63257 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -8024686.500000 Penalty: 5487.196777 Iteration 13Q: 3 clusters Score -8024686 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63384 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -8024837.000000 Penalty: 5487.196777 Iteration 14Q: 3 clusters Score -8024837 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63436 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -8024926.000000 Penalty: 5487.196777 Iteration 15Q: 3 clusters Score -8024926 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63470 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -8024981.000000 Penalty: 5487.196777 Iteration 16Q: 3 clusters Score -8024981 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63484 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -8024996.000000 Penalty: 5487.196777 Iteration 17Q: 3 clusters Score -8024996 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63490 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -8025017.000000 Penalty: 5487.196777 Iteration 18Q: 3 clusters Score -8025017 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63493 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -8025032.000000 Penalty: 5487.196777 Iteration 19Q: 3 clusters Score -8025032 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63497 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -8025032.000000 Penalty: 5487.196777 Iteration 20F: 3 clusters Score -8025032 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63498 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -8025040.500000 Penalty: 5487.196777 Iteration 21Q: 3 clusters Score -8025040 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63499 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -8025046.000000 Penalty: 5487.196777 Iteration 22Q: 3 clusters Score -8025046 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63501 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -8025049.000000 Penalty: 5487.196777 Iteration 23Q: 3 clusters Score -8025049 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63502 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -8025045.000000 Penalty: 5487.196777 Iteration 24Q: 3 clusters Score -8025045 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63504 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -8025055.000000 Penalty: 5487.196777 Iteration 25Q: 3 clusters Score -8025055 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63506 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -8025060.000000 Penalty: 5487.196777 Iteration 26Q: 3 clusters Score -8025060 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63509 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -8025061.000000 Penalty: 5487.196777 Iteration 27Q: 3 clusters Score -8025061 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63511 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -8025073.000000 Penalty: 5487.196777 Iteration 28Q: 3 clusters Score -8025073 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63512 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -8025069.500000 Penalty: 5487.196777 Iteration 29Q: 3 clusters Score -8025070 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63512 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -8025076.500000 Penalty: 5487.196777 Iteration 30Q: 3 clusters Score -8025076 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63512 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -8025076.500000 Penalty: 5487.196777 Iteration 31F: 3 clusters Score -8025076 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Entering Unmasked Estep Score: -439060.937500 Penalty: 2025.925171 Iteration 0F: 2 clusters Score -439060.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -435468.406250 Penalty: 4051.850342 Iteration 0F: 3 clusters Score -435468.4 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -436293.531250 Penalty: 4051.850342 Iteration 1F: 3 clusters Score -436293.5 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -436472.312500 Penalty: 4051.850342 Iteration 2F: 3 clusters Score -436472.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -436579.187500 Penalty: 4051.850342 Iteration 3Q: 3 clusters Score -436579.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -436650.187500 Penalty: 4051.850342 Iteration 4Q: 3 clusters Score -436650.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -436699.062500 Penalty: 4051.850342 Iteration 5Q: 3 clusters Score -436699.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -436735.031250 Penalty: 4051.850342 Iteration 6Q: 3 clusters Score -436735 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -436771.625000 Penalty: 4051.850342 Iteration 7Q: 3 clusters Score -436771.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -436802.031250 Penalty: 4051.850342 Iteration 8Q: 3 clusters Score -436802 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -436829.531250 Penalty: 4051.850342 Iteration 9Q: 3 clusters Score -436829.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -436860.906250 Penalty: 4051.850342 Iteration 10Q: 3 clusters Score -436860.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -436892.906250 Penalty: 4051.850342 Iteration 11Q: 3 clusters Score -436892.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -436928.968750 Penalty: 4051.850342 Iteration 12Q: 3 clusters Score -436929 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -436977.437500 Penalty: 4051.850342 Iteration 13Q: 3 clusters Score -436977.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -437028.562500 Penalty: 4051.850342 Iteration 14Q: 3 clusters Score -437028.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -437087.031250 Penalty: 4051.850342 Iteration 15Q: 3 clusters Score -437087 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -437132.343750 Penalty: 4051.850342 Iteration 16Q: 3 clusters Score -437132.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -437172.718750 Penalty: 4051.850342 Iteration 17Q: 3 clusters Score -437172.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -437225.968750 Penalty: 4051.850342 Iteration 18Q: 3 clusters Score -437226 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -437289.750000 Penalty: 4051.850342 Iteration 19Q: 3 clusters Score -437289.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -437352.343750 Penalty: 4051.850342 Iteration 20F: 3 clusters Score -437352.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -437419.375000 Penalty: 4051.850342 Iteration 21Q: 3 clusters Score -437419.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -437475.875000 Penalty: 4051.850342 Iteration 22Q: 3 clusters Score -437475.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -437530.968750 Penalty: 4051.850342 Iteration 23Q: 3 clusters Score -437531 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -437578.593750 Penalty: 4051.850342 Iteration 24Q: 3 clusters Score -437578.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -437613.437500 Penalty: 4051.850342 Iteration 25Q: 3 clusters Score -437613.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -437664.562500 Penalty: 4051.850342 Iteration 26Q: 3 clusters Score -437664.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -437730.031250 Penalty: 4051.850342 Iteration 27Q: 3 clusters Score -437730 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -437785.625000 Penalty: 4051.850342 Iteration 28Q: 3 clusters Score -437785.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -437826.750000 Penalty: 4051.850342 Iteration 29Q: 3 clusters Score -437826.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -437852.187500 Penalty: 4051.850342 Iteration 30Q: 3 clusters Score -437852.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -437877.156250 Penalty: 4051.850342 Iteration 31Q: 3 clusters Score -437877.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -437903.250000 Penalty: 4051.850342 Iteration 32Q: 3 clusters Score -437903.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -437924.687500 Penalty: 4051.850342 Iteration 33Q: 3 clusters Score -437924.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -437936.656250 Penalty: 4051.850342 Iteration 34Q: 3 clusters Score -437936.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -437944.343750 Penalty: 4051.850342 Iteration 35Q: 3 clusters Score -437944.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -437951.906250 Penalty: 4051.850342 Iteration 36Q: 3 clusters Score -437951.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -437961.218750 Penalty: 4051.850342 Iteration 37Q: 3 clusters Score -437961.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -437968.843750 Penalty: 4051.850342 Iteration 38Q: 3 clusters Score -437968.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -437976.000000 Penalty: 4051.850342 Iteration 39Q: 3 clusters Score -437976 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -437982.312500 Penalty: 4051.850342 Iteration 40F: 3 clusters Score -437982.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -437995.312500 Penalty: 4051.850342 Iteration 41Q: 3 clusters Score -437995.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -438002.968750 Penalty: 4051.850342 Iteration 42Q: 3 clusters Score -438003 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -438006.812500 Penalty: 4051.850342 Iteration 43Q: 3 clusters Score -438006.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -438007.375000 Penalty: 4051.850342 Iteration 44Q: 3 clusters Score -438007.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -438008.218750 Penalty: 4051.850342 Iteration 45Q: 3 clusters Score -438008.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -438008.218750 Penalty: 4051.850342 Iteration 46F: 3 clusters Score -438008.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (26680 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26680 members Entering Unmasked Estep Score: -3299836.000000 Penalty: 2527.533936 Iteration 0F: 2 clusters Score -3299836 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13486 members Mstep: Class 2 contains 13194 members Entering Unmasked Estep Score: -3281372.750000 Penalty: 5055.067871 Iteration 0F: 3 clusters Score -3281373 nChanged 11936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14228 members Mstep: Class 2 contains 12452 members Entering Unmasked Estep Score: -3287707.250000 Penalty: 5055.067871 Iteration 1F: 3 clusters Score -3287707 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14743 members Mstep: Class 2 contains 11937 members Entering Unmasked Estep Score: -3288182.500000 Penalty: 5055.067871 Iteration 2Q: 3 clusters Score -3288182 nChanged 1224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15471 members Mstep: Class 2 contains 11209 members Entering Unmasked Estep Score: -3288631.250000 Penalty: 5055.067871 Iteration 3Q: 3 clusters Score -3288631 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16431 members Mstep: Class 2 contains 10249 members Entering Unmasked Estep Score: -3289180.000000 Penalty: 5055.067871 Iteration 4Q: 3 clusters Score -3289180 nChanged 1410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17693 members Mstep: Class 2 contains 8987 members Entering Unmasked Estep Score: -3289953.250000 Penalty: 5055.067871 Iteration 5F: 3 clusters Score -3289953 nChanged 1713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19328 members Mstep: Class 2 contains 7352 members Entering Unmasked Estep Score: -3291095.500000 Penalty: 5055.067871 Iteration 6F: 3 clusters Score -3291096 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21243 members Mstep: Class 2 contains 5437 members Entering Unmasked Estep Score: -3292653.500000 Penalty: 5055.067871 Iteration 7F: 3 clusters Score -3292654 nChanged 1907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23130 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -3294344.750000 Penalty: 5055.067871 Iteration 8F: 3 clusters Score -3294345 nChanged 1563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24687 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -3295827.250000 Penalty: 5055.067871 Iteration 9F: 3 clusters Score -3295827 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25642 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -3296734.500000 Penalty: 5055.067871 Iteration 10Q: 3 clusters Score -3296734 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26098 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -3297172.000000 Penalty: 5055.067871 Iteration 11Q: 3 clusters Score -3297172 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26261 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -3297375.250000 Penalty: 5055.067871 Iteration 12Q: 3 clusters Score -3297375 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26329 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -3297469.750000 Penalty: 5055.067871 Iteration 13Q: 3 clusters Score -3297470 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26373 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -3297545.750000 Penalty: 5055.067871 Iteration 14Q: 3 clusters Score -3297546 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26397 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -3297597.750000 Penalty: 5055.067871 Iteration 15Q: 3 clusters Score -3297598 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26408 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -3297617.500000 Penalty: 5055.067871 Iteration 16Q: 3 clusters Score -3297618 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26413 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -3297630.250000 Penalty: 5055.067871 Iteration 17Q: 3 clusters Score -3297630 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26417 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -3297646.000000 Penalty: 5055.067871 Iteration 18Q: 3 clusters Score -3297646 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26423 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -3297664.000000 Penalty: 5055.067871 Iteration 19Q: 3 clusters Score -3297664 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26427 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -3297671.250000 Penalty: 5055.067871 Iteration 20F: 3 clusters Score -3297671 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26428 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -3297676.500000 Penalty: 5055.067871 Iteration 21Q: 3 clusters Score -3297676 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26429 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -3297676.750000 Penalty: 5055.067871 Iteration 22Q: 3 clusters Score -3297677 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26432 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -3297681.500000 Penalty: 5055.067871 Iteration 23Q: 3 clusters Score -3297682 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26434 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -3297686.750000 Penalty: 5055.067871 Iteration 24Q: 3 clusters Score -3297687 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26435 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -3297687.000000 Penalty: 5055.067871 Iteration 25Q: 3 clusters Score -3297687 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26435 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -3297687.000000 Penalty: 5055.067871 Iteration 26F: 3 clusters Score -3297687 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (9357 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9357 members Entering Unmasked Estep Score: -1195394.125000 Penalty: 2267.682129 Iteration 0F: 2 clusters Score -1195394 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -1188185.750000 Penalty: 4535.364258 Iteration 0F: 3 clusters Score -1188186 nChanged 3851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 4994 members Entering Unmasked Estep Score: -1190285.625000 Penalty: 4535.364258 Iteration 1F: 3 clusters Score -1190286 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -1190640.125000 Penalty: 4535.364258 Iteration 2F: 3 clusters Score -1190640 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 5325 members Entering Unmasked Estep Score: -1190888.125000 Penalty: 4535.364258 Iteration 3F: 3 clusters Score -1190888 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 5560 members Entering Unmasked Estep Score: -1191085.250000 Penalty: 4535.364258 Iteration 4Q: 3 clusters Score -1191085 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 5807 members Entering Unmasked Estep Score: -1191256.750000 Penalty: 4535.364258 Iteration 5Q: 3 clusters Score -1191257 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 6123 members Entering Unmasked Estep Score: -1191456.750000 Penalty: 4535.364258 Iteration 6Q: 3 clusters Score -1191457 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 6451 members Entering Unmasked Estep Score: -1191687.500000 Penalty: 4535.364258 Iteration 7Q: 3 clusters Score -1191688 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 6822 members Entering Unmasked Estep Score: -1191971.625000 Penalty: 4535.364258 Iteration 8Q: 3 clusters Score -1191972 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 7222 members Entering Unmasked Estep Score: -1192305.375000 Penalty: 4535.364258 Iteration 9Q: 3 clusters Score -1192305 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 7628 members Entering Unmasked Estep Score: -1192685.750000 Penalty: 4535.364258 Iteration 10Q: 3 clusters Score -1192686 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 7993 members Entering Unmasked Estep Score: -1193028.625000 Penalty: 4535.364258 Iteration 11Q: 3 clusters Score -1193029 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 8263 members Entering Unmasked Estep Score: -1193295.500000 Penalty: 4535.364258 Iteration 12Q: 3 clusters Score -1193296 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 8456 members Entering Unmasked Estep Score: -1193481.250000 Penalty: 4535.364258 Iteration 13Q: 3 clusters Score -1193481 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 8583 members Entering Unmasked Estep Score: -1193590.000000 Penalty: 4535.364258 Iteration 14Q: 3 clusters Score -1193590 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 8669 members Entering Unmasked Estep Score: -1193665.125000 Penalty: 4535.364258 Iteration 15Q: 3 clusters Score -1193665 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 8736 members Entering Unmasked Estep Score: -1193727.375000 Penalty: 4535.364258 Iteration 16Q: 3 clusters Score -1193727 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 8777 members Entering Unmasked Estep Score: -1193771.875000 Penalty: 4535.364258 Iteration 17Q: 3 clusters Score -1193772 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 8800 members Entering Unmasked Estep Score: -1193790.375000 Penalty: 4535.364258 Iteration 18Q: 3 clusters Score -1193790 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 8816 members Entering Unmasked Estep Score: -1193804.875000 Penalty: 4535.364258 Iteration 19Q: 3 clusters Score -1193805 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 8831 members Entering Unmasked Estep Score: -1193813.000000 Penalty: 4535.364258 Iteration 20F: 3 clusters Score -1193813 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 8836 members Entering Unmasked Estep Score: -1193816.125000 Penalty: 4535.364258 Iteration 21Q: 3 clusters Score -1193816 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 8841 members Entering Unmasked Estep Score: -1193824.250000 Penalty: 4535.364258 Iteration 22Q: 3 clusters Score -1193824 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 8848 members Entering Unmasked Estep Score: -1193830.000000 Penalty: 4535.364258 Iteration 23Q: 3 clusters Score -1193830 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 8854 members Entering Unmasked Estep Score: -1193837.875000 Penalty: 4535.364258 Iteration 24Q: 3 clusters Score -1193838 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 8862 members Entering Unmasked Estep Score: -1193844.125000 Penalty: 4535.364258 Iteration 25Q: 3 clusters Score -1193844 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 8868 members Entering Unmasked Estep Score: -1193852.750000 Penalty: 4535.364258 Iteration 26Q: 3 clusters Score -1193853 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 8874 members Entering Unmasked Estep Score: -1193856.000000 Penalty: 4535.364258 Iteration 27Q: 3 clusters Score -1193856 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 8876 members Entering Unmasked Estep Score: -1193857.875000 Penalty: 4535.364258 Iteration 28Q: 3 clusters Score -1193858 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 8882 members Entering Unmasked Estep Score: -1193861.875000 Penalty: 4535.364258 Iteration 29Q: 3 clusters Score -1193862 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 8891 members Entering Unmasked Estep Score: -1193870.375000 Penalty: 4535.364258 Iteration 30Q: 3 clusters Score -1193870 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 8900 members Entering Unmasked Estep Score: -1193878.875000 Penalty: 4535.364258 Iteration 31Q: 3 clusters Score -1193879 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 8904 members Entering Unmasked Estep Score: -1193880.125000 Penalty: 4535.364258 Iteration 32Q: 3 clusters Score -1193880 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 8907 members Entering Unmasked Estep Score: -1193880.750000 Penalty: 4535.364258 Iteration 33Q: 3 clusters Score -1193881 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 8910 members Entering Unmasked Estep Score: -1193881.750000 Penalty: 4535.364258 Iteration 34Q: 3 clusters Score -1193882 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 8911 members Entering Unmasked Estep Score: -1193882.000000 Penalty: 4535.364258 Iteration 35Q: 3 clusters Score -1193882 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 8913 members Entering Unmasked Estep Score: -1193881.750000 Penalty: 4535.364258 Iteration 36Q: 3 clusters Score -1193882 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 8913 members Entering Unmasked Estep Score: -1193881.750000 Penalty: 4535.364258 Iteration 37F: 3 clusters Score -1193882 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (696 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Entering Unmasked Estep Score: -71765.757812 Penalty: 1623.246704 Iteration 0F: 2 clusters Score -71765.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -70161.265625 Penalty: 3246.493408 Iteration 0F: 3 clusters Score -70161.27 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -70633.132812 Penalty: 3246.493408 Iteration 1F: 3 clusters Score -70633.13 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -70879.406250 Penalty: 3246.493408 Iteration 2F: 3 clusters Score -70879.41 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -71048.710938 Penalty: 3246.493408 Iteration 3F: 3 clusters Score -71048.71 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -71163.929688 Penalty: 3246.493408 Iteration 4Q: 3 clusters Score -71163.93 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -71310.078125 Penalty: 3246.493408 Iteration 5Q: 3 clusters Score -71310.08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -71420.226562 Penalty: 3246.493408 Iteration 6Q: 3 clusters Score -71420.23 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -71522.789062 Penalty: 3246.493408 Iteration 7Q: 3 clusters Score -71522.79 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -71561.289062 Penalty: 3246.493408 Iteration 8Q: 3 clusters Score -71561.29 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -71584.414062 Penalty: 3246.493408 Iteration 9Q: 3 clusters Score -71584.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -71604.835938 Penalty: 3246.493408 Iteration 10Q: 3 clusters Score -71604.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -71621.421875 Penalty: 3246.493408 Iteration 11Q: 3 clusters Score -71621.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -71644.226562 Penalty: 3246.493408 Iteration 12Q: 3 clusters Score -71644.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -71653.445312 Penalty: 3246.493408 Iteration 13Q: 3 clusters Score -71653.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -71658.460938 Penalty: 3246.493408 Iteration 14Q: 3 clusters Score -71658.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -71667.757812 Penalty: 3246.493408 Iteration 15Q: 3 clusters Score -71667.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -71683.398438 Penalty: 3246.493408 Iteration 16Q: 3 clusters Score -71683.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -71689.015625 Penalty: 3246.493408 Iteration 17Q: 3 clusters Score -71689.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -71689.015625 Penalty: 3246.493408 Iteration 18F: 3 clusters Score -71689.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (8043 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8043 members Entering Unmasked Estep Score: -1035077.437500 Penalty: 2230.154297 Iteration 0F: 2 clusters Score -1035077 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -1028650.125000 Penalty: 4460.308594 Iteration 0F: 3 clusters Score -1028650 nChanged 3247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -1030325.562500 Penalty: 4460.308594 Iteration 1F: 3 clusters Score -1030326 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -1030543.187500 Penalty: 4460.308594 Iteration 2F: 3 clusters Score -1030543 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -1030682.312500 Penalty: 4460.308594 Iteration 3Q: 3 clusters Score -1030682 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -1030776.000000 Penalty: 4460.308594 Iteration 4Q: 3 clusters Score -1030776 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -1030850.500000 Penalty: 4460.308594 Iteration 5Q: 3 clusters Score -1030850 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -1030912.625000 Penalty: 4460.308594 Iteration 6Q: 3 clusters Score -1030913 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -1030974.875000 Penalty: 4460.308594 Iteration 7Q: 3 clusters Score -1030975 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -1031021.500000 Penalty: 4460.308594 Iteration 8Q: 3 clusters Score -1031022 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -1031056.937500 Penalty: 4460.308594 Iteration 9Q: 3 clusters Score -1031057 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -1031088.375000 Penalty: 4460.308594 Iteration 10Q: 3 clusters Score -1031088 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -1031126.250000 Penalty: 4460.308594 Iteration 11Q: 3 clusters Score -1031126 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -1031161.000000 Penalty: 4460.308594 Iteration 12Q: 3 clusters Score -1031161 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -1031189.875000 Penalty: 4460.308594 Iteration 13Q: 3 clusters Score -1031190 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -1031222.625000 Penalty: 4460.308594 Iteration 14Q: 3 clusters Score -1031223 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -1031264.687500 Penalty: 4460.308594 Iteration 15Q: 3 clusters Score -1031265 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -1031305.187500 Penalty: 4460.308594 Iteration 16Q: 3 clusters Score -1031305 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 4538 members Entering Unmasked Estep Score: -1031343.312500 Penalty: 4460.308594 Iteration 17Q: 3 clusters Score -1031343 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -1031390.312500 Penalty: 4460.308594 Iteration 18Q: 3 clusters Score -1031390 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 4715 members Entering Unmasked Estep Score: -1031442.000000 Penalty: 4460.308594 Iteration 19Q: 3 clusters Score -1031442 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -1031509.437500 Penalty: 4460.308594 Iteration 20F: 3 clusters Score -1031509 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -1031586.312500 Penalty: 4460.308594 Iteration 21Q: 3 clusters Score -1031586 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 5034 members Entering Unmasked Estep Score: -1031671.375000 Penalty: 4460.308594 Iteration 22Q: 3 clusters Score -1031671 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -1031748.625000 Penalty: 4460.308594 Iteration 23Q: 3 clusters Score -1031749 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -1031836.750000 Penalty: 4460.308594 Iteration 24Q: 3 clusters Score -1031837 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 5393 members Entering Unmasked Estep Score: -1031914.250000 Penalty: 4460.308594 Iteration 25Q: 3 clusters Score -1031914 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 5510 members Entering Unmasked Estep Score: -1031998.250000 Penalty: 4460.308594 Iteration 26Q: 3 clusters Score -1031998 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 5630 members Entering Unmasked Estep Score: -1032078.437500 Penalty: 4460.308594 Iteration 27Q: 3 clusters Score -1032078 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -1032164.625000 Penalty: 4460.308594 Iteration 28Q: 3 clusters Score -1032165 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -1032255.000000 Penalty: 4460.308594 Iteration 29Q: 3 clusters Score -1032255 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 6028 members Entering Unmasked Estep Score: -1032334.062500 Penalty: 4460.308594 Iteration 30Q: 3 clusters Score -1032334 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 6152 members Entering Unmasked Estep Score: -1032415.062500 Penalty: 4460.308594 Iteration 31Q: 3 clusters Score -1032415 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 6281 members Entering Unmasked Estep Score: -1032488.562500 Penalty: 4460.308594 Iteration 32Q: 3 clusters Score -1032489 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -1032568.750000 Penalty: 4460.308594 Iteration 33Q: 3 clusters Score -1032569 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 6517 members Entering Unmasked Estep Score: -1032642.625000 Penalty: 4460.308594 Iteration 34Q: 3 clusters Score -1032643 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 6611 members Entering Unmasked Estep Score: -1032702.562500 Penalty: 4460.308594 Iteration 35Q: 3 clusters Score -1032703 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 6691 members Entering Unmasked Estep Score: -1032743.187500 Penalty: 4460.308594 Iteration 36Q: 3 clusters Score -1032743 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 6770 members Entering Unmasked Estep Score: -1032782.500000 Penalty: 4460.308594 Iteration 37Q: 3 clusters Score -1032782 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 6826 members Entering Unmasked Estep Score: -1032815.750000 Penalty: 4460.308594 Iteration 38Q: 3 clusters Score -1032816 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 6879 members Entering Unmasked Estep Score: -1032842.312500 Penalty: 4460.308594 Iteration 39Q: 3 clusters Score -1032842 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 6929 members Entering Unmasked Estep Score: -1032871.125000 Penalty: 4460.308594 Iteration 40F: 3 clusters Score -1032871 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 6979 members Entering Unmasked Estep Score: -1032898.375000 Penalty: 4460.308594 Iteration 41Q: 3 clusters Score -1032898 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 7022 members Entering Unmasked Estep Score: -1032920.062500 Penalty: 4460.308594 Iteration 42Q: 3 clusters Score -1032920 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 7053 members Entering Unmasked Estep Score: -1032937.750000 Penalty: 4460.308594 Iteration 43Q: 3 clusters Score -1032938 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -1032952.750000 Penalty: 4460.308594 Iteration 44Q: 3 clusters Score -1032953 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 7109 members Entering Unmasked Estep Score: -1032964.875000 Penalty: 4460.308594 Iteration 45Q: 3 clusters Score -1032965 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 7128 members Entering Unmasked Estep Score: -1032978.312500 Penalty: 4460.308594 Iteration 46Q: 3 clusters Score -1032978 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 7152 members Entering Unmasked Estep Score: -1032990.250000 Penalty: 4460.308594 Iteration 47Q: 3 clusters Score -1032990 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 7181 members Entering Unmasked Estep Score: -1033007.437500 Penalty: 4460.308594 Iteration 48Q: 3 clusters Score -1033007 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 7200 members Entering Unmasked Estep Score: -1033024.875000 Penalty: 4460.308594 Iteration 49Q: 3 clusters Score -1033025 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 7214 members Entering Unmasked Estep Score: -1033035.875000 Penalty: 4460.308594 Iteration 50Q: 3 clusters Score -1033036 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 7224 members Entering Unmasked Estep Score: -1033040.812500 Penalty: 4460.308594 Iteration 51Q: 3 clusters Score -1033041 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 7235 members Entering Unmasked Estep Score: -1033047.562500 Penalty: 4460.308594 Iteration 52Q: 3 clusters Score -1033048 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 7241 members Entering Unmasked Estep Score: -1033051.875000 Penalty: 4460.308594 Iteration 53Q: 3 clusters Score -1033052 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 7247 members Entering Unmasked Estep Score: -1033054.562500 Penalty: 4460.308594 Iteration 54Q: 3 clusters Score -1033055 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 7258 members Entering Unmasked Estep Score: -1033060.562500 Penalty: 4460.308594 Iteration 55Q: 3 clusters Score -1033061 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 7263 members Entering Unmasked Estep Score: -1033061.875000 Penalty: 4460.308594 Iteration 56Q: 3 clusters Score -1033062 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 7268 members Entering Unmasked Estep Score: -1033064.937500 Penalty: 4460.308594 Iteration 57Q: 3 clusters Score -1033065 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 7273 members Entering Unmasked Estep Score: -1033069.000000 Penalty: 4460.308594 Iteration 58Q: 3 clusters Score -1033069 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 7280 members Entering Unmasked Estep Score: -1033070.687500 Penalty: 4460.308594 Iteration 59Q: 3 clusters Score -1033071 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 7288 members Entering Unmasked Estep Score: -1033080.562500 Penalty: 4460.308594 Iteration 60F: 3 clusters Score -1033081 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 7296 members Entering Unmasked Estep Score: -1033085.687500 Penalty: 4460.308594 Iteration 61Q: 3 clusters Score -1033086 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 7300 members Entering Unmasked Estep Score: -1033087.625000 Penalty: 4460.308594 Iteration 62Q: 3 clusters Score -1033088 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 7305 members Entering Unmasked Estep Score: -1033090.000000 Penalty: 4460.308594 Iteration 63Q: 3 clusters Score -1033090 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 7310 members Entering Unmasked Estep Score: -1033091.375000 Penalty: 4460.308594 Iteration 64Q: 3 clusters Score -1033091 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 7320 members Entering Unmasked Estep Score: -1033097.875000 Penalty: 4460.308594 Iteration 65Q: 3 clusters Score -1033098 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 7325 members Entering Unmasked Estep Score: -1033102.750000 Penalty: 4460.308594 Iteration 66Q: 3 clusters Score -1033103 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 7331 members Entering Unmasked Estep Score: -1033102.000000 Penalty: 4460.308594 Iteration 67Q: 3 clusters Score -1033102 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 7332 members Entering Unmasked Estep Score: -1033102.687500 Penalty: 4460.308594 Iteration 68Q: 3 clusters Score -1033103 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 7335 members Entering Unmasked Estep Score: -1033104.562500 Penalty: 4460.308594 Iteration 69Q: 3 clusters Score -1033105 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 7336 members Entering Unmasked Estep Score: -1033104.375000 Penalty: 4460.308594 Iteration 70Q: 3 clusters Score -1033104 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 7338 members Entering Unmasked Estep Score: -1033106.312500 Penalty: 4460.308594 Iteration 71Q: 3 clusters Score -1033106 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 7339 members Entering Unmasked Estep Score: -1033108.000000 Penalty: 4460.308594 Iteration 72Q: 3 clusters Score -1033108 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 7340 members Entering Unmasked Estep Score: -1033110.437500 Penalty: 4460.308594 Iteration 73Q: 3 clusters Score -1033110 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 7339 members Entering Unmasked Estep Score: -1033110.750000 Penalty: 4460.308594 Iteration 74Q: 3 clusters Score -1033111 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 7339 members Entering Unmasked Estep Score: -1033110.750000 Penalty: 4460.308594 Iteration 75F: 3 clusters Score -1033111 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (7415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7415 members Entering Unmasked Estep Score: -942721.750000 Penalty: 2209.992676 Iteration 0F: 2 clusters Score -942721.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -936689.062500 Penalty: 4419.985352 Iteration 0F: 3 clusters Score -936689.1 nChanged 2993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -938299.250000 Penalty: 4419.985352 Iteration 1F: 3 clusters Score -938299.2 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -938537.937500 Penalty: 4419.985352 Iteration 2F: 3 clusters Score -938537.9 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -938728.250000 Penalty: 4419.985352 Iteration 3Q: 3 clusters Score -938728.2 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -938924.312500 Penalty: 4419.985352 Iteration 4Q: 3 clusters Score -938924.3 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -939144.187500 Penalty: 4419.985352 Iteration 5Q: 3 clusters Score -939144.2 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -939395.812500 Penalty: 4419.985352 Iteration 6Q: 3 clusters Score -939395.8 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -939699.000000 Penalty: 4419.985352 Iteration 7Q: 3 clusters Score -939699 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -940040.625000 Penalty: 4419.985352 Iteration 8Q: 3 clusters Score -940040.6 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -940347.750000 Penalty: 4419.985352 Iteration 9Q: 3 clusters Score -940347.8 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -940642.937500 Penalty: 4419.985352 Iteration 10Q: 3 clusters Score -940642.9 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -940960.312500 Penalty: 4419.985352 Iteration 11Q: 3 clusters Score -940960.3 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -941210.250000 Penalty: 4419.985352 Iteration 12Q: 3 clusters Score -941210.2 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -941380.187500 Penalty: 4419.985352 Iteration 13Q: 3 clusters Score -941380.2 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -941514.937500 Penalty: 4419.985352 Iteration 14Q: 3 clusters Score -941514.9 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -941633.750000 Penalty: 4419.985352 Iteration 15Q: 3 clusters Score -941633.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 4650 members Entering Unmasked Estep Score: -941736.500000 Penalty: 4419.985352 Iteration 16Q: 3 clusters Score -941736.5 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -941820.000000 Penalty: 4419.985352 Iteration 17Q: 3 clusters Score -941820 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 4877 members Entering Unmasked Estep Score: -941903.125000 Penalty: 4419.985352 Iteration 18Q: 3 clusters Score -941903.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -941985.000000 Penalty: 4419.985352 Iteration 19Q: 3 clusters Score -941985 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 5073 members Entering Unmasked Estep Score: -942047.875000 Penalty: 4419.985352 Iteration 20F: 3 clusters Score -942047.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 5148 members Entering Unmasked Estep Score: -942094.125000 Penalty: 4419.985352 Iteration 21Q: 3 clusters Score -942094.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -942138.625000 Penalty: 4419.985352 Iteration 22Q: 3 clusters Score -942138.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 5264 members Entering Unmasked Estep Score: -942163.687500 Penalty: 4419.985352 Iteration 23Q: 3 clusters Score -942163.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 5289 members Entering Unmasked Estep Score: -942172.125000 Penalty: 4419.985352 Iteration 24Q: 3 clusters Score -942172.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 5304 members Entering Unmasked Estep Score: -942179.000000 Penalty: 4419.985352 Iteration 25Q: 3 clusters Score -942179 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 5315 members Entering Unmasked Estep Score: -942180.562500 Penalty: 4419.985352 Iteration 26Q: 3 clusters Score -942180.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -942185.375000 Penalty: 4419.985352 Iteration 27Q: 3 clusters Score -942185.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 5338 members Entering Unmasked Estep Score: -942186.687500 Penalty: 4419.985352 Iteration 28Q: 3 clusters Score -942186.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 5345 members Entering Unmasked Estep Score: -942191.375000 Penalty: 4419.985352 Iteration 29Q: 3 clusters Score -942191.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -942191.687500 Penalty: 4419.985352 Iteration 30Q: 3 clusters Score -942191.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -942193.250000 Penalty: 4419.985352 Iteration 31Q: 3 clusters Score -942193.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -942195.187500 Penalty: 4419.985352 Iteration 32Q: 3 clusters Score -942195.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 5361 members Entering Unmasked Estep Score: -942194.500000 Penalty: 4419.985352 Iteration 33Q: 3 clusters Score -942194.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 5362 members Entering Unmasked Estep Score: -942195.000000 Penalty: 4419.985352 Iteration 34Q: 3 clusters Score -942195 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 5365 members Entering Unmasked Estep Score: -942195.500000 Penalty: 4419.985352 Iteration 35Q: 3 clusters Score -942195.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 5365 members Entering Unmasked Estep Score: -942195.500000 Penalty: 4419.985352 Iteration 36F: 3 clusters Score -942195.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (9585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9585 members Entering Unmasked Estep Score: -1223880.125000 Penalty: 2273.652588 Iteration 0F: 2 clusters Score -1223880 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4840 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -1216502.000000 Penalty: 4547.305176 Iteration 0F: 3 clusters Score -1216502 nChanged 3951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -1218723.375000 Penalty: 4547.305176 Iteration 1F: 3 clusters Score -1218723 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5413 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -1219289.250000 Penalty: 4547.305176 Iteration 2F: 3 clusters Score -1219289 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5735 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -1219928.375000 Penalty: 4547.305176 Iteration 3F: 3 clusters Score -1219928 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -1220639.500000 Penalty: 4547.305176 Iteration 4F: 3 clusters Score -1220640 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -1221225.875000 Penalty: 4547.305176 Iteration 5F: 3 clusters Score -1221226 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6928 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -1221647.375000 Penalty: 4547.305176 Iteration 6F: 3 clusters Score -1221647 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7278 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -1221958.000000 Penalty: 4547.305176 Iteration 7Q: 3 clusters Score -1221958 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7580 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -1222203.875000 Penalty: 4547.305176 Iteration 8Q: 3 clusters Score -1222204 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7824 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -1222373.125000 Penalty: 4547.305176 Iteration 9Q: 3 clusters Score -1222373 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7994 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -1222477.875000 Penalty: 4547.305176 Iteration 10Q: 3 clusters Score -1222478 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8103 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -1222544.500000 Penalty: 4547.305176 Iteration 11Q: 3 clusters Score -1222544 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8187 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -1222586.875000 Penalty: 4547.305176 Iteration 12Q: 3 clusters Score -1222587 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8249 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -1222614.250000 Penalty: 4547.305176 Iteration 13Q: 3 clusters Score -1222614 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8302 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -1222637.875000 Penalty: 4547.305176 Iteration 14Q: 3 clusters Score -1222638 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8351 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -1222655.375000 Penalty: 4547.305176 Iteration 15Q: 3 clusters Score -1222655 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8385 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -1222671.625000 Penalty: 4547.305176 Iteration 16Q: 3 clusters Score -1222672 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8425 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -1222687.625000 Penalty: 4547.305176 Iteration 17Q: 3 clusters Score -1222688 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8450 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -1222705.000000 Penalty: 4547.305176 Iteration 18Q: 3 clusters Score -1222705 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8477 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -1222718.000000 Penalty: 4547.305176 Iteration 19Q: 3 clusters Score -1222718 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8500 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -1222725.875000 Penalty: 4547.305176 Iteration 20F: 3 clusters Score -1222726 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8517 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -1222729.625000 Penalty: 4547.305176 Iteration 21Q: 3 clusters Score -1222730 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8527 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -1222732.625000 Penalty: 4547.305176 Iteration 22Q: 3 clusters Score -1222733 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8534 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -1222735.000000 Penalty: 4547.305176 Iteration 23Q: 3 clusters Score -1222735 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8543 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -1222736.125000 Penalty: 4547.305176 Iteration 24Q: 3 clusters Score -1222736 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8550 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -1222741.250000 Penalty: 4547.305176 Iteration 25Q: 3 clusters Score -1222741 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8562 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -1222744.750000 Penalty: 4547.305176 Iteration 26Q: 3 clusters Score -1222745 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8572 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -1222748.625000 Penalty: 4547.305176 Iteration 27Q: 3 clusters Score -1222749 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8578 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -1222751.625000 Penalty: 4547.305176 Iteration 28Q: 3 clusters Score -1222752 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -1222754.375000 Penalty: 4547.305176 Iteration 29Q: 3 clusters Score -1222754 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8589 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -1222756.125000 Penalty: 4547.305176 Iteration 30Q: 3 clusters Score -1222756 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8593 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -1222755.500000 Penalty: 4547.305176 Iteration 31Q: 3 clusters Score -1222756 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8595 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -1222758.250000 Penalty: 4547.305176 Iteration 32Q: 3 clusters Score -1222758 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8596 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -1222756.875000 Penalty: 4547.305176 Iteration 33Q: 3 clusters Score -1222757 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8599 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -1222759.000000 Penalty: 4547.305176 Iteration 34Q: 3 clusters Score -1222759 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8600 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -1222758.375000 Penalty: 4547.305176 Iteration 35Q: 3 clusters Score -1222758 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8603 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -1222758.500000 Penalty: 4547.305176 Iteration 36Q: 3 clusters Score -1222758 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8605 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -1222760.625000 Penalty: 4547.305176 Iteration 37Q: 3 clusters Score -1222761 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8605 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -1222760.625000 Penalty: 4547.305176 Iteration 38F: 3 clusters Score -1222761 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2513 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Entering Unmasked Estep Score: -302722.156250 Penalty: 1941.649658 Iteration 0F: 2 clusters Score -302722.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -299840.937500 Penalty: 3883.299316 Iteration 0F: 3 clusters Score -299840.9 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -300526.968750 Penalty: 3883.299316 Iteration 1F: 3 clusters Score -300527 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -300727.437500 Penalty: 3883.299316 Iteration 2F: 3 clusters Score -300727.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -300834.468750 Penalty: 3883.299316 Iteration 3Q: 3 clusters Score -300834.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -300933.781250 Penalty: 3883.299316 Iteration 4Q: 3 clusters Score -300933.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -300994.718750 Penalty: 3883.299316 Iteration 5Q: 3 clusters Score -300994.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -301057.125000 Penalty: 3883.299316 Iteration 6Q: 3 clusters Score -301057.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -301112.062500 Penalty: 3883.299316 Iteration 7Q: 3 clusters Score -301112.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -301144.156250 Penalty: 3883.299316 Iteration 8Q: 3 clusters Score -301144.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -301167.531250 Penalty: 3883.299316 Iteration 9Q: 3 clusters Score -301167.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -301183.187500 Penalty: 3883.299316 Iteration 10Q: 3 clusters Score -301183.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -301197.218750 Penalty: 3883.299316 Iteration 11Q: 3 clusters Score -301197.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -301209.812500 Penalty: 3883.299316 Iteration 12Q: 3 clusters Score -301209.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -301219.750000 Penalty: 3883.299316 Iteration 13Q: 3 clusters Score -301219.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -301229.968750 Penalty: 3883.299316 Iteration 14Q: 3 clusters Score -301230 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -301238.781250 Penalty: 3883.299316 Iteration 15Q: 3 clusters Score -301238.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -301245.062500 Penalty: 3883.299316 Iteration 16Q: 3 clusters Score -301245.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -301248.906250 Penalty: 3883.299316 Iteration 17Q: 3 clusters Score -301248.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -301254.187500 Penalty: 3883.299316 Iteration 18Q: 3 clusters Score -301254.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -301261.687500 Penalty: 3883.299316 Iteration 19Q: 3 clusters Score -301261.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -301265.968750 Penalty: 3883.299316 Iteration 20F: 3 clusters Score -301266 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -301269.375000 Penalty: 3883.299316 Iteration 21Q: 3 clusters Score -301269.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -301270.625000 Penalty: 3883.299316 Iteration 22Q: 3 clusters Score -301270.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -301270.968750 Penalty: 3883.299316 Iteration 23Q: 3 clusters Score -301271 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -301271.062500 Penalty: 3883.299316 Iteration 24Q: 3 clusters Score -301271.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -301271.656250 Penalty: 3883.299316 Iteration 25Q: 3 clusters Score -301271.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -301272.125000 Penalty: 3883.299316 Iteration 26Q: 3 clusters Score -301272.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -301272.125000 Penalty: 3883.299316 Iteration 27F: 3 clusters Score -301272.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (381 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Entering Unmasked Estep Score: -35248.406250 Penalty: 1473.814331 Iteration 0F: 2 clusters Score -35248.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -34003.511719 Penalty: 2947.628662 Iteration 0F: 3 clusters Score -34003.51 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -34408.460938 Penalty: 2947.628662 Iteration 1F: 3 clusters Score -34408.46 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -34639.882812 Penalty: 2947.628662 Iteration 2F: 3 clusters Score -34639.88 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -34775.511719 Penalty: 2947.628662 Iteration 3Q: 3 clusters Score -34775.51 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -34830.125000 Penalty: 2947.628662 Iteration 4Q: 3 clusters Score -34830.12 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -34900.898438 Penalty: 2947.628662 Iteration 5Q: 3 clusters Score -34900.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -34969.757812 Penalty: 2947.628662 Iteration 6Q: 3 clusters Score -34969.76 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -35066.140625 Penalty: 2947.628662 Iteration 7Q: 3 clusters Score -35066.14 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -35165.757812 Penalty: 2947.628662 Iteration 8Q: 3 clusters Score -35165.76 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -35262.156250 Penalty: 2947.628662 Iteration 9Q: 3 clusters Score -35262.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -35294.933594 Penalty: 2947.628662 Iteration 10Q: 3 clusters Score -35294.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -35311.882812 Penalty: 2947.628662 Iteration 11Q: 3 clusters Score -35311.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -35312.066406 Penalty: 2947.628662 Iteration 12F: 3 clusters Score -35312.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -35326.152344 Penalty: 2947.628662 Iteration 13Q: 3 clusters Score -35326.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -35333.507812 Penalty: 2947.628662 Iteration 14Q: 3 clusters Score -35333.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -35341.203125 Penalty: 2947.628662 Iteration 15Q: 3 clusters Score -35341.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -35348.601562 Penalty: 2947.628662 Iteration 16Q: 3 clusters Score -35348.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -35358.242188 Penalty: 2947.628662 Iteration 17F: 3 clusters Score -35358.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -35394.875000 Penalty: 2947.628662 Iteration 18Q: 3 clusters Score -35394.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -35394.875000 Penalty: 2947.628662 Iteration 19F: 3 clusters Score -35394.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 141 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3218 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26680 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9585 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 229 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 870 members Mstep: Class 21 contains 242034 members Mstep: Class 22 contains 152 members Entering Unmasked Estep Score: -55434312.000000 Penalty: 71005.687500 Splitting cluster 18 changes total score from -55435888.000000 to -55434312.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Entering Unmasked Estep Score: -29370.642578 Penalty: 1386.564819 Iteration 0F: 2 clusters Score -29370.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -28142.189453 Penalty: 2773.129639 Iteration 0F: 3 clusters Score -28142.19 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -28203.468750 Penalty: 2773.129639 Iteration 1F: 3 clusters Score -28203.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -28235.089844 Penalty: 2773.129639 Iteration 2Q: 3 clusters Score -28235.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -28238.730469 Penalty: 2773.129639 Iteration 3Q: 3 clusters Score -28238.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -28241.189453 Penalty: 2773.129639 Iteration 4Q: 3 clusters Score -28241.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -28241.189453 Penalty: 2773.129639 Iteration 5F: 3 clusters Score -28241.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (870 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Entering Unmasked Estep Score: -93094.726562 Penalty: 1678.586304 Iteration 0F: 2 clusters Score -93094.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -91318.390625 Penalty: 3357.172607 Iteration 0F: 3 clusters Score -91318.39 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -91741.984375 Penalty: 3357.172607 Iteration 1F: 3 clusters Score -91741.98 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -91926.710938 Penalty: 3357.172607 Iteration 2F: 3 clusters Score -91926.71 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -92068.625000 Penalty: 3357.172607 Iteration 3F: 3 clusters Score -92068.62 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -92287.640625 Penalty: 3357.172607 Iteration 4F: 3 clusters Score -92287.64 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -92585.664062 Penalty: 3357.172607 Iteration 5F: 3 clusters Score -92585.66 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -92755.507812 Penalty: 3357.172607 Iteration 6Q: 3 clusters Score -92755.51 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -92888.765625 Penalty: 3357.172607 Iteration 7Q: 3 clusters Score -92888.77 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -93069.000000 Penalty: 3357.172607 Iteration 8Q: 3 clusters Score -93069 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -93382.179688 Penalty: 3357.172607 Iteration 9Q: 3 clusters Score -93382.18 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -93764.500000 Penalty: 3357.172607 Iteration 10Q: 3 clusters Score -93764.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -93965.929688 Penalty: 3357.172607 Iteration 11Q: 3 clusters Score -93965.93 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -94053.773438 Penalty: 3357.172607 Iteration 12Q: 3 clusters Score -94053.77 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -94102.812500 Penalty: 3357.172607 Iteration 13Q: 3 clusters Score -94102.81 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -94132.445312 Penalty: 3357.172607 Iteration 14Q: 3 clusters Score -94132.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -94157.304688 Penalty: 3357.172607 Iteration 15Q: 3 clusters Score -94157.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -94171.078125 Penalty: 3357.172607 Iteration 16Q: 3 clusters Score -94171.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -94207.281250 Penalty: 3357.172607 Iteration 17Q: 3 clusters Score -94207.28 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -94248.828125 Penalty: 3357.172607 Iteration 18Q: 3 clusters Score -94248.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -94279.375000 Penalty: 3357.172607 Iteration 19Q: 3 clusters Score -94279.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -94351.773438 Penalty: 3357.172607 Iteration 20F: 3 clusters Score -94351.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -94497.937500 Penalty: 3357.172607 Iteration 21Q: 3 clusters Score -94497.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -94619.015625 Penalty: 3357.172607 Iteration 22Q: 3 clusters Score -94619.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -94619.578125 Penalty: 3357.172607 Iteration 23F: 3 clusters Score -94619.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -94644.937500 Penalty: 3357.172607 Iteration 24Q: 3 clusters Score -94644.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -94644.937500 Penalty: 3357.172607 Iteration 25F: 3 clusters Score -94644.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 141 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 1232 members Mstep: Class 3 contains 1692 members Mstep: Class 4 contains 2268 members Mstep: Class 5 contains 5638 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 3218 members Mstep: Class 8 contains 50295 members Mstep: Class 9 contains 63761 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 26680 members Mstep: Class 12 contains 9357 members Mstep: Class 13 contains 696 members Mstep: Class 14 contains 8043 members Mstep: Class 15 contains 7415 members Mstep: Class 16 contains 9585 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 381 members Mstep: Class 19 contains 268 members Mstep: Class 20 contains 549 members Mstep: Class 21 contains 242034 members Mstep: Class 22 contains 321 members Entering Unmasked Estep Score: -55435808.000000 Penalty: 71005.687500 Splitting cluster 20 changes total score from -55435888.000000 to -55435808.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 21 (242034 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242034 members Entering Unmasked Estep Score: -30208386.000000 Penalty: 3074.414795 Iteration 0F: 2 clusters Score -3.020839e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120957 members Mstep: Class 2 contains 121077 members Entering Unmasked Estep Score: -30053258.000000 Penalty: 6148.829590 Iteration 0F: 3 clusters Score -3.005326e+07 nChanged 116786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119997 members Mstep: Class 2 contains 122037 members Entering Unmasked Estep Score: -30121608.000000 Penalty: 6148.829590 Iteration 1F: 3 clusters Score -3.012161e+07 nChanged 6523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119234 members Mstep: Class 2 contains 122800 members Entering Unmasked Estep Score: -30122918.000000 Penalty: 6148.829590 Iteration 2Q: 3 clusters Score -3.012292e+07 nChanged 6693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117939 members Mstep: Class 2 contains 124095 members Entering Unmasked Estep Score: -30124364.000000 Penalty: 6148.829590 Iteration 3Q: 3 clusters Score -3.012436e+07 nChanged 7133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115924 members Mstep: Class 2 contains 126110 members Entering Unmasked Estep Score: -30126128.000000 Penalty: 6148.829590 Iteration 4Q: 3 clusters Score -3.012613e+07 nChanged 7968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112728 members Mstep: Class 2 contains 129306 members Entering Unmasked Estep Score: -30128458.000000 Penalty: 6148.829590 Iteration 5Q: 3 clusters Score -3.012846e+07 nChanged 9427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108015 members Mstep: Class 2 contains 134019 members Entering Unmasked Estep Score: -30132032.000000 Penalty: 6148.829590 Iteration 6Q: 3 clusters Score -3.013203e+07 nChanged 11551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101088 members Mstep: Class 2 contains 140946 members Entering Unmasked Estep Score: -30137894.000000 Penalty: 6148.829590 Iteration 7Q: 3 clusters Score -3.013789e+07 nChanged 13916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91804 members Mstep: Class 2 contains 150230 members Entering Unmasked Estep Score: -30146882.000000 Penalty: 6148.829590 Iteration 8F: 3 clusters Score -3.014688e+07 nChanged 15572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80622 members Mstep: Class 2 contains 161412 members Entering Unmasked Estep Score: -30158190.000000 Penalty: 6148.829590 Iteration 9F: 3 clusters Score -3.015819e+07 nChanged 15443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69187 members Mstep: Class 2 contains 172847 members Entering Unmasked Estep Score: -30170014.000000 Penalty: 6148.829590 Iteration 10F: 3 clusters Score -3.017001e+07 nChanged 13247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59444 members Mstep: Class 2 contains 182590 members Entering Unmasked Estep Score: -30179592.000000 Penalty: 6148.829590 Iteration 11F: 3 clusters Score -3.017959e+07 nChanged 10361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51433 members Mstep: Class 2 contains 190601 members Entering Unmasked Estep Score: -30186016.000000 Penalty: 6148.829590 Iteration 12Q: 3 clusters Score -3.018602e+07 nChanged 7711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44834 members Mstep: Class 2 contains 197200 members Entering Unmasked Estep Score: -30190140.000000 Penalty: 6148.829590 Iteration 13Q: 3 clusters Score -3.019014e+07 nChanged 6058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39238 members Mstep: Class 2 contains 202796 members Entering Unmasked Estep Score: -30193282.000000 Penalty: 6148.829590 Iteration 14Q: 3 clusters Score -3.019328e+07 nChanged 5163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34273 members Mstep: Class 2 contains 207761 members Entering Unmasked Estep Score: -30195844.000000 Penalty: 6148.829590 Iteration 15Q: 3 clusters Score -3.019584e+07 nChanged 4638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29775 members Mstep: Class 2 contains 212259 members Entering Unmasked Estep Score: -30198314.000000 Penalty: 6148.829590 Iteration 16Q: 3 clusters Score -3.019831e+07 nChanged 4174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25759 members Mstep: Class 2 contains 216275 members Entering Unmasked Estep Score: -30200278.000000 Penalty: 6148.829590 Iteration 17Q: 3 clusters Score -3.020028e+07 nChanged 3624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22275 members Mstep: Class 2 contains 219759 members Entering Unmasked Estep Score: -30201908.000000 Penalty: 6148.829590 Iteration 18Q: 3 clusters Score -3.020191e+07 nChanged 3128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19265 members Mstep: Class 2 contains 222769 members Entering Unmasked Estep Score: -30203202.000000 Penalty: 6148.829590 Iteration 19Q: 3 clusters Score -3.02032e+07 nChanged 2626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16721 members Mstep: Class 2 contains 225313 members Entering Unmasked Estep Score: -30204410.000000 Penalty: 6148.829590 Iteration 20F: 3 clusters Score -3.020441e+07 nChanged 2166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14607 members Mstep: Class 2 contains 227427 members Entering Unmasked Estep Score: -30205156.000000 Penalty: 6148.829590 Iteration 21Q: 3 clusters Score -3.020516e+07 nChanged 1811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12824 members Mstep: Class 2 contains 229210 members Entering Unmasked Estep Score: -30205688.000000 Penalty: 6148.829590 Iteration 22Q: 3 clusters Score -3.020569e+07 nChanged 1460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11386 members Mstep: Class 2 contains 230648 members Entering Unmasked Estep Score: -30205980.000000 Penalty: 6148.829590 Iteration 23Q: 3 clusters Score -3.020598e+07 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10218 members Mstep: Class 2 contains 231816 members Entering Unmasked Estep Score: -30206214.000000 Penalty: 6148.829590 Iteration 24Q: 3 clusters Score -3.020621e+07 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9241 members Mstep: Class 2 contains 232793 members Entering Unmasked Estep Score: -30206462.000000 Penalty: 6148.829590 Iteration 25Q: 3 clusters Score -3.020646e+07 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8400 members Mstep: Class 2 contains 233634 members Entering Unmasked Estep Score: -30206598.000000 Penalty: 6148.829590 Iteration 26Q: 3 clusters Score -3.02066e+07 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7724 members Mstep: Class 2 contains 234310 members Entering Unmasked Estep Score: -30206676.000000 Penalty: 6148.829590 Iteration 27Q: 3 clusters Score -3.020668e+07 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7201 members Mstep: Class 2 contains 234833 members Entering Unmasked Estep Score: -30206768.000000 Penalty: 6148.829590 Iteration 28Q: 3 clusters Score -3.020677e+07 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6730 members Mstep: Class 2 contains 235304 members Entering Unmasked Estep Score: -30206846.000000 Penalty: 6148.829590 Iteration 29Q: 3 clusters Score -3.020685e+07 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6341 members Mstep: Class 2 contains 235693 members Entering Unmasked Estep Score: -30206874.000000 Penalty: 6148.829590 Iteration 30Q: 3 clusters Score -3.020687e+07 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6007 members Mstep: Class 2 contains 236027 members Entering Unmasked Estep Score: -30206968.000000 Penalty: 6148.829590 Iteration 31Q: 3 clusters Score -3.020697e+07 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5745 members Mstep: Class 2 contains 236289 members Entering Unmasked Estep Score: -30206934.000000 Penalty: 6148.829590 Iteration 32Q: 3 clusters Score -3.020693e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5510 members Mstep: Class 2 contains 236524 members Entering Unmasked Estep Score: -30206950.000000 Penalty: 6148.829590 Iteration 33Q: 3 clusters Score -3.020695e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5298 members Mstep: Class 2 contains 236736 members Entering Unmasked Estep Score: -30206944.000000 Penalty: 6148.829590 Iteration 34Q: 3 clusters Score -3.020694e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Mstep: Class 2 contains 236920 members Entering Unmasked Estep Score: -30206996.000000 Penalty: 6148.829590 Iteration 35Q: 3 clusters Score -3.0207e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 237091 members Entering Unmasked Estep Score: -30206970.000000 Penalty: 6148.829590 Iteration 36Q: 3 clusters Score -3.020697e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 237242 members Entering Unmasked Estep Score: -30206994.000000 Penalty: 6148.829590 Iteration 37Q: 3 clusters Score -3.020699e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 237364 members Entering Unmasked Estep Score: -30207070.000000 Penalty: 6148.829590 Iteration 38Q: 3 clusters Score -3.020707e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 237491 members Entering Unmasked Estep Score: -30207080.000000 Penalty: 6148.829590 Iteration 39Q: 3 clusters Score -3.020708e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 237598 members Entering Unmasked Estep Score: -30207094.000000 Penalty: 6148.829590 Iteration 40F: 3 clusters Score -3.020709e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 237704 members Entering Unmasked Estep Score: -30207102.000000 Penalty: 6148.829590 Iteration 41Q: 3 clusters Score -3.02071e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 237797 members Entering Unmasked Estep Score: -30207134.000000 Penalty: 6148.829590 Iteration 42Q: 3 clusters Score -3.020713e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 237870 members Entering Unmasked Estep Score: -30207208.000000 Penalty: 6148.829590 Iteration 43Q: 3 clusters Score -3.020721e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 237935 members Entering Unmasked Estep Score: -30207230.000000 Penalty: 6148.829590 Iteration 44Q: 3 clusters Score -3.020723e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 238000 members Entering Unmasked Estep Score: -30207226.000000 Penalty: 6148.829590 Iteration 45Q: 3 clusters Score -3.020723e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 238066 members Entering Unmasked Estep Score: -30207216.000000 Penalty: 6148.829590 Iteration 46Q: 3 clusters Score -3.020722e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 238123 members Entering Unmasked Estep Score: -30207230.000000 Penalty: 6148.829590 Iteration 47Q: 3 clusters Score -3.020723e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 238180 members Entering Unmasked Estep Score: -30207292.000000 Penalty: 6148.829590 Iteration 48Q: 3 clusters Score -3.020729e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 238235 members Entering Unmasked Estep Score: -30207302.000000 Penalty: 6148.829590 Iteration 49Q: 3 clusters Score -3.02073e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 238279 members Entering Unmasked Estep Score: -30207302.000000 Penalty: 6148.829590 Iteration 50Q: 3 clusters Score -3.02073e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 238304 members Entering Unmasked Estep Score: -30207334.000000 Penalty: 6148.829590 Iteration 51Q: 3 clusters Score -3.020733e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 238336 members Entering Unmasked Estep Score: -30207342.000000 Penalty: 6148.829590 Iteration 52Q: 3 clusters Score -3.020734e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 238367 members Entering Unmasked Estep Score: -30207338.000000 Penalty: 6148.829590 Iteration 53Q: 3 clusters Score -3.020734e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 238390 members Entering Unmasked Estep Score: -30207358.000000 Penalty: 6148.829590 Iteration 54Q: 3 clusters Score -3.020736e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 238421 members Entering Unmasked Estep Score: -30207368.000000 Penalty: 6148.829590 Iteration 55Q: 3 clusters Score -3.020737e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 238434 members Entering Unmasked Estep Score: -30207354.000000 Penalty: 6148.829590 Iteration 56Q: 3 clusters Score -3.020735e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 238446 members Entering Unmasked Estep Score: -30207356.000000 Penalty: 6148.829590 Iteration 57Q: 3 clusters Score -3.020736e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 238472 members Entering Unmasked Estep Score: -30207354.000000 Penalty: 6148.829590 Iteration 58Q: 3 clusters Score -3.020735e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 238493 members Entering Unmasked Estep Score: -30207364.000000 Penalty: 6148.829590 Iteration 59Q: 3 clusters Score -3.020736e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 238502 members Entering Unmasked Estep Score: -30207344.000000 Penalty: 6148.829590 Iteration 60F: 3 clusters Score -3.020734e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 238512 members Entering Unmasked Estep Score: -30207340.000000 Penalty: 6148.829590 Iteration 61Q: 3 clusters Score -3.020734e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 238524 members Entering Unmasked Estep Score: -30207360.000000 Penalty: 6148.829590 Iteration 62Q: 3 clusters Score -3.020736e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 238534 members Entering Unmasked Estep Score: -30207338.000000 Penalty: 6148.829590 Iteration 63Q: 3 clusters Score -3.020734e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 238540 members Entering Unmasked Estep Score: -30207328.000000 Penalty: 6148.829590 Iteration 64Q: 3 clusters Score -3.020733e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 238549 members Entering Unmasked Estep Score: -30207332.000000 Penalty: 6148.829590 Iteration 65Q: 3 clusters Score -3.020733e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 238561 members Entering Unmasked Estep Score: -30207320.000000 Penalty: 6148.829590 Iteration 66Q: 3 clusters Score -3.020732e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 238576 members Entering Unmasked Estep Score: -30207330.000000 Penalty: 6148.829590 Iteration 67Q: 3 clusters Score -3.020733e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 238592 members Entering Unmasked Estep Score: -30207306.000000 Penalty: 6148.829590 Iteration 68Q: 3 clusters Score -3.020731e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 238609 members Entering Unmasked Estep Score: -30207304.000000 Penalty: 6148.829590 Iteration 69Q: 3 clusters Score -3.02073e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 238622 members Entering Unmasked Estep Score: -30207314.000000 Penalty: 6148.829590 Iteration 70Q: 3 clusters Score -3.020731e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 238629 members Entering Unmasked Estep Score: -30207314.000000 Penalty: 6148.829590 Iteration 71Q: 3 clusters Score -3.020731e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 238637 members Entering Unmasked Estep Score: -30207322.000000 Penalty: 6148.829590 Iteration 72Q: 3 clusters Score -3.020732e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 238644 members Entering Unmasked Estep Score: -30207330.000000 Penalty: 6148.829590 Iteration 73Q: 3 clusters Score -3.020733e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 238647 members Entering Unmasked Estep Score: -30207320.000000 Penalty: 6148.829590 Iteration 74Q: 3 clusters Score -3.020732e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 238649 members Entering Unmasked Estep Score: -30207316.000000 Penalty: 6148.829590 Iteration 75Q: 3 clusters Score -3.020732e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 238648 members Entering Unmasked Estep Score: -30207318.000000 Penalty: 6148.829590 Iteration 76Q: 3 clusters Score -3.020732e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 238647 members Entering Unmasked Estep Score: -30207308.000000 Penalty: 6148.829590 Iteration 77Q: 3 clusters Score -3.020731e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 238647 members Entering Unmasked Estep Score: -30207308.000000 Penalty: 6148.829590 Iteration 78F: 3 clusters Score -3.020731e+07 nChanged 0 --- Evaluating fit on full set of 1346275 points --- Entering Unmasked Estep Score: -166753088.000000 Penalty: 73499.734375 22->22 Clusters: Score -166753088.000000, best is -166795056.000000 Starting from 23 clusters... Entering ConstructFrom: --- Running on subset of 448758 points --- Entering CEM Assigned 23 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20550 members Mstep: Class 2 contains 20395 members Mstep: Class 3 contains 20357 members Mstep: Class 4 contains 20401 members Mstep: Class 5 contains 20329 members Mstep: Class 6 contains 20485 members Mstep: Class 7 contains 20522 members Mstep: Class 8 contains 20347 members Mstep: Class 9 contains 20730 members Mstep: Class 10 contains 20370 members Mstep: Class 11 contains 20465 members Mstep: Class 12 contains 20515 members Mstep: Class 13 contains 20374 members Mstep: Class 14 contains 20384 members Mstep: Class 15 contains 20473 members Mstep: Class 16 contains 20469 members Mstep: Class 17 contains 20284 members Mstep: Class 18 contains 20321 members Mstep: Class 19 contains 20117 members Mstep: Class 20 contains 20383 members Mstep: Class 21 contains 20335 members Mstep: Class 22 contains 20152 members Entering Unmasked Estep ConsiderDeletion Deleting Class 22. Lose 449.652222 but Gain 3227.531250 Score: -52057664.000000 Penalty: 67778.156250 Iteration 0F: 22 clusters Score -5.205766e+07 nChanged 426835 Entering Unmasked Mstep Mstep: Class 0 contains 2345 members Mstep: Class 1 contains 21244 members Mstep: Class 2 contains 22949 members Mstep: Class 3 contains 87022 members Mstep: Class 4 contains 67811 members Mstep: Class 5 contains 11787 members Mstep: Class 6 contains 15101 members Mstep: Class 7 contains 9100 members Mstep: Class 8 contains 13721 members Mstep: Class 9 contains 2015 members Mstep: Class 10 contains 4310 members Mstep: Class 11 contains 10163 members Mstep: Class 12 contains 7835 members Mstep: Class 13 contains 19032 members Mstep: Class 14 contains 10326 members Mstep: Class 15 contains 33451 members Mstep: Class 16 contains 18005 members Mstep: Class 17 contains 6508 members Mstep: Class 18 contains 25235 members Mstep: Class 19 contains 28674 members Mstep: Class 20 contains 19547 members Mstep: Class 21 contains 12577 members Entering Unmasked Estep ConsiderDeletion Score: -54259536.000000 Penalty: 67778.156250 Iteration 1F: 22 clusters Score -5.425954e+07 nChanged 163796 Entering Unmasked Mstep Mstep: Class 0 contains 2260 members Mstep: Class 1 contains 22082 members Mstep: Class 2 contains 26103 members Mstep: Class 3 contains 125030 members Mstep: Class 4 contains 85387 members Mstep: Class 5 contains 8217 members Mstep: Class 6 contains 11167 members Mstep: Class 7 contains 6649 members Mstep: Class 8 contains 10339 members Mstep: Class 9 contains 497 members Mstep: Class 10 contains 3261 members Mstep: Class 11 contains 6673 members Mstep: Class 12 contains 2797 members Mstep: Class 13 contains 14025 members Mstep: Class 14 contains 5372 members Mstep: Class 15 contains 30167 members Mstep: Class 16 contains 13084 members Mstep: Class 17 contains 3218 members Mstep: Class 18 contains 27254 members Mstep: Class 19 contains 17108 members Mstep: Class 20 contains 17843 members Mstep: Class 21 contains 10225 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 1745.141602 but Gain 3227.527344 Score: -54594004.000000 Penalty: 64550.628906 Iteration 2F: 21 clusters Score -5.4594e+07 nChanged 118565 Entering Unmasked Mstep Mstep: Class 0 contains 2087 members Mstep: Class 1 contains 27218 members Mstep: Class 2 contains 34311 members Mstep: Class 3 contains 148309 members Mstep: Class 4 contains 86996 members Mstep: Class 5 contains 5825 members Mstep: Class 6 contains 8119 members Mstep: Class 7 contains 5959 members Mstep: Class 8 contains 7972 members Mstep: Class 9 contains 589 members Mstep: Class 10 contains 2420 members Mstep: Class 11 contains 6771 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 10330 members Mstep: Class 14 contains 2696 members Mstep: Class 15 contains 20935 members Mstep: Class 16 contains 15008 members Mstep: Class 18 contains 21621 members Mstep: Class 19 contains 11770 members Mstep: Class 20 contains 17662 members Mstep: Class 21 contains 10730 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 1654.716797 but Gain 3227.535156 Score: -54836612.000000 Penalty: 61323.093750 Iteration 3F: 20 clusters Score -5.483661e+07 nChanged 94451 Entering Unmasked Mstep Mstep: Class 0 contains 1797 members Mstep: Class 1 contains 26367 members Mstep: Class 2 contains 41959 members Mstep: Class 3 contains 178326 members Mstep: Class 4 contains 76578 members Mstep: Class 5 contains 4326 members Mstep: Class 6 contains 6992 members Mstep: Class 7 contains 4938 members Mstep: Class 8 contains 6364 members Mstep: Class 9 contains 859 members Mstep: Class 10 contains 1667 members Mstep: Class 11 contains 7349 members Mstep: Class 12 contains 986 members Mstep: Class 13 contains 8808 members Mstep: Class 15 contains 15048 members Mstep: Class 16 contains 16429 members Mstep: Class 18 contains 13072 members Mstep: Class 19 contains 6909 members Mstep: Class 20 contains 19010 members Mstep: Class 21 contains 10974 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 1532.382935 but Gain 3227.531250 Score: -55035828.000000 Penalty: 58095.562500 Iteration 4F: 19 clusters Score -5.503583e+07 nChanged 72491 Entering Unmasked Mstep Mstep: Class 0 contains 942 members Mstep: Class 1 contains 18805 members Mstep: Class 2 contains 45428 members Mstep: Class 3 contains 212759 members Mstep: Class 4 contains 68966 members Mstep: Class 5 contains 3044 members Mstep: Class 6 contains 5478 members Mstep: Class 7 contains 3732 members Mstep: Class 8 contains 4318 members Mstep: Class 9 contains 1712 members Mstep: Class 11 contains 7340 members Mstep: Class 12 contains 829 members Mstep: Class 13 contains 8221 members Mstep: Class 15 contains 11768 members Mstep: Class 16 contains 15486 members Mstep: Class 18 contains 7158 members Mstep: Class 19 contains 3390 members Mstep: Class 20 contains 19569 members Mstep: Class 21 contains 9813 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 2576.644287 but Gain 3227.531250 Score: -55181648.000000 Penalty: 54868.031250 Iteration 5F: 18 clusters Score -5.518165e+07 nChanged 49393 Entering Unmasked Mstep Mstep: Class 0 contains 325 members Mstep: Class 1 contains 12435 members Mstep: Class 2 contains 46891 members Mstep: Class 3 contains 237600 members Mstep: Class 4 contains 65694 members Mstep: Class 6 contains 4261 members Mstep: Class 7 contains 3032 members Mstep: Class 8 contains 2623 members Mstep: Class 9 contains 2315 members Mstep: Class 11 contains 7220 members Mstep: Class 12 contains 759 members Mstep: Class 13 contains 8479 members Mstep: Class 15 contains 9263 members Mstep: Class 16 contains 13473 members Mstep: Class 18 contains 4222 members Mstep: Class 19 contains 1840 members Mstep: Class 20 contains 19723 members Mstep: Class 21 contains 8603 members Entering Unmasked Estep ConsiderDeletion Score: -55240312.000000 Penalty: 54868.031250 Iteration 6F: 18 clusters Score -5.524031e+07 nChanged 29460 Entering Unmasked Mstep Mstep: Class 0 contains 259 members Mstep: Class 1 contains 9044 members Mstep: Class 2 contains 46820 members Mstep: Class 3 contains 250623 members Mstep: Class 4 contains 64377 members Mstep: Class 6 contains 3326 members Mstep: Class 7 contains 2764 members Mstep: Class 8 contains 1444 members Mstep: Class 9 contains 2357 members Mstep: Class 11 contains 7018 members Mstep: Class 12 contains 739 members Mstep: Class 13 contains 9059 members Mstep: Class 15 contains 7588 members Mstep: Class 16 contains 11754 members Mstep: Class 18 contains 3166 members Mstep: Class 19 contains 1310 members Mstep: Class 20 contains 19584 members Mstep: Class 21 contains 7526 members Entering Unmasked Estep ConsiderDeletion Score: -55264644.000000 Penalty: 54868.031250 Iteration 7F: 18 clusters Score -5.526464e+07 nChanged 19895 Entering Unmasked Mstep Mstep: Class 0 contains 251 members Mstep: Class 1 contains 7646 members Mstep: Class 2 contains 46533 members Mstep: Class 3 contains 257296 members Mstep: Class 4 contains 63852 members Mstep: Class 6 contains 2759 members Mstep: Class 7 contains 2827 members Mstep: Class 8 contains 879 members Mstep: Class 9 contains 2357 members Mstep: Class 11 contains 6904 members Mstep: Class 12 contains 744 members Mstep: Class 13 contains 9721 members Mstep: Class 15 contains 6514 members Mstep: Class 16 contains 10448 members Mstep: Class 18 contains 2874 members Mstep: Class 19 contains 1114 members Mstep: Class 20 contains 19298 members Mstep: Class 21 contains 6741 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 3117.309082 but Gain 3227.531250 Score: -55278528.000000 Penalty: 51640.500000 Iteration 8Q: 17 clusters Score -5.527853e+07 nChanged 16818 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 7151 members Mstep: Class 2 contains 46550 members Mstep: Class 3 contains 262454 members Mstep: Class 4 contains 63723 members Mstep: Class 7 contains 3029 members Mstep: Class 8 contains 803 members Mstep: Class 9 contains 2358 members Mstep: Class 11 contains 6849 members Mstep: Class 12 contains 756 members Mstep: Class 13 contains 10672 members Mstep: Class 15 contains 5965 members Mstep: Class 16 contains 9370 members Mstep: Class 18 contains 2830 members Mstep: Class 19 contains 1040 members Mstep: Class 20 contains 18871 members Mstep: Class 21 contains 6088 members Entering Unmasked Estep ConsiderDeletion Score: -55289272.000000 Penalty: 51640.500000 Iteration 9Q: 17 clusters Score -5.528927e+07 nChanged 11574 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 6979 members Mstep: Class 2 contains 46951 members Mstep: Class 3 contains 263990 members Mstep: Class 4 contains 63770 members Mstep: Class 7 contains 3185 members Mstep: Class 8 contains 855 members Mstep: Class 9 contains 2359 members Mstep: Class 11 contains 6794 members Mstep: Class 12 contains 780 members Mstep: Class 13 contains 11026 members Mstep: Class 15 contains 5674 members Mstep: Class 16 contains 8463 members Mstep: Class 18 contains 2940 members Mstep: Class 19 contains 1006 members Mstep: Class 20 contains 18232 members Mstep: Class 21 contains 5505 members Entering Unmasked Estep ConsiderDeletion Score: -55295192.000000 Penalty: 51640.500000 Iteration 10Q: 17 clusters Score -5.529519e+07 nChanged 9576 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 6905 members Mstep: Class 2 contains 47922 members Mstep: Class 3 contains 264469 members Mstep: Class 4 contains 63995 members Mstep: Class 7 contains 3303 members Mstep: Class 8 contains 888 members Mstep: Class 9 contains 2356 members Mstep: Class 11 contains 6751 members Mstep: Class 12 contains 806 members Mstep: Class 13 contains 11312 members Mstep: Class 15 contains 5538 members Mstep: Class 16 contains 7598 members Mstep: Class 18 contains 3136 members Mstep: Class 19 contains 978 members Mstep: Class 20 contains 17493 members Mstep: Class 21 contains 5059 members Entering Unmasked Estep ConsiderDeletion Score: -55299424.000000 Penalty: 51640.500000 Iteration 11Q: 17 clusters Score -5.529942e+07 nChanged 7937 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 6844 members Mstep: Class 2 contains 48990 members Mstep: Class 3 contains 264469 members Mstep: Class 4 contains 64381 members Mstep: Class 7 contains 3416 members Mstep: Class 8 contains 921 members Mstep: Class 9 contains 2357 members Mstep: Class 11 contains 6705 members Mstep: Class 12 contains 832 members Mstep: Class 13 contains 11525 members Mstep: Class 15 contains 5464 members Mstep: Class 16 contains 6728 members Mstep: Class 18 contains 3381 members Mstep: Class 19 contains 963 members Mstep: Class 20 contains 16836 members Mstep: Class 21 contains 4697 members Entering Unmasked Estep ConsiderDeletion Score: -55302604.000000 Penalty: 51640.500000 Iteration 12Q: 17 clusters Score -5.53026e+07 nChanged 6626 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 6832 members Mstep: Class 2 contains 50168 members Mstep: Class 3 contains 264127 members Mstep: Class 4 contains 64850 members Mstep: Class 7 contains 3518 members Mstep: Class 8 contains 934 members Mstep: Class 9 contains 2357 members Mstep: Class 11 contains 6668 members Mstep: Class 12 contains 858 members Mstep: Class 13 contains 11677 members Mstep: Class 15 contains 5423 members Mstep: Class 16 contains 5908 members Mstep: Class 18 contains 3597 members Mstep: Class 19 contains 947 members Mstep: Class 20 contains 16231 members Mstep: Class 21 contains 4414 members Entering Unmasked Estep ConsiderDeletion Score: -55305336.000000 Penalty: 51640.500000 Iteration 13Q: 17 clusters Score -5.530534e+07 nChanged 6030 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 6812 members Mstep: Class 2 contains 51302 members Mstep: Class 3 contains 263593 members Mstep: Class 4 contains 65376 members Mstep: Class 7 contains 3619 members Mstep: Class 8 contains 939 members Mstep: Class 9 contains 2357 members Mstep: Class 11 contains 6644 members Mstep: Class 12 contains 883 members Mstep: Class 13 contains 11768 members Mstep: Class 15 contains 5426 members Mstep: Class 16 contains 5129 members Mstep: Class 18 contains 3880 members Mstep: Class 19 contains 932 members Mstep: Class 20 contains 15678 members Mstep: Class 21 contains 4171 members Entering Unmasked Estep ConsiderDeletion Score: -55307656.000000 Penalty: 51640.500000 Iteration 14Q: 17 clusters Score -5.530766e+07 nChanged 5371 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 6803 members Mstep: Class 2 contains 52436 members Mstep: Class 3 contains 262929 members Mstep: Class 4 contains 65931 members Mstep: Class 7 contains 3720 members Mstep: Class 8 contains 941 members Mstep: Class 9 contains 2357 members Mstep: Class 11 contains 6630 members Mstep: Class 12 contains 901 members Mstep: Class 13 contains 11812 members Mstep: Class 15 contains 5429 members Mstep: Class 16 contains 4414 members Mstep: Class 18 contains 4133 members Mstep: Class 19 contains 922 members Mstep: Class 20 contains 15175 members Mstep: Class 21 contains 3976 members Entering Unmasked Estep ConsiderDeletion Score: -55309816.000000 Penalty: 51640.500000 Iteration 15Q: 17 clusters Score -5.530982e+07 nChanged 4900 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 6789 members Mstep: Class 2 contains 53639 members Mstep: Class 3 contains 262056 members Mstep: Class 4 contains 66393 members Mstep: Class 7 contains 3836 members Mstep: Class 8 contains 947 members Mstep: Class 9 contains 2356 members Mstep: Class 11 contains 6594 members Mstep: Class 12 contains 924 members Mstep: Class 13 contains 11867 members Mstep: Class 15 contains 5468 members Mstep: Class 16 contains 3839 members Mstep: Class 18 contains 4412 members Mstep: Class 19 contains 917 members Mstep: Class 20 contains 14684 members Mstep: Class 21 contains 3788 members Entering Unmasked Estep ConsiderDeletion Score: -55311888.000000 Penalty: 51640.500000 Iteration 16Q: 17 clusters Score -5.531189e+07 nChanged 4403 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 54881 members Mstep: Class 3 contains 261070 members Mstep: Class 4 contains 66647 members Mstep: Class 7 contains 3948 members Mstep: Class 8 contains 946 members Mstep: Class 9 contains 2355 members Mstep: Class 11 contains 6571 members Mstep: Class 12 contains 945 members Mstep: Class 13 contains 11894 members Mstep: Class 15 contains 5468 members Mstep: Class 16 contains 3474 members Mstep: Class 18 contains 4732 members Mstep: Class 19 contains 912 members Mstep: Class 20 contains 14256 members Mstep: Class 21 contains 3638 members Entering Unmasked Estep ConsiderDeletion Score: -55313416.000000 Penalty: 51640.500000 Iteration 17Q: 17 clusters Score -5.531342e+07 nChanged 4004 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 6773 members Mstep: Class 2 contains 56174 members Mstep: Class 3 contains 259923 members Mstep: Class 4 contains 66787 members Mstep: Class 7 contains 4050 members Mstep: Class 8 contains 948 members Mstep: Class 9 contains 2355 members Mstep: Class 11 contains 6561 members Mstep: Class 12 contains 964 members Mstep: Class 13 contains 11947 members Mstep: Class 15 contains 5476 members Mstep: Class 16 contains 3253 members Mstep: Class 18 contains 5039 members Mstep: Class 19 contains 911 members Mstep: Class 20 contains 13835 members Mstep: Class 21 contains 3513 members Entering Unmasked Estep ConsiderDeletion Score: -55314476.000000 Penalty: 51640.500000 Iteration 18Q: 17 clusters Score -5.531448e+07 nChanged 3624 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 57486 members Mstep: Class 3 contains 258709 members Mstep: Class 4 contains 66836 members Mstep: Class 7 contains 4162 members Mstep: Class 8 contains 954 members Mstep: Class 9 contains 2356 members Mstep: Class 11 contains 6541 members Mstep: Class 12 contains 987 members Mstep: Class 13 contains 12017 members Mstep: Class 15 contains 5495 members Mstep: Class 16 contains 3143 members Mstep: Class 18 contains 5331 members Mstep: Class 19 contains 911 members Mstep: Class 20 contains 13440 members Mstep: Class 21 contains 3369 members Entering Unmasked Estep ConsiderDeletion Score: -55315364.000000 Penalty: 51640.500000 Iteration 19Q: 17 clusters Score -5.531536e+07 nChanged 3366 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 6775 members Mstep: Class 2 contains 58751 members Mstep: Class 3 contains 257421 members Mstep: Class 4 contains 66839 members Mstep: Class 7 contains 4315 members Mstep: Class 8 contains 955 members Mstep: Class 9 contains 2356 members Mstep: Class 11 contains 6523 members Mstep: Class 12 contains 1006 members Mstep: Class 13 contains 12104 members Mstep: Class 15 contains 5524 members Mstep: Class 16 contains 3089 members Mstep: Class 18 contains 5645 members Mstep: Class 19 contains 909 members Mstep: Class 20 contains 13034 members Mstep: Class 21 contains 3262 members Entering Unmasked Estep ConsiderDeletion Score: -55316592.000000 Penalty: 51640.500000 Iteration 20F: 17 clusters Score -5.531659e+07 nChanged 3435 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 6774 members Mstep: Class 2 contains 60086 members Mstep: Class 3 contains 255983 members Mstep: Class 4 contains 66835 members Mstep: Class 7 contains 4462 members Mstep: Class 8 contains 973 members Mstep: Class 9 contains 2352 members Mstep: Class 11 contains 6467 members Mstep: Class 12 contains 1069 members Mstep: Class 13 contains 12193 members Mstep: Class 15 contains 5555 members Mstep: Class 16 contains 3095 members Mstep: Class 18 contains 5952 members Mstep: Class 19 contains 910 members Mstep: Class 20 contains 12643 members Mstep: Class 21 contains 3159 members Entering Unmasked Estep ConsiderDeletion Score: -55317848.000000 Penalty: 51640.500000 Iteration 21Q: 17 clusters Score -5.531785e+07 nChanged 3502 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 6781 members Mstep: Class 2 contains 61490 members Mstep: Class 3 contains 254448 members Mstep: Class 4 contains 66837 members Mstep: Class 7 contains 4627 members Mstep: Class 8 contains 982 members Mstep: Class 9 contains 2352 members Mstep: Class 11 contains 6375 members Mstep: Class 12 contains 1195 members Mstep: Class 13 contains 12281 members Mstep: Class 15 contains 5591 members Mstep: Class 16 contains 3064 members Mstep: Class 18 contains 6322 members Mstep: Class 19 contains 906 members Mstep: Class 20 contains 12217 members Mstep: Class 21 contains 3040 members Entering Unmasked Estep ConsiderDeletion Score: -55319156.000000 Penalty: 51640.500000 Iteration 22Q: 17 clusters Score -5.531916e+07 nChanged 3506 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 6786 members Mstep: Class 2 contains 62978 members Mstep: Class 3 contains 252774 members Mstep: Class 4 contains 66843 members Mstep: Class 7 contains 4784 members Mstep: Class 8 contains 989 members Mstep: Class 9 contains 2352 members Mstep: Class 11 contains 6279 members Mstep: Class 12 contains 1353 members Mstep: Class 13 contains 12378 members Mstep: Class 15 contains 5640 members Mstep: Class 16 contains 3040 members Mstep: Class 18 contains 6721 members Mstep: Class 19 contains 895 members Mstep: Class 20 contains 11760 members Mstep: Class 21 contains 2936 members Entering Unmasked Estep ConsiderDeletion Score: -55320528.000000 Penalty: 51640.500000 Iteration 23Q: 17 clusters Score -5.532053e+07 nChanged 3566 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 6800 members Mstep: Class 2 contains 64634 members Mstep: Class 3 contains 251027 members Mstep: Class 4 contains 66832 members Mstep: Class 7 contains 4953 members Mstep: Class 8 contains 993 members Mstep: Class 9 contains 2351 members Mstep: Class 11 contains 6178 members Mstep: Class 12 contains 1513 members Mstep: Class 13 contains 12471 members Mstep: Class 15 contains 5649 members Mstep: Class 16 contains 3023 members Mstep: Class 18 contains 7111 members Mstep: Class 19 contains 878 members Mstep: Class 20 contains 11250 members Mstep: Class 21 contains 2845 members Entering Unmasked Estep ConsiderDeletion Score: -55321524.000000 Penalty: 51640.500000 Iteration 24Q: 17 clusters Score -5.532152e+07 nChanged 3664 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 6792 members Mstep: Class 2 contains 66411 members Mstep: Class 3 contains 249117 members Mstep: Class 4 contains 66829 members Mstep: Class 7 contains 5127 members Mstep: Class 8 contains 996 members Mstep: Class 9 contains 2351 members Mstep: Class 11 contains 6072 members Mstep: Class 12 contains 1653 members Mstep: Class 13 contains 12574 members Mstep: Class 15 contains 5687 members Mstep: Class 16 contains 3010 members Mstep: Class 18 contains 7536 members Mstep: Class 19 contains 857 members Mstep: Class 20 contains 10746 members Mstep: Class 21 contains 2750 members Entering Unmasked Estep ConsiderDeletion Score: -55322452.000000 Penalty: 51640.500000 Iteration 25Q: 17 clusters Score -5.532245e+07 nChanged 3636 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 6787 members Mstep: Class 2 contains 68268 members Mstep: Class 3 contains 247061 members Mstep: Class 4 contains 66819 members Mstep: Class 7 contains 5318 members Mstep: Class 8 contains 998 members Mstep: Class 9 contains 2352 members Mstep: Class 11 contains 5969 members Mstep: Class 12 contains 1766 members Mstep: Class 13 contains 12677 members Mstep: Class 15 contains 5747 members Mstep: Class 16 contains 3003 members Mstep: Class 18 contains 7979 members Mstep: Class 19 contains 855 members Mstep: Class 20 contains 10265 members Mstep: Class 21 contains 2644 members Entering Unmasked Estep ConsiderDeletion Score: -55323040.000000 Penalty: 51640.500000 Iteration 26Q: 17 clusters Score -5.532304e+07 nChanged 3843 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 6782 members Mstep: Class 2 contains 70253 members Mstep: Class 3 contains 244849 members Mstep: Class 4 contains 66815 members Mstep: Class 7 contains 5540 members Mstep: Class 8 contains 999 members Mstep: Class 9 contains 2352 members Mstep: Class 11 contains 5869 members Mstep: Class 12 contains 1881 members Mstep: Class 13 contains 12778 members Mstep: Class 15 contains 5832 members Mstep: Class 16 contains 2991 members Mstep: Class 18 contains 8424 members Mstep: Class 19 contains 854 members Mstep: Class 20 contains 9747 members Mstep: Class 21 contains 2542 members Entering Unmasked Estep ConsiderDeletion Deleting Class 21. Lose 3143.311035 but Gain 3227.531250 Score: -55324216.000000 Penalty: 48412.968750 Iteration 27Q: 16 clusters Score -5.532422e+07 nChanged 6265 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 6787 members Mstep: Class 2 contains 74077 members Mstep: Class 3 contains 243136 members Mstep: Class 4 contains 66806 members Mstep: Class 7 contains 5785 members Mstep: Class 8 contains 999 members Mstep: Class 9 contains 2352 members Mstep: Class 11 contains 5773 members Mstep: Class 12 contains 1973 members Mstep: Class 13 contains 12960 members Mstep: Class 15 contains 5947 members Mstep: Class 16 contains 2980 members Mstep: Class 18 contains 8834 members Mstep: Class 19 contains 853 members Mstep: Class 20 contains 9246 members Entering Unmasked Estep ConsiderDeletion Score: -55328204.000000 Penalty: 48412.968750 Iteration 28Q: 16 clusters Score -5.53282e+07 nChanged 4469 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 6786 members Mstep: Class 2 contains 76761 members Mstep: Class 3 contains 240340 members Mstep: Class 4 contains 66808 members Mstep: Class 7 contains 6085 members Mstep: Class 8 contains 997 members Mstep: Class 9 contains 2352 members Mstep: Class 11 contains 5679 members Mstep: Class 12 contains 2040 members Mstep: Class 13 contains 13057 members Mstep: Class 15 contains 6034 members Mstep: Class 16 contains 2973 members Mstep: Class 18 contains 9195 members Mstep: Class 19 contains 849 members Mstep: Class 20 contains 8552 members Entering Unmasked Estep ConsiderDeletion Score: -55329564.000000 Penalty: 48412.968750 Iteration 29Q: 16 clusters Score -5.532956e+07 nChanged 4711 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 6784 members Mstep: Class 2 contains 79581 members Mstep: Class 3 contains 237392 members Mstep: Class 4 contains 66789 members Mstep: Class 7 contains 6414 members Mstep: Class 8 contains 996 members Mstep: Class 9 contains 2352 members Mstep: Class 11 contains 5594 members Mstep: Class 12 contains 2087 members Mstep: Class 13 contains 13203 members Mstep: Class 15 contains 6108 members Mstep: Class 16 contains 2976 members Mstep: Class 18 contains 9559 members Mstep: Class 19 contains 851 members Mstep: Class 20 contains 7822 members Entering Unmasked Estep ConsiderDeletion Score: -55331084.000000 Penalty: 48412.968750 Iteration 30Q: 16 clusters Score -5.533108e+07 nChanged 4904 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 6789 members Mstep: Class 2 contains 82598 members Mstep: Class 3 contains 234142 members Mstep: Class 4 contains 66758 members Mstep: Class 7 contains 6734 members Mstep: Class 8 contains 996 members Mstep: Class 9 contains 2352 members Mstep: Class 11 contains 5510 members Mstep: Class 12 contains 2154 members Mstep: Class 13 contains 13318 members Mstep: Class 15 contains 6207 members Mstep: Class 16 contains 2985 members Mstep: Class 18 contains 9979 members Mstep: Class 19 contains 856 members Mstep: Class 20 contains 7130 members Entering Unmasked Estep ConsiderDeletion Score: -55332120.000000 Penalty: 48412.968750 Iteration 31Q: 16 clusters Score -5.533212e+07 nChanged 5185 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 6790 members Mstep: Class 2 contains 85845 members Mstep: Class 3 contains 230654 members Mstep: Class 4 contains 66734 members Mstep: Class 7 contains 7084 members Mstep: Class 8 contains 993 members Mstep: Class 9 contains 2352 members Mstep: Class 11 contains 5457 members Mstep: Class 12 contains 2194 members Mstep: Class 13 contains 13453 members Mstep: Class 15 contains 6282 members Mstep: Class 16 contains 2977 members Mstep: Class 18 contains 10401 members Mstep: Class 19 contains 862 members Mstep: Class 20 contains 6430 members Entering Unmasked Estep ConsiderDeletion Score: -55333592.000000 Penalty: 48412.968750 Iteration 32Q: 16 clusters Score -5.533359e+07 nChanged 5391 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 6795 members Mstep: Class 2 contains 89342 members Mstep: Class 3 contains 226969 members Mstep: Class 4 contains 66692 members Mstep: Class 7 contains 7437 members Mstep: Class 8 contains 990 members Mstep: Class 9 contains 2352 members Mstep: Class 11 contains 5396 members Mstep: Class 12 contains 2226 members Mstep: Class 13 contains 13578 members Mstep: Class 15 contains 6381 members Mstep: Class 16 contains 2977 members Mstep: Class 18 contains 10794 members Mstep: Class 19 contains 868 members Mstep: Class 20 contains 5711 members Entering Unmasked Estep ConsiderDeletion Score: -55335400.000000 Penalty: 48412.968750 Iteration 33Q: 16 clusters Score -5.53354e+07 nChanged 5454 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 6792 members Mstep: Class 2 contains 92932 members Mstep: Class 3 contains 223104 members Mstep: Class 4 contains 66656 members Mstep: Class 7 contains 7811 members Mstep: Class 8 contains 986 members Mstep: Class 9 contains 2352 members Mstep: Class 11 contains 5337 members Mstep: Class 12 contains 2252 members Mstep: Class 13 contains 13699 members Mstep: Class 15 contains 6497 members Mstep: Class 16 contains 2975 members Mstep: Class 18 contains 11164 members Mstep: Class 19 contains 870 members Mstep: Class 20 contains 5081 members Entering Unmasked Estep ConsiderDeletion Score: -55337040.000000 Penalty: 48412.968750 Iteration 34Q: 16 clusters Score -5.533704e+07 nChanged 5523 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 6795 members Mstep: Class 2 contains 96535 members Mstep: Class 3 contains 219180 members Mstep: Class 4 contains 66624 members Mstep: Class 7 contains 8232 members Mstep: Class 8 contains 985 members Mstep: Class 9 contains 2352 members Mstep: Class 11 contains 5296 members Mstep: Class 12 contains 2273 members Mstep: Class 13 contains 13790 members Mstep: Class 15 contains 6624 members Mstep: Class 16 contains 2980 members Mstep: Class 18 contains 11537 members Mstep: Class 19 contains 872 members Mstep: Class 20 contains 4433 members Entering Unmasked Estep ConsiderDeletion Score: -55338808.000000 Penalty: 48412.968750 Iteration 35Q: 16 clusters Score -5.533881e+07 nChanged 5597 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 6803 members Mstep: Class 2 contains 100229 members Mstep: Class 3 contains 215156 members Mstep: Class 4 contains 66605 members Mstep: Class 7 contains 8683 members Mstep: Class 8 contains 982 members Mstep: Class 9 contains 2352 members Mstep: Class 11 contains 5261 members Mstep: Class 12 contains 2283 members Mstep: Class 13 contains 13899 members Mstep: Class 15 contains 6718 members Mstep: Class 16 contains 2984 members Mstep: Class 18 contains 11881 members Mstep: Class 19 contains 873 members Mstep: Class 20 contains 3799 members Entering Unmasked Estep ConsiderDeletion Score: -55340668.000000 Penalty: 48412.968750 Iteration 36Q: 16 clusters Score -5.534067e+07 nChanged 5796 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 104085 members Mstep: Class 3 contains 210895 members Mstep: Class 4 contains 66591 members Mstep: Class 7 contains 9161 members Mstep: Class 8 contains 977 members Mstep: Class 9 contains 2352 members Mstep: Class 11 contains 5225 members Mstep: Class 12 contains 2299 members Mstep: Class 13 contains 14037 members Mstep: Class 15 contains 6801 members Mstep: Class 16 contains 2969 members Mstep: Class 18 contains 12198 members Mstep: Class 19 contains 874 members Mstep: Class 20 contains 3211 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 3072.896729 but Gain 3227.531250 Score: -55342620.000000 Penalty: 45185.437500 Iteration 37Q: 15 clusters Score -5.534262e+07 nChanged 8413 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 6868 members Mstep: Class 2 contains 109959 members Mstep: Class 3 contains 206981 members Mstep: Class 4 contains 66648 members Mstep: Class 7 contains 9660 members Mstep: Class 8 contains 970 members Mstep: Class 9 contains 2352 members Mstep: Class 11 contains 5217 members Mstep: Class 12 contains 2315 members Mstep: Class 13 contains 14187 members Mstep: Class 15 contains 6861 members Mstep: Class 16 contains 2967 members Mstep: Class 18 contains 12649 members Mstep: Class 19 contains 874 members Entering Unmasked Estep ConsiderDeletion Score: -55348112.000000 Penalty: 45185.437500 Iteration 38Q: 15 clusters Score -5.534811e+07 nChanged 6090 Entering ConstructFrom: Score: -55348112.000000 Penalty: 45185.437500 Entering ConstructFrom: Trying to split cluster 1 (6884 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6884 members Entering Unmasked Estep Score: -875027.500000 Penalty: 2191.564941 Iteration 0F: 2 clusters Score -875027.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -869314.187500 Penalty: 4383.129883 Iteration 0F: 3 clusters Score -869314.2 nChanged 2733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -870789.500000 Penalty: 4383.129883 Iteration 1F: 3 clusters Score -870789.5 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -871022.812500 Penalty: 4383.129883 Iteration 2F: 3 clusters Score -871022.8 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -871174.312500 Penalty: 4383.129883 Iteration 3Q: 3 clusters Score -871174.3 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -871303.125000 Penalty: 4383.129883 Iteration 4Q: 3 clusters Score -871303.1 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -871401.687500 Penalty: 4383.129883 Iteration 5Q: 3 clusters Score -871401.7 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -871469.875000 Penalty: 4383.129883 Iteration 6Q: 3 clusters Score -871469.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -871537.500000 Penalty: 4383.129883 Iteration 7Q: 3 clusters Score -871537.5 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -871594.687500 Penalty: 4383.129883 Iteration 8Q: 3 clusters Score -871594.7 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -871656.625000 Penalty: 4383.129883 Iteration 9Q: 3 clusters Score -871656.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -871742.625000 Penalty: 4383.129883 Iteration 10Q: 3 clusters Score -871742.6 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -871828.750000 Penalty: 4383.129883 Iteration 11Q: 3 clusters Score -871828.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -871906.062500 Penalty: 4383.129883 Iteration 12Q: 3 clusters Score -871906.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -871996.750000 Penalty: 4383.129883 Iteration 13Q: 3 clusters Score -871996.8 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -872096.187500 Penalty: 4383.129883 Iteration 14Q: 3 clusters Score -872096.2 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5155 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -872210.687500 Penalty: 4383.129883 Iteration 15Q: 3 clusters Score -872210.7 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -872354.437500 Penalty: 4383.129883 Iteration 16Q: 3 clusters Score -872354.4 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5549 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -872496.187500 Penalty: 4383.129883 Iteration 17Q: 3 clusters Score -872496.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -872624.062500 Penalty: 4383.129883 Iteration 18Q: 3 clusters Score -872624.1 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5873 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -872759.875000 Penalty: 4383.129883 Iteration 19Q: 3 clusters Score -872759.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6012 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -872869.062500 Penalty: 4383.129883 Iteration 20F: 3 clusters Score -872869.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6125 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -872960.875000 Penalty: 4383.129883 Iteration 21Q: 3 clusters Score -872960.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6218 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -873031.750000 Penalty: 4383.129883 Iteration 22Q: 3 clusters Score -873031.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6299 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -873113.062500 Penalty: 4383.129883 Iteration 23Q: 3 clusters Score -873113.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6372 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -873204.250000 Penalty: 4383.129883 Iteration 24Q: 3 clusters Score -873204.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -873295.375000 Penalty: 4383.129883 Iteration 25Q: 3 clusters Score -873295.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6463 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -873400.375000 Penalty: 4383.129883 Iteration 26Q: 3 clusters Score -873400.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6480 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -873438.375000 Penalty: 4383.129883 Iteration 27Q: 3 clusters Score -873438.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6487 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -873459.000000 Penalty: 4383.129883 Iteration 28Q: 3 clusters Score -873459 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6489 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -873469.062500 Penalty: 4383.129883 Iteration 29Q: 3 clusters Score -873469.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6491 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -873475.250000 Penalty: 4383.129883 Iteration 30Q: 3 clusters Score -873475.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6492 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -873479.937500 Penalty: 4383.129883 Iteration 31Q: 3 clusters Score -873479.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6490 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -873483.875000 Penalty: 4383.129883 Iteration 32Q: 3 clusters Score -873483.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6493 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -873489.812500 Penalty: 4383.129883 Iteration 33Q: 3 clusters Score -873489.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6496 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -873495.937500 Penalty: 4383.129883 Iteration 34Q: 3 clusters Score -873495.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6498 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -873498.000000 Penalty: 4383.129883 Iteration 35Q: 3 clusters Score -873498 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6499 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -873498.937500 Penalty: 4383.129883 Iteration 36Q: 3 clusters Score -873498.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6498 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -873499.875000 Penalty: 4383.129883 Iteration 37Q: 3 clusters Score -873499.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6497 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -873500.312500 Penalty: 4383.129883 Iteration 38Q: 3 clusters Score -873500.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6496 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -873500.500000 Penalty: 4383.129883 Iteration 39Q: 3 clusters Score -873500.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6496 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -873500.500000 Penalty: 4383.129883 Iteration 40F: 3 clusters Score -873500.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (114064 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114064 members Entering Unmasked Estep Score: -14239810.000000 Penalty: 2887.839844 Iteration 0F: 2 clusters Score -1.423981e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57250 members Mstep: Class 2 contains 56814 members Entering Unmasked Estep Score: -14163520.000000 Penalty: 5775.679688 Iteration 0F: 3 clusters Score -1.416352e+07 nChanged 54067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59857 members Mstep: Class 2 contains 54207 members Entering Unmasked Estep Score: -14194521.000000 Penalty: 5775.679688 Iteration 1F: 3 clusters Score -1.419452e+07 nChanged 3923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61646 members Mstep: Class 2 contains 52418 members Entering Unmasked Estep Score: -14195539.000000 Penalty: 5775.679688 Iteration 2Q: 3 clusters Score -1.419554e+07 nChanged 4549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64431 members Mstep: Class 2 contains 49633 members Entering Unmasked Estep Score: -14197144.000000 Penalty: 5775.679688 Iteration 3Q: 3 clusters Score -1.419714e+07 nChanged 5405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68488 members Mstep: Class 2 contains 45576 members Entering Unmasked Estep Score: -14199419.000000 Penalty: 5775.679688 Iteration 4Q: 3 clusters Score -1.419942e+07 nChanged 6730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74250 members Mstep: Class 2 contains 39814 members Entering Unmasked Estep Score: -14203099.000000 Penalty: 5775.679688 Iteration 5F: 3 clusters Score -1.42031e+07 nChanged 8158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81768 members Mstep: Class 2 contains 32296 members Entering Unmasked Estep Score: -14208559.000000 Penalty: 5775.679688 Iteration 6F: 3 clusters Score -1.420856e+07 nChanged 9234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90714 members Mstep: Class 2 contains 23350 members Entering Unmasked Estep Score: -14215921.000000 Penalty: 5775.679688 Iteration 7F: 3 clusters Score -1.421592e+07 nChanged 8740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99370 members Mstep: Class 2 contains 14694 members Entering Unmasked Estep Score: -14223336.000000 Penalty: 5775.679688 Iteration 8F: 3 clusters Score -1.422334e+07 nChanged 6656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106012 members Mstep: Class 2 contains 8052 members Entering Unmasked Estep Score: -14229376.000000 Penalty: 5775.679688 Iteration 9F: 3 clusters Score -1.422938e+07 nChanged 4310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110322 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -14233481.000000 Penalty: 5775.679688 Iteration 10Q: 3 clusters Score -1.423348e+07 nChanged 2293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112613 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -14235853.000000 Penalty: 5775.679688 Iteration 11Q: 3 clusters Score -1.423585e+07 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113474 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -14236728.000000 Penalty: 5775.679688 Iteration 12Q: 3 clusters Score -1.423673e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113710 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -14237037.000000 Penalty: 5775.679688 Iteration 13Q: 3 clusters Score -1.423704e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113785 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -14237126.000000 Penalty: 5775.679688 Iteration 14Q: 3 clusters Score -1.423713e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113814 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -14237179.000000 Penalty: 5775.679688 Iteration 15Q: 3 clusters Score -1.423718e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113828 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -14237183.000000 Penalty: 5775.679688 Iteration 16Q: 3 clusters Score -1.423718e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113836 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -14237189.000000 Penalty: 5775.679688 Iteration 17Q: 3 clusters Score -1.423719e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113841 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -14237203.000000 Penalty: 5775.679688 Iteration 18Q: 3 clusters Score -1.42372e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113845 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -14237218.000000 Penalty: 5775.679688 Iteration 19Q: 3 clusters Score -1.423722e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113844 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -14237223.000000 Penalty: 5775.679688 Iteration 20F: 3 clusters Score -1.423722e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (202024 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202024 members Entering Unmasked Estep Score: -25298528.000000 Penalty: 3029.603027 Iteration 0F: 2 clusters Score -2.529853e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100991 members Mstep: Class 2 contains 101033 members Entering Unmasked Estep Score: -25171560.000000 Penalty: 6059.206055 Iteration 0F: 3 clusters Score -2.517156e+07 nChanged 96994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101543 members Mstep: Class 2 contains 100481 members Entering Unmasked Estep Score: -25230256.000000 Penalty: 6059.206055 Iteration 1F: 3 clusters Score -2.523026e+07 nChanged 9207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102252 members Mstep: Class 2 contains 99772 members Entering Unmasked Estep Score: -25234900.000000 Penalty: 6059.206055 Iteration 2Q: 3 clusters Score -2.52349e+07 nChanged 11987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103751 members Mstep: Class 2 contains 98273 members Entering Unmasked Estep Score: -25243446.000000 Penalty: 6059.206055 Iteration 3F: 3 clusters Score -2.524345e+07 nChanged 14811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105640 members Mstep: Class 2 contains 96384 members Entering Unmasked Estep Score: -25256698.000000 Penalty: 6059.206055 Iteration 4F: 3 clusters Score -2.52567e+07 nChanged 16309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106727 members Mstep: Class 2 contains 95297 members Entering Unmasked Estep Score: -25271760.000000 Penalty: 6059.206055 Iteration 5F: 3 clusters Score -2.527176e+07 nChanged 15019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106002 members Mstep: Class 2 contains 96022 members Entering Unmasked Estep Score: -25283238.000000 Penalty: 6059.206055 Iteration 6F: 3 clusters Score -2.528324e+07 nChanged 12101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104337 members Mstep: Class 2 contains 97687 members Entering Unmasked Estep Score: -25290670.000000 Penalty: 6059.206055 Iteration 7F: 3 clusters Score -2.529067e+07 nChanged 8727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102640 members Mstep: Class 2 contains 99384 members Entering Unmasked Estep Score: -25294978.000000 Penalty: 6059.206055 Iteration 8Q: 3 clusters Score -2.529498e+07 nChanged 6031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100877 members Mstep: Class 2 contains 101147 members Entering Unmasked Estep Score: -25297498.000000 Penalty: 6059.206055 Iteration 9Q: 3 clusters Score -2.52975e+07 nChanged 4564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98903 members Mstep: Class 2 contains 103121 members Entering Unmasked Estep Score: -25299920.000000 Penalty: 6059.206055 Iteration 10Q: 3 clusters Score -2.529992e+07 nChanged 4202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96617 members Mstep: Class 2 contains 105407 members Entering Unmasked Estep Score: -25302844.000000 Penalty: 6059.206055 Iteration 11Q: 3 clusters Score -2.530284e+07 nChanged 4243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93984 members Mstep: Class 2 contains 108040 members Entering Unmasked Estep Score: -25305698.000000 Penalty: 6059.206055 Iteration 12Q: 3 clusters Score -2.53057e+07 nChanged 4082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91262 members Mstep: Class 2 contains 110762 members Entering Unmasked Estep Score: -25307948.000000 Penalty: 6059.206055 Iteration 13Q: 3 clusters Score -2.530795e+07 nChanged 3548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88770 members Mstep: Class 2 contains 113254 members Entering Unmasked Estep Score: -25309370.000000 Penalty: 6059.206055 Iteration 14Q: 3 clusters Score -2.530937e+07 nChanged 3037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86371 members Mstep: Class 2 contains 115653 members Entering Unmasked Estep Score: -25310512.000000 Penalty: 6059.206055 Iteration 15Q: 3 clusters Score -2.531051e+07 nChanged 2783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83902 members Mstep: Class 2 contains 118122 members Entering Unmasked Estep Score: -25311406.000000 Penalty: 6059.206055 Iteration 16Q: 3 clusters Score -2.531141e+07 nChanged 2700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81370 members Mstep: Class 2 contains 120654 members Entering Unmasked Estep Score: -25312838.000000 Penalty: 6059.206055 Iteration 17Q: 3 clusters Score -2.531284e+07 nChanged 2728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78764 members Mstep: Class 2 contains 123260 members Entering Unmasked Estep Score: -25314328.000000 Penalty: 6059.206055 Iteration 18Q: 3 clusters Score -2.531433e+07 nChanged 2999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75911 members Mstep: Class 2 contains 126113 members Entering Unmasked Estep Score: -25316842.000000 Penalty: 6059.206055 Iteration 19Q: 3 clusters Score -2.531684e+07 nChanged 3180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72891 members Mstep: Class 2 contains 129133 members Entering Unmasked Estep Score: -25319908.000000 Penalty: 6059.206055 Iteration 20F: 3 clusters Score -2.531991e+07 nChanged 3068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70103 members Mstep: Class 2 contains 131921 members Entering Unmasked Estep Score: -25322368.000000 Penalty: 6059.206055 Iteration 21Q: 3 clusters Score -2.532237e+07 nChanged 2550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67783 members Mstep: Class 2 contains 134241 members Entering Unmasked Estep Score: -25323690.000000 Penalty: 6059.206055 Iteration 22Q: 3 clusters Score -2.532369e+07 nChanged 1934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65939 members Mstep: Class 2 contains 136085 members Entering Unmasked Estep Score: -25324310.000000 Penalty: 6059.206055 Iteration 23Q: 3 clusters Score -2.532431e+07 nChanged 1507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64458 members Mstep: Class 2 contains 137566 members Entering Unmasked Estep Score: -25324724.000000 Penalty: 6059.206055 Iteration 24Q: 3 clusters Score -2.532472e+07 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63193 members Mstep: Class 2 contains 138831 members Entering Unmasked Estep Score: -25324892.000000 Penalty: 6059.206055 Iteration 25Q: 3 clusters Score -2.532489e+07 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62147 members Mstep: Class 2 contains 139877 members Entering Unmasked Estep Score: -25325132.000000 Penalty: 6059.206055 Iteration 26Q: 3 clusters Score -2.532513e+07 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61219 members Mstep: Class 2 contains 140805 members Entering Unmasked Estep Score: -25325148.000000 Penalty: 6059.206055 Iteration 27Q: 3 clusters Score -2.532515e+07 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60474 members Mstep: Class 2 contains 141550 members Entering Unmasked Estep Score: -25325338.000000 Penalty: 6059.206055 Iteration 28Q: 3 clusters Score -2.532534e+07 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59818 members Mstep: Class 2 contains 142206 members Entering Unmasked Estep Score: -25325406.000000 Penalty: 6059.206055 Iteration 29Q: 3 clusters Score -2.532541e+07 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59269 members Mstep: Class 2 contains 142755 members Entering Unmasked Estep Score: -25325408.000000 Penalty: 6059.206055 Iteration 30Q: 3 clusters Score -2.532541e+07 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58808 members Mstep: Class 2 contains 143216 members Entering Unmasked Estep Score: -25325520.000000 Penalty: 6059.206055 Iteration 31Q: 3 clusters Score -2.532552e+07 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58416 members Mstep: Class 2 contains 143608 members Entering Unmasked Estep Score: -25325488.000000 Penalty: 6059.206055 Iteration 32Q: 3 clusters Score -2.532549e+07 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58096 members Mstep: Class 2 contains 143928 members Entering Unmasked Estep Score: -25325552.000000 Penalty: 6059.206055 Iteration 33Q: 3 clusters Score -2.532555e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57805 members Mstep: Class 2 contains 144219 members Entering Unmasked Estep Score: -25325584.000000 Penalty: 6059.206055 Iteration 34Q: 3 clusters Score -2.532558e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57523 members Mstep: Class 2 contains 144501 members Entering Unmasked Estep Score: -25325574.000000 Penalty: 6059.206055 Iteration 35Q: 3 clusters Score -2.532557e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57268 members Mstep: Class 2 contains 144756 members Entering Unmasked Estep Score: -25325618.000000 Penalty: 6059.206055 Iteration 36Q: 3 clusters Score -2.532562e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57053 members Mstep: Class 2 contains 144971 members Entering Unmasked Estep Score: -25325628.000000 Penalty: 6059.206055 Iteration 37Q: 3 clusters Score -2.532563e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56857 members Mstep: Class 2 contains 145167 members Entering Unmasked Estep Score: -25325610.000000 Penalty: 6059.206055 Iteration 38Q: 3 clusters Score -2.532561e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56685 members Mstep: Class 2 contains 145339 members Entering Unmasked Estep Score: -25325660.000000 Penalty: 6059.206055 Iteration 39Q: 3 clusters Score -2.532566e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56525 members Mstep: Class 2 contains 145499 members Entering Unmasked Estep Score: -25325714.000000 Penalty: 6059.206055 Iteration 40F: 3 clusters Score -2.532571e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56355 members Mstep: Class 2 contains 145669 members Entering Unmasked Estep Score: -25325678.000000 Penalty: 6059.206055 Iteration 41Q: 3 clusters Score -2.532568e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56199 members Mstep: Class 2 contains 145825 members Entering Unmasked Estep Score: -25325672.000000 Penalty: 6059.206055 Iteration 42Q: 3 clusters Score -2.532567e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56082 members Mstep: Class 2 contains 145942 members Entering Unmasked Estep Score: -25325676.000000 Penalty: 6059.206055 Iteration 43Q: 3 clusters Score -2.532568e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55971 members Mstep: Class 2 contains 146053 members Entering Unmasked Estep Score: -25325692.000000 Penalty: 6059.206055 Iteration 44Q: 3 clusters Score -2.532569e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55896 members Mstep: Class 2 contains 146128 members Entering Unmasked Estep Score: -25325674.000000 Penalty: 6059.206055 Iteration 45Q: 3 clusters Score -2.532567e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55810 members Mstep: Class 2 contains 146214 members Entering Unmasked Estep Score: -25325712.000000 Penalty: 6059.206055 Iteration 46Q: 3 clusters Score -2.532571e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55731 members Mstep: Class 2 contains 146293 members Entering Unmasked Estep Score: -25325696.000000 Penalty: 6059.206055 Iteration 47Q: 3 clusters Score -2.53257e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55657 members Mstep: Class 2 contains 146367 members Entering Unmasked Estep Score: -25325692.000000 Penalty: 6059.206055 Iteration 48Q: 3 clusters Score -2.532569e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55589 members Mstep: Class 2 contains 146435 members Entering Unmasked Estep Score: -25325724.000000 Penalty: 6059.206055 Iteration 49Q: 3 clusters Score -2.532572e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55525 members Mstep: Class 2 contains 146499 members Entering Unmasked Estep Score: -25325712.000000 Penalty: 6059.206055 Iteration 50Q: 3 clusters Score -2.532571e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55450 members Mstep: Class 2 contains 146574 members Entering Unmasked Estep Score: -25325716.000000 Penalty: 6059.206055 Iteration 51Q: 3 clusters Score -2.532572e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55394 members Mstep: Class 2 contains 146630 members Entering Unmasked Estep Score: -25325710.000000 Penalty: 6059.206055 Iteration 52Q: 3 clusters Score -2.532571e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55343 members Mstep: Class 2 contains 146681 members Entering Unmasked Estep Score: -25325716.000000 Penalty: 6059.206055 Iteration 53Q: 3 clusters Score -2.532572e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55303 members Mstep: Class 2 contains 146721 members Entering Unmasked Estep Score: -25325698.000000 Penalty: 6059.206055 Iteration 54Q: 3 clusters Score -2.53257e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55265 members Mstep: Class 2 contains 146759 members Entering Unmasked Estep Score: -25325694.000000 Penalty: 6059.206055 Iteration 55Q: 3 clusters Score -2.532569e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55221 members Mstep: Class 2 contains 146803 members Entering Unmasked Estep Score: -25325728.000000 Penalty: 6059.206055 Iteration 56Q: 3 clusters Score -2.532573e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55180 members Mstep: Class 2 contains 146844 members Entering Unmasked Estep Score: -25325754.000000 Penalty: 6059.206055 Iteration 57Q: 3 clusters Score -2.532575e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55143 members Mstep: Class 2 contains 146881 members Entering Unmasked Estep Score: -25325734.000000 Penalty: 6059.206055 Iteration 58Q: 3 clusters Score -2.532573e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55109 members Mstep: Class 2 contains 146915 members Entering Unmasked Estep Score: -25325716.000000 Penalty: 6059.206055 Iteration 59Q: 3 clusters Score -2.532572e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55072 members Mstep: Class 2 contains 146952 members Entering Unmasked Estep Score: -25325702.000000 Penalty: 6059.206055 Iteration 60F: 3 clusters Score -2.53257e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55047 members Mstep: Class 2 contains 146977 members Entering Unmasked Estep Score: -25325712.000000 Penalty: 6059.206055 Iteration 61Q: 3 clusters Score -2.532571e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55024 members Mstep: Class 2 contains 147000 members Entering Unmasked Estep Score: -25325688.000000 Penalty: 6059.206055 Iteration 62Q: 3 clusters Score -2.532569e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55007 members Mstep: Class 2 contains 147017 members Entering Unmasked Estep Score: -25325682.000000 Penalty: 6059.206055 Iteration 63Q: 3 clusters Score -2.532568e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54990 members Mstep: Class 2 contains 147034 members Entering Unmasked Estep Score: -25325704.000000 Penalty: 6059.206055 Iteration 64Q: 3 clusters Score -2.53257e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54975 members Mstep: Class 2 contains 147049 members Entering Unmasked Estep Score: -25325696.000000 Penalty: 6059.206055 Iteration 65Q: 3 clusters Score -2.53257e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54965 members Mstep: Class 2 contains 147059 members Entering Unmasked Estep Score: -25325692.000000 Penalty: 6059.206055 Iteration 66Q: 3 clusters Score -2.532569e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54959 members Mstep: Class 2 contains 147065 members Entering Unmasked Estep Score: -25325698.000000 Penalty: 6059.206055 Iteration 67Q: 3 clusters Score -2.53257e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54959 members Mstep: Class 2 contains 147065 members Entering Unmasked Estep Score: -25325698.000000 Penalty: 6059.206055 Iteration 68F: 3 clusters Score -2.53257e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 6884 members Mstep: Class 2 contains 114064 members Mstep: Class 3 contains 54959 members Mstep: Class 4 contains 66619 members Mstep: Class 5 contains 147065 members Mstep: Class 7 contains 10185 members Mstep: Class 8 contains 965 members Mstep: Class 9 contains 2352 members Mstep: Class 11 contains 5173 members Mstep: Class 12 contains 2317 members Mstep: Class 13 contains 14247 members Mstep: Class 15 contains 6939 members Mstep: Class 16 contains 2952 members Mstep: Class 18 contains 12917 members Mstep: Class 19 contains 870 members Entering Unmasked Estep Score: -55376300.000000 Penalty: 48412.968750 Splitting cluster 3 changes total score from -55348112.000000 to -55376300.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 4 (66619 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66619 members Entering Unmasked Estep Score: -8378130.500000 Penalty: 2754.472656 Iteration 0F: 2 clusters Score -8378130 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33439 members Mstep: Class 2 contains 33180 members Entering Unmasked Estep Score: -8333428.000000 Penalty: 5508.945312 Iteration 0F: 3 clusters Score -8333428 nChanged 31056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35053 members Mstep: Class 2 contains 31566 members Entering Unmasked Estep Score: -8350995.500000 Penalty: 5508.945312 Iteration 1F: 3 clusters Score -8350996 nChanged 2652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36331 members Mstep: Class 2 contains 30288 members Entering Unmasked Estep Score: -8351818.000000 Penalty: 5508.945312 Iteration 2Q: 3 clusters Score -8351818 nChanged 2877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38154 members Mstep: Class 2 contains 28465 members Entering Unmasked Estep Score: -8352861.500000 Penalty: 5508.945312 Iteration 3Q: 3 clusters Score -8352862 nChanged 3376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40828 members Mstep: Class 2 contains 25791 members Entering Unmasked Estep Score: -8354415.500000 Penalty: 5508.945312 Iteration 4F: 3 clusters Score -8354416 nChanged 4133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44493 members Mstep: Class 2 contains 22126 members Entering Unmasked Estep Score: -8356849.500000 Penalty: 5508.945312 Iteration 5F: 3 clusters Score -8356850 nChanged 4880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49027 members Mstep: Class 2 contains 17592 members Entering Unmasked Estep Score: -8360404.500000 Penalty: 5508.945312 Iteration 6F: 3 clusters Score -8360404 nChanged 5185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53986 members Mstep: Class 2 contains 12633 members Entering Unmasked Estep Score: -8364756.500000 Penalty: 5508.945312 Iteration 7F: 3 clusters Score -8364756 nChanged 4649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58485 members Mstep: Class 2 contains 8134 members Entering Unmasked Estep Score: -8368966.500000 Penalty: 5508.945312 Iteration 8F: 3 clusters Score -8368966 nChanged 3425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61810 members Mstep: Class 2 contains 4809 members Entering Unmasked Estep Score: -8372089.500000 Penalty: 5508.945312 Iteration 9F: 3 clusters Score -8372090 nChanged 2011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63785 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -8373826.500000 Penalty: 5508.945312 Iteration 10Q: 3 clusters Score -8373826 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64826 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -8374768.000000 Penalty: 5508.945312 Iteration 11Q: 3 clusters Score -8374768 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65373 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -8375270.000000 Penalty: 5508.945312 Iteration 12Q: 3 clusters Score -8375270 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65617 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -8375524.000000 Penalty: 5508.945312 Iteration 13Q: 3 clusters Score -8375524 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65744 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -8375664.000000 Penalty: 5508.945312 Iteration 14Q: 3 clusters Score -8375664 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65814 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -8375751.000000 Penalty: 5508.945312 Iteration 15Q: 3 clusters Score -8375751 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65857 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -8375820.500000 Penalty: 5508.945312 Iteration 16Q: 3 clusters Score -8375820 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65897 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -8375877.000000 Penalty: 5508.945312 Iteration 17Q: 3 clusters Score -8375877 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65930 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -8375929.000000 Penalty: 5508.945312 Iteration 18Q: 3 clusters Score -8375929 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65951 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -8375993.000000 Penalty: 5508.945312 Iteration 19Q: 3 clusters Score -8375993 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65972 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -8376044.000000 Penalty: 5508.945312 Iteration 20F: 3 clusters Score -8376044 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65990 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -8376100.500000 Penalty: 5508.945312 Iteration 21Q: 3 clusters Score -8376100 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66003 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -8376140.000000 Penalty: 5508.945312 Iteration 22Q: 3 clusters Score -8376140 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66003 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -8376194.000000 Penalty: 5508.945312 Iteration 23Q: 3 clusters Score -8376194 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65997 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -8376228.000000 Penalty: 5508.945312 Iteration 24Q: 3 clusters Score -8376228 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65989 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -8376252.500000 Penalty: 5508.945312 Iteration 25Q: 3 clusters Score -8376252 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65974 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -8376286.500000 Penalty: 5508.945312 Iteration 26Q: 3 clusters Score -8376286 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65964 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -8376304.500000 Penalty: 5508.945312 Iteration 27Q: 3 clusters Score -8376304 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65947 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -8376319.000000 Penalty: 5508.945312 Iteration 28Q: 3 clusters Score -8376319 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65935 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -8376332.000000 Penalty: 5508.945312 Iteration 29Q: 3 clusters Score -8376332 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65917 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -8376342.500000 Penalty: 5508.945312 Iteration 30Q: 3 clusters Score -8376342 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65902 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -8376345.500000 Penalty: 5508.945312 Iteration 31Q: 3 clusters Score -8376346 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65887 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -8376357.500000 Penalty: 5508.945312 Iteration 32Q: 3 clusters Score -8376358 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65876 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -8376365.000000 Penalty: 5508.945312 Iteration 33Q: 3 clusters Score -8376365 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65863 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -8376367.000000 Penalty: 5508.945312 Iteration 34Q: 3 clusters Score -8376367 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65855 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -8376381.000000 Penalty: 5508.945312 Iteration 35Q: 3 clusters Score -8376381 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65847 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -8376383.500000 Penalty: 5508.945312 Iteration 36Q: 3 clusters Score -8376384 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65842 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -8376386.500000 Penalty: 5508.945312 Iteration 37Q: 3 clusters Score -8376386 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65831 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -8376389.500000 Penalty: 5508.945312 Iteration 38Q: 3 clusters Score -8376390 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65821 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -8376399.500000 Penalty: 5508.945312 Iteration 39Q: 3 clusters Score -8376400 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65813 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -8376405.500000 Penalty: 5508.945312 Iteration 40F: 3 clusters Score -8376406 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65808 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -8376414.500000 Penalty: 5508.945312 Iteration 41Q: 3 clusters Score -8376414 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65798 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -8376433.500000 Penalty: 5508.945312 Iteration 42Q: 3 clusters Score -8376434 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65791 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -8376438.000000 Penalty: 5508.945312 Iteration 43Q: 3 clusters Score -8376438 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65783 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -8376436.000000 Penalty: 5508.945312 Iteration 44Q: 3 clusters Score -8376436 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65780 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -8376444.000000 Penalty: 5508.945312 Iteration 45Q: 3 clusters Score -8376444 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65772 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -8376450.000000 Penalty: 5508.945312 Iteration 46Q: 3 clusters Score -8376450 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65763 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -8376447.000000 Penalty: 5508.945312 Iteration 47Q: 3 clusters Score -8376447 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65755 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -8376446.000000 Penalty: 5508.945312 Iteration 48Q: 3 clusters Score -8376446 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65752 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -8376451.500000 Penalty: 5508.945312 Iteration 49Q: 3 clusters Score -8376452 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65751 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -8376451.000000 Penalty: 5508.945312 Iteration 50Q: 3 clusters Score -8376451 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65751 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -8376451.000000 Penalty: 5508.945312 Iteration 51F: 3 clusters Score -8376451 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (10185 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10185 members Entering Unmasked Estep Score: -1241273.375000 Penalty: 2288.710449 Iteration 0F: 2 clusters Score -1241273 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5119 members Mstep: Class 2 contains 5066 members Entering Unmasked Estep Score: -1233551.750000 Penalty: 4577.420898 Iteration 0F: 3 clusters Score -1233552 nChanged 4198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5245 members Mstep: Class 2 contains 4940 members Entering Unmasked Estep Score: -1236204.625000 Penalty: 4577.420898 Iteration 1F: 3 clusters Score -1236205 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5468 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -1236943.125000 Penalty: 4577.420898 Iteration 2F: 3 clusters Score -1236943 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5853 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -1237656.750000 Penalty: 4577.420898 Iteration 3F: 3 clusters Score -1237657 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6355 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -1238343.750000 Penalty: 4577.420898 Iteration 4F: 3 clusters Score -1238344 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6884 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -1238892.000000 Penalty: 4577.420898 Iteration 5F: 3 clusters Score -1238892 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7352 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -1239332.250000 Penalty: 4577.420898 Iteration 6F: 3 clusters Score -1239332 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7726 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -1239612.375000 Penalty: 4577.420898 Iteration 7Q: 3 clusters Score -1239612 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7985 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -1239781.750000 Penalty: 4577.420898 Iteration 8Q: 3 clusters Score -1239782 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8171 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -1239898.000000 Penalty: 4577.420898 Iteration 9Q: 3 clusters Score -1239898 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8314 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -1239972.250000 Penalty: 4577.420898 Iteration 10Q: 3 clusters Score -1239972 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8437 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -1240033.375000 Penalty: 4577.420898 Iteration 11Q: 3 clusters Score -1240033 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8530 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -1240072.000000 Penalty: 4577.420898 Iteration 12Q: 3 clusters Score -1240072 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8593 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -1240101.250000 Penalty: 4577.420898 Iteration 13Q: 3 clusters Score -1240101 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8644 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -1240119.500000 Penalty: 4577.420898 Iteration 14Q: 3 clusters Score -1240120 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8690 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -1240139.125000 Penalty: 4577.420898 Iteration 15Q: 3 clusters Score -1240139 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8730 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -1240158.250000 Penalty: 4577.420898 Iteration 16Q: 3 clusters Score -1240158 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8763 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -1240171.500000 Penalty: 4577.420898 Iteration 17Q: 3 clusters Score -1240172 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8795 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -1240186.625000 Penalty: 4577.420898 Iteration 18Q: 3 clusters Score -1240187 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8822 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -1240197.375000 Penalty: 4577.420898 Iteration 19Q: 3 clusters Score -1240197 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8848 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -1240212.250000 Penalty: 4577.420898 Iteration 20F: 3 clusters Score -1240212 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8873 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -1240222.500000 Penalty: 4577.420898 Iteration 21Q: 3 clusters Score -1240222 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8893 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -1240232.500000 Penalty: 4577.420898 Iteration 22Q: 3 clusters Score -1240232 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8914 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -1240237.750000 Penalty: 4577.420898 Iteration 23Q: 3 clusters Score -1240238 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8931 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -1240244.375000 Penalty: 4577.420898 Iteration 24Q: 3 clusters Score -1240244 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8949 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -1240251.000000 Penalty: 4577.420898 Iteration 25Q: 3 clusters Score -1240251 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8961 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -1240251.375000 Penalty: 4577.420898 Iteration 26Q: 3 clusters Score -1240251 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8970 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -1240258.625000 Penalty: 4577.420898 Iteration 27Q: 3 clusters Score -1240259 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8981 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -1240263.000000 Penalty: 4577.420898 Iteration 28Q: 3 clusters Score -1240263 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8992 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -1240269.750000 Penalty: 4577.420898 Iteration 29Q: 3 clusters Score -1240270 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9004 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -1240274.000000 Penalty: 4577.420898 Iteration 30Q: 3 clusters Score -1240274 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9021 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -1240277.000000 Penalty: 4577.420898 Iteration 31Q: 3 clusters Score -1240277 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9026 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -1240278.375000 Penalty: 4577.420898 Iteration 32Q: 3 clusters Score -1240278 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9033 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -1240281.250000 Penalty: 4577.420898 Iteration 33Q: 3 clusters Score -1240281 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9042 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -1240283.500000 Penalty: 4577.420898 Iteration 34Q: 3 clusters Score -1240284 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9056 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -1240289.500000 Penalty: 4577.420898 Iteration 35Q: 3 clusters Score -1240290 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9060 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -1240287.250000 Penalty: 4577.420898 Iteration 36Q: 3 clusters Score -1240287 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9065 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -1240289.500000 Penalty: 4577.420898 Iteration 37Q: 3 clusters Score -1240290 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9070 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -1240290.000000 Penalty: 4577.420898 Iteration 38Q: 3 clusters Score -1240290 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9076 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -1240290.000000 Penalty: 4577.420898 Iteration 39Q: 3 clusters Score -1240290 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9084 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -1240296.125000 Penalty: 4577.420898 Iteration 40F: 3 clusters Score -1240296 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9088 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -1240295.875000 Penalty: 4577.420898 Iteration 41Q: 3 clusters Score -1240296 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9091 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -1240295.125000 Penalty: 4577.420898 Iteration 42Q: 3 clusters Score -1240295 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9093 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -1240298.375000 Penalty: 4577.420898 Iteration 43Q: 3 clusters Score -1240298 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9099 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -1240301.625000 Penalty: 4577.420898 Iteration 44Q: 3 clusters Score -1240302 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9105 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -1240297.750000 Penalty: 4577.420898 Iteration 45Q: 3 clusters Score -1240298 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9109 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -1240301.000000 Penalty: 4577.420898 Iteration 46Q: 3 clusters Score -1240301 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9112 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -1240302.750000 Penalty: 4577.420898 Iteration 47Q: 3 clusters Score -1240303 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9113 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -1240302.875000 Penalty: 4577.420898 Iteration 48Q: 3 clusters Score -1240303 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9114 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -1240303.000000 Penalty: 4577.420898 Iteration 49Q: 3 clusters Score -1240303 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9117 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -1240305.500000 Penalty: 4577.420898 Iteration 50Q: 3 clusters Score -1240306 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9119 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -1240303.625000 Penalty: 4577.420898 Iteration 51Q: 3 clusters Score -1240304 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9122 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -1240307.625000 Penalty: 4577.420898 Iteration 52Q: 3 clusters Score -1240308 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9125 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -1240309.000000 Penalty: 4577.420898 Iteration 53Q: 3 clusters Score -1240309 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9125 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -1240309.000000 Penalty: 4577.420898 Iteration 54F: 3 clusters Score -1240309 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (965 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Entering Unmasked Estep Score: -113914.429688 Penalty: 1704.287720 Iteration 0F: 2 clusters Score -113914.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -112041.195312 Penalty: 3408.575439 Iteration 0F: 3 clusters Score -112041.2 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -112456.789062 Penalty: 3408.575439 Iteration 1F: 3 clusters Score -112456.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -112726.796875 Penalty: 3408.575439 Iteration 2F: 3 clusters Score -112726.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -113132.992188 Penalty: 3408.575439 Iteration 3F: 3 clusters Score -113133 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -113682.007812 Penalty: 3408.575439 Iteration 4F: 3 clusters Score -113682 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -114278.585938 Penalty: 3408.575439 Iteration 5F: 3 clusters Score -114278.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -114550.312500 Penalty: 3408.575439 Iteration 6Q: 3 clusters Score -114550.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -114586.242188 Penalty: 3408.575439 Iteration 7Q: 3 clusters Score -114586.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -114596.812500 Penalty: 3408.575439 Iteration 8Q: 3 clusters Score -114596.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -114601.304688 Penalty: 3408.575439 Iteration 9Q: 3 clusters Score -114601.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -114606.554688 Penalty: 3408.575439 Iteration 10Q: 3 clusters Score -114606.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -114606.554688 Penalty: 3408.575439 Iteration 11F: 3 clusters Score -114606.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 6884 members Mstep: Class 2 contains 114064 members Mstep: Class 3 contains 54959 members Mstep: Class 4 contains 66619 members Mstep: Class 5 contains 147065 members Mstep: Class 6 contains 750 members Mstep: Class 7 contains 10185 members Mstep: Class 8 contains 215 members Mstep: Class 9 contains 2352 members Mstep: Class 11 contains 5173 members Mstep: Class 12 contains 2317 members Mstep: Class 13 contains 14247 members Mstep: Class 15 contains 6939 members Mstep: Class 16 contains 2952 members Mstep: Class 18 contains 12917 members Mstep: Class 19 contains 870 members Entering Unmasked Estep Score: -55375504.000000 Penalty: 51640.500000 Splitting cluster 8 changes total score from -55348112.000000 to -55375504.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 9 (2352 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Entering Unmasked Estep Score: -219054.187500 Penalty: 1925.229370 Iteration 0F: 2 clusters Score -219054.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -216698.328125 Penalty: 3850.458740 Iteration 0F: 3 clusters Score -216698.3 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -220019.921875 Penalty: 3850.458740 Iteration 1F: 3 clusters Score -220019.9 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -222840.812500 Penalty: 3850.458740 Iteration 2F: 3 clusters Score -222840.8 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -225739.343750 Penalty: 3850.458740 Iteration 3F: 3 clusters Score -225739.3 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -227815.453125 Penalty: 3850.458740 Iteration 4F: 3 clusters Score -227815.5 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -229619.234375 Penalty: 3850.458740 Iteration 5F: 3 clusters Score -229619.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -232764.156250 Penalty: 3850.458740 Iteration 6Q: 3 clusters Score -232764.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -234016.375000 Penalty: 3850.458740 Iteration 7Q: 3 clusters Score -234016.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -234865.421875 Penalty: 3850.458740 Iteration 8Q: 3 clusters Score -234865.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -235505.968750 Penalty: 3850.458740 Iteration 9Q: 3 clusters Score -235506 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -235505.968750 Penalty: 3850.458740 Iteration 10F: 3 clusters Score -235506 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 6884 members Mstep: Class 2 contains 114064 members Mstep: Class 3 contains 54959 members Mstep: Class 4 contains 66619 members Mstep: Class 5 contains 147065 members Mstep: Class 6 contains 750 members Mstep: Class 7 contains 10185 members Mstep: Class 8 contains 215 members Mstep: Class 9 contains 1155 members Mstep: Class 10 contains 1197 members Mstep: Class 11 contains 5173 members Mstep: Class 12 contains 2317 members Mstep: Class 13 contains 14247 members Mstep: Class 15 contains 6939 members Mstep: Class 16 contains 2952 members Mstep: Class 18 contains 12917 members Mstep: Class 19 contains 870 members Entering Unmasked Estep Score: -55390688.000000 Penalty: 54868.031250 Splitting cluster 9 changes total score from -55348112.000000 to -55390688.000000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 11 (5173 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Entering Unmasked Estep Score: -638455.875000 Penalty: 2120.699707 Iteration 0F: 2 clusters Score -638455.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -633851.625000 Penalty: 4241.399414 Iteration 0F: 3 clusters Score -633851.6 nChanged 1983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -635104.625000 Penalty: 4241.399414 Iteration 1F: 3 clusters Score -635104.6 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -635578.000000 Penalty: 4241.399414 Iteration 2F: 3 clusters Score -635578 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -636144.562500 Penalty: 4241.399414 Iteration 3F: 3 clusters Score -636144.6 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -636989.437500 Penalty: 4241.399414 Iteration 4F: 3 clusters Score -636989.4 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -637860.625000 Penalty: 4241.399414 Iteration 5F: 3 clusters Score -637860.6 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -638381.062500 Penalty: 4241.399414 Iteration 6F: 3 clusters Score -638381.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -638642.750000 Penalty: 4241.399414 Iteration 7Q: 3 clusters Score -638642.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -638787.687500 Penalty: 4241.399414 Iteration 8Q: 3 clusters Score -638787.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -638840.750000 Penalty: 4241.399414 Iteration 9Q: 3 clusters Score -638840.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -638881.937500 Penalty: 4241.399414 Iteration 10Q: 3 clusters Score -638881.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -638951.375000 Penalty: 4241.399414 Iteration 11Q: 3 clusters Score -638951.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -639037.812500 Penalty: 4241.399414 Iteration 12Q: 3 clusters Score -639037.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -639059.562500 Penalty: 4241.399414 Iteration 13Q: 3 clusters Score -639059.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -639066.562500 Penalty: 4241.399414 Iteration 14Q: 3 clusters Score -639066.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -639068.750000 Penalty: 4241.399414 Iteration 15Q: 3 clusters Score -639068.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -639070.562500 Penalty: 4241.399414 Iteration 16Q: 3 clusters Score -639070.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -639071.625000 Penalty: 4241.399414 Iteration 17Q: 3 clusters Score -639071.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -639069.937500 Penalty: 4241.399414 Iteration 18Q: 3 clusters Score -639069.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -639069.937500 Penalty: 4241.399414 Iteration 19F: 3 clusters Score -639069.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 6884 members Mstep: Class 2 contains 114064 members Mstep: Class 3 contains 54959 members Mstep: Class 4 contains 66619 members Mstep: Class 5 contains 147065 members Mstep: Class 6 contains 750 members Mstep: Class 7 contains 10185 members Mstep: Class 8 contains 215 members Mstep: Class 9 contains 1155 members Mstep: Class 10 contains 1197 members Mstep: Class 11 contains 3617 members Mstep: Class 12 contains 2317 members Mstep: Class 13 contains 14247 members Mstep: Class 14 contains 1556 members Mstep: Class 15 contains 6939 members Mstep: Class 16 contains 2952 members Mstep: Class 18 contains 12917 members Mstep: Class 19 contains 870 members Entering Unmasked Estep Score: -55390260.000000 Penalty: 58095.562500 Splitting cluster 11 changes total score from -55348112.000000 to -55390260.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 12 (2317 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Entering Unmasked Estep Score: -268328.875000 Penalty: 1921.511108 Iteration 0F: 2 clusters Score -268328.9 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 1134 members Entering Unmasked Estep Score: -265537.125000 Penalty: 3843.022217 Iteration 0F: 3 clusters Score -265537.1 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -266093.062500 Penalty: 3843.022217 Iteration 1F: 3 clusters Score -266093.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -266241.968750 Penalty: 3843.022217 Iteration 2F: 3 clusters Score -266242 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -266336.375000 Penalty: 3843.022217 Iteration 3Q: 3 clusters Score -266336.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -266410.875000 Penalty: 3843.022217 Iteration 4Q: 3 clusters Score -266410.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -266476.531250 Penalty: 3843.022217 Iteration 5Q: 3 clusters Score -266476.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -266525.593750 Penalty: 3843.022217 Iteration 6Q: 3 clusters Score -266525.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -266583.468750 Penalty: 3843.022217 Iteration 7Q: 3 clusters Score -266583.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -266646.281250 Penalty: 3843.022217 Iteration 8Q: 3 clusters Score -266646.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -266724.593750 Penalty: 3843.022217 Iteration 9Q: 3 clusters Score -266724.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -266848.562500 Penalty: 3843.022217 Iteration 10Q: 3 clusters Score -266848.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -267048.093750 Penalty: 3843.022217 Iteration 11Q: 3 clusters Score -267048.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -267369.187500 Penalty: 3843.022217 Iteration 12F: 3 clusters Score -267369.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -267966.625000 Penalty: 3843.022217 Iteration 13F: 3 clusters Score -267966.6 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -268607.750000 Penalty: 3843.022217 Iteration 14F: 3 clusters Score -268607.8 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -269118.312500 Penalty: 3843.022217 Iteration 15F: 3 clusters Score -269118.3 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -269480.812500 Penalty: 3843.022217 Iteration 16F: 3 clusters Score -269480.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -269728.843750 Penalty: 3843.022217 Iteration 17Q: 3 clusters Score -269728.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -269913.125000 Penalty: 3843.022217 Iteration 18Q: 3 clusters Score -269913.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -270092.812500 Penalty: 3843.022217 Iteration 19Q: 3 clusters Score -270092.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -270185.750000 Penalty: 3843.022217 Iteration 20F: 3 clusters Score -270185.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -270198.625000 Penalty: 3843.022217 Iteration 21Q: 3 clusters Score -270198.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -270200.750000 Penalty: 3843.022217 Iteration 22Q: 3 clusters Score -270200.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -270200.750000 Penalty: 3843.022217 Iteration 23F: 3 clusters Score -270200.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 6884 members Mstep: Class 2 contains 114064 members Mstep: Class 3 contains 54959 members Mstep: Class 4 contains 66619 members Mstep: Class 5 contains 147065 members Mstep: Class 6 contains 750 members Mstep: Class 7 contains 10185 members Mstep: Class 8 contains 215 members Mstep: Class 9 contains 1155 members Mstep: Class 10 contains 1197 members Mstep: Class 11 contains 3617 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 14247 members Mstep: Class 14 contains 1556 members Mstep: Class 15 contains 6939 members Mstep: Class 16 contains 2952 members Mstep: Class 17 contains 1709 members Mstep: Class 18 contains 12917 members Mstep: Class 19 contains 870 members Entering Unmasked Estep Score: -55390800.000000 Penalty: 61323.093750 Splitting cluster 12 changes total score from -55348112.000000 to -55390800.000000 So it's getting split into cluster 17. Entering ConstructFrom: Trying to split cluster 13 (14247 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14247 members Entering Unmasked Estep Score: -1815089.750000 Penalty: 2371.946777 Iteration 0F: 2 clusters Score -1815090 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7138 members Mstep: Class 2 contains 7109 members Entering Unmasked Estep Score: -1804714.500000 Penalty: 4743.893555 Iteration 0F: 3 clusters Score -1804714 nChanged 6107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7203 members Mstep: Class 2 contains 7044 members Entering Unmasked Estep Score: -1808075.000000 Penalty: 4743.893555 Iteration 1F: 3 clusters Score -1808075 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7346 members Mstep: Class 2 contains 6901 members Entering Unmasked Estep Score: -1808640.000000 Penalty: 4743.893555 Iteration 2F: 3 clusters Score -1808640 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7557 members Mstep: Class 2 contains 6690 members Entering Unmasked Estep Score: -1809089.875000 Penalty: 4743.893555 Iteration 3F: 3 clusters Score -1809090 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7911 members Mstep: Class 2 contains 6336 members Entering Unmasked Estep Score: -1809553.250000 Penalty: 4743.893555 Iteration 4F: 3 clusters Score -1809553 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8375 members Mstep: Class 2 contains 5872 members Entering Unmasked Estep Score: -1810114.875000 Penalty: 4743.893555 Iteration 5F: 3 clusters Score -1810115 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8971 members Mstep: Class 2 contains 5276 members Entering Unmasked Estep Score: -1810826.500000 Penalty: 4743.893555 Iteration 6F: 3 clusters Score -1810826 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9636 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -1811633.875000 Penalty: 4743.893555 Iteration 7F: 3 clusters Score -1811634 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10292 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -1812379.750000 Penalty: 4743.893555 Iteration 8F: 3 clusters Score -1812380 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10884 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -1813002.250000 Penalty: 4743.893555 Iteration 9F: 3 clusters Score -1813002 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11375 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -1813457.750000 Penalty: 4743.893555 Iteration 10Q: 3 clusters Score -1813458 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11762 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -1813784.375000 Penalty: 4743.893555 Iteration 11Q: 3 clusters Score -1813784 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12115 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -1814039.250000 Penalty: 4743.893555 Iteration 12Q: 3 clusters Score -1814039 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12378 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -1814200.875000 Penalty: 4743.893555 Iteration 13Q: 3 clusters Score -1814201 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12573 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -1814320.000000 Penalty: 4743.893555 Iteration 14Q: 3 clusters Score -1814320 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12726 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -1814408.000000 Penalty: 4743.893555 Iteration 15Q: 3 clusters Score -1814408 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12851 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -1814469.125000 Penalty: 4743.893555 Iteration 16Q: 3 clusters Score -1814469 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12937 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -1814509.875000 Penalty: 4743.893555 Iteration 17Q: 3 clusters Score -1814510 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13004 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -1814540.875000 Penalty: 4743.893555 Iteration 18Q: 3 clusters Score -1814541 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13065 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -1814564.000000 Penalty: 4743.893555 Iteration 19Q: 3 clusters Score -1814564 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13111 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -1814578.500000 Penalty: 4743.893555 Iteration 20F: 3 clusters Score -1814578 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13141 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -1814588.125000 Penalty: 4743.893555 Iteration 21Q: 3 clusters Score -1814588 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13163 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -1814602.625000 Penalty: 4743.893555 Iteration 22Q: 3 clusters Score -1814603 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13181 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -1814608.500000 Penalty: 4743.893555 Iteration 23Q: 3 clusters Score -1814608 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13195 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -1814614.125000 Penalty: 4743.893555 Iteration 24Q: 3 clusters Score -1814614 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13204 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -1814616.750000 Penalty: 4743.893555 Iteration 25Q: 3 clusters Score -1814617 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13212 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -1814618.000000 Penalty: 4743.893555 Iteration 26Q: 3 clusters Score -1814618 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13219 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -1814620.125000 Penalty: 4743.893555 Iteration 27Q: 3 clusters Score -1814620 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13225 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -1814621.250000 Penalty: 4743.893555 Iteration 28Q: 3 clusters Score -1814621 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13229 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -1814622.250000 Penalty: 4743.893555 Iteration 29Q: 3 clusters Score -1814622 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13234 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -1814626.875000 Penalty: 4743.893555 Iteration 30Q: 3 clusters Score -1814627 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13238 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -1814630.500000 Penalty: 4743.893555 Iteration 31Q: 3 clusters Score -1814630 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13240 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -1814633.875000 Penalty: 4743.893555 Iteration 32Q: 3 clusters Score -1814634 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13245 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -1814631.375000 Penalty: 4743.893555 Iteration 33Q: 3 clusters Score -1814631 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13246 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -1814631.750000 Penalty: 4743.893555 Iteration 34Q: 3 clusters Score -1814632 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13248 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -1814634.500000 Penalty: 4743.893555 Iteration 35Q: 3 clusters Score -1814634 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13251 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -1814636.500000 Penalty: 4743.893555 Iteration 36Q: 3 clusters Score -1814636 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13251 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -1814636.500000 Penalty: 4743.893555 Iteration 37F: 3 clusters Score -1814636 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (6939 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6939 members Entering Unmasked Estep Score: -889989.125000 Penalty: 2193.538330 Iteration 0F: 2 clusters Score -889989.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -884245.687500 Penalty: 4387.076660 Iteration 0F: 3 clusters Score -884245.7 nChanged 2783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -885750.062500 Penalty: 4387.076660 Iteration 1F: 3 clusters Score -885750.1 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -886005.687500 Penalty: 4387.076660 Iteration 2F: 3 clusters Score -886005.7 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -886222.187500 Penalty: 4387.076660 Iteration 3F: 3 clusters Score -886222.2 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -886389.062500 Penalty: 4387.076660 Iteration 4Q: 3 clusters Score -886389.1 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -886526.937500 Penalty: 4387.076660 Iteration 5Q: 3 clusters Score -886526.9 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -886640.562500 Penalty: 4387.076660 Iteration 6Q: 3 clusters Score -886640.6 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -886748.625000 Penalty: 4387.076660 Iteration 7Q: 3 clusters Score -886748.6 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -886842.375000 Penalty: 4387.076660 Iteration 8Q: 3 clusters Score -886842.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -886919.250000 Penalty: 4387.076660 Iteration 9Q: 3 clusters Score -886919.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -886994.562500 Penalty: 4387.076660 Iteration 10Q: 3 clusters Score -886994.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -887065.375000 Penalty: 4387.076660 Iteration 11Q: 3 clusters Score -887065.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -887138.687500 Penalty: 4387.076660 Iteration 12Q: 3 clusters Score -887138.7 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -887210.937500 Penalty: 4387.076660 Iteration 13Q: 3 clusters Score -887210.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -887275.125000 Penalty: 4387.076660 Iteration 14Q: 3 clusters Score -887275.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -887337.187500 Penalty: 4387.076660 Iteration 15Q: 3 clusters Score -887337.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 4961 members Entering Unmasked Estep Score: -887413.937500 Penalty: 4387.076660 Iteration 16Q: 3 clusters Score -887413.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -887470.562500 Penalty: 4387.076660 Iteration 17Q: 3 clusters Score -887470.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -887506.500000 Penalty: 4387.076660 Iteration 18Q: 3 clusters Score -887506.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 5158 members Entering Unmasked Estep Score: -887535.562500 Penalty: 4387.076660 Iteration 19Q: 3 clusters Score -887535.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 5216 members Entering Unmasked Estep Score: -887570.062500 Penalty: 4387.076660 Iteration 20F: 3 clusters Score -887570.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 5280 members Entering Unmasked Estep Score: -887603.437500 Penalty: 4387.076660 Iteration 21Q: 3 clusters Score -887603.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 5343 members Entering Unmasked Estep Score: -887635.750000 Penalty: 4387.076660 Iteration 22Q: 3 clusters Score -887635.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 5394 members Entering Unmasked Estep Score: -887664.750000 Penalty: 4387.076660 Iteration 23Q: 3 clusters Score -887664.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 5449 members Entering Unmasked Estep Score: -887704.375000 Penalty: 4387.076660 Iteration 24Q: 3 clusters Score -887704.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 5512 members Entering Unmasked Estep Score: -887741.062500 Penalty: 4387.076660 Iteration 25Q: 3 clusters Score -887741.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 5564 members Entering Unmasked Estep Score: -887767.437500 Penalty: 4387.076660 Iteration 26Q: 3 clusters Score -887767.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -887785.375000 Penalty: 4387.076660 Iteration 27Q: 3 clusters Score -887785.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 5637 members Entering Unmasked Estep Score: -887800.750000 Penalty: 4387.076660 Iteration 28Q: 3 clusters Score -887800.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 5667 members Entering Unmasked Estep Score: -887813.375000 Penalty: 4387.076660 Iteration 29Q: 3 clusters Score -887813.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 5698 members Entering Unmasked Estep Score: -887827.312500 Penalty: 4387.076660 Iteration 30Q: 3 clusters Score -887827.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 5720 members Entering Unmasked Estep Score: -887838.937500 Penalty: 4387.076660 Iteration 31Q: 3 clusters Score -887838.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 5747 members Entering Unmasked Estep Score: -887853.875000 Penalty: 4387.076660 Iteration 32Q: 3 clusters Score -887853.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -887864.937500 Penalty: 4387.076660 Iteration 33Q: 3 clusters Score -887864.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 5797 members Entering Unmasked Estep Score: -887876.250000 Penalty: 4387.076660 Iteration 34Q: 3 clusters Score -887876.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 5824 members Entering Unmasked Estep Score: -887891.312500 Penalty: 4387.076660 Iteration 35Q: 3 clusters Score -887891.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 5847 members Entering Unmasked Estep Score: -887905.937500 Penalty: 4387.076660 Iteration 36Q: 3 clusters Score -887905.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 5873 members Entering Unmasked Estep Score: -887920.375000 Penalty: 4387.076660 Iteration 37Q: 3 clusters Score -887920.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 5900 members Entering Unmasked Estep Score: -887934.687500 Penalty: 4387.076660 Iteration 38Q: 3 clusters Score -887934.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 5921 members Entering Unmasked Estep Score: -887941.125000 Penalty: 4387.076660 Iteration 39Q: 3 clusters Score -887941.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 5944 members Entering Unmasked Estep Score: -887952.000000 Penalty: 4387.076660 Iteration 40F: 3 clusters Score -887952 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 5960 members Entering Unmasked Estep Score: -887960.125000 Penalty: 4387.076660 Iteration 41Q: 3 clusters Score -887960.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -887966.812500 Penalty: 4387.076660 Iteration 42Q: 3 clusters Score -887966.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 5988 members Entering Unmasked Estep Score: -887969.812500 Penalty: 4387.076660 Iteration 43Q: 3 clusters Score -887969.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 5990 members Entering Unmasked Estep Score: -887972.750000 Penalty: 4387.076660 Iteration 44Q: 3 clusters Score -887972.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 5993 members Entering Unmasked Estep Score: -887974.625000 Penalty: 4387.076660 Iteration 45Q: 3 clusters Score -887974.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -887978.375000 Penalty: 4387.076660 Iteration 46Q: 3 clusters Score -887978.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 6004 members Entering Unmasked Estep Score: -887979.375000 Penalty: 4387.076660 Iteration 47Q: 3 clusters Score -887979.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -887979.812500 Penalty: 4387.076660 Iteration 48Q: 3 clusters Score -887979.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 6008 members Entering Unmasked Estep Score: -887979.937500 Penalty: 4387.076660 Iteration 49Q: 3 clusters Score -887979.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 6008 members Entering Unmasked Estep Score: -887979.937500 Penalty: 4387.076660 Iteration 50F: 3 clusters Score -887979.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2952 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Entering Unmasked Estep Score: -351123.562500 Penalty: 1981.579102 Iteration 0F: 2 clusters Score -351123.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -347865.625000 Penalty: 3963.158203 Iteration 0F: 3 clusters Score -347865.6 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -348517.093750 Penalty: 3963.158203 Iteration 1F: 3 clusters Score -348517.1 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -348685.562500 Penalty: 3963.158203 Iteration 2F: 3 clusters Score -348685.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -348783.156250 Penalty: 3963.158203 Iteration 3Q: 3 clusters Score -348783.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -348851.625000 Penalty: 3963.158203 Iteration 4Q: 3 clusters Score -348851.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -348905.781250 Penalty: 3963.158203 Iteration 5Q: 3 clusters Score -348905.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -348943.093750 Penalty: 3963.158203 Iteration 6Q: 3 clusters Score -348943.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -348967.562500 Penalty: 3963.158203 Iteration 7Q: 3 clusters Score -348967.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -348986.406250 Penalty: 3963.158203 Iteration 8Q: 3 clusters Score -348986.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -348998.593750 Penalty: 3963.158203 Iteration 9Q: 3 clusters Score -348998.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -349013.156250 Penalty: 3963.158203 Iteration 10Q: 3 clusters Score -349013.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -349026.312500 Penalty: 3963.158203 Iteration 11Q: 3 clusters Score -349026.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -349039.968750 Penalty: 3963.158203 Iteration 12Q: 3 clusters Score -349040 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -349050.468750 Penalty: 3963.158203 Iteration 13Q: 3 clusters Score -349050.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -349068.750000 Penalty: 3963.158203 Iteration 14Q: 3 clusters Score -349068.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -349083.843750 Penalty: 3963.158203 Iteration 15Q: 3 clusters Score -349083.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -349099.156250 Penalty: 3963.158203 Iteration 16Q: 3 clusters Score -349099.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -349113.343750 Penalty: 3963.158203 Iteration 17Q: 3 clusters Score -349113.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -349125.000000 Penalty: 3963.158203 Iteration 18Q: 3 clusters Score -349125 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -349133.031250 Penalty: 3963.158203 Iteration 19Q: 3 clusters Score -349133 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -349143.406250 Penalty: 3963.158203 Iteration 20F: 3 clusters Score -349143.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -349152.093750 Penalty: 3963.158203 Iteration 21Q: 3 clusters Score -349152.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -349164.062500 Penalty: 3963.158203 Iteration 22Q: 3 clusters Score -349164.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -349180.968750 Penalty: 3963.158203 Iteration 23Q: 3 clusters Score -349181 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -349197.812500 Penalty: 3963.158203 Iteration 24Q: 3 clusters Score -349197.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -349211.593750 Penalty: 3963.158203 Iteration 25Q: 3 clusters Score -349211.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -349229.812500 Penalty: 3963.158203 Iteration 26Q: 3 clusters Score -349229.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -349249.312500 Penalty: 3963.158203 Iteration 27Q: 3 clusters Score -349249.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -349271.375000 Penalty: 3963.158203 Iteration 28Q: 3 clusters Score -349271.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -349288.500000 Penalty: 3963.158203 Iteration 29Q: 3 clusters Score -349288.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -349309.531250 Penalty: 3963.158203 Iteration 30Q: 3 clusters Score -349309.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -349332.312500 Penalty: 3963.158203 Iteration 31Q: 3 clusters Score -349332.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -349357.875000 Penalty: 3963.158203 Iteration 32Q: 3 clusters Score -349357.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -349386.031250 Penalty: 3963.158203 Iteration 33Q: 3 clusters Score -349386 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -349415.031250 Penalty: 3963.158203 Iteration 34Q: 3 clusters Score -349415 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -349432.187500 Penalty: 3963.158203 Iteration 35Q: 3 clusters Score -349432.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -349447.875000 Penalty: 3963.158203 Iteration 36Q: 3 clusters Score -349447.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -349454.562500 Penalty: 3963.158203 Iteration 37Q: 3 clusters Score -349454.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -349463.656250 Penalty: 3963.158203 Iteration 38Q: 3 clusters Score -349463.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -349467.093750 Penalty: 3963.158203 Iteration 39Q: 3 clusters Score -349467.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -349471.406250 Penalty: 3963.158203 Iteration 40F: 3 clusters Score -349471.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -349480.312500 Penalty: 3963.158203 Iteration 41Q: 3 clusters Score -349480.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -349485.843750 Penalty: 3963.158203 Iteration 42Q: 3 clusters Score -349485.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -349490.781250 Penalty: 3963.158203 Iteration 43Q: 3 clusters Score -349490.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -349494.656250 Penalty: 3963.158203 Iteration 44Q: 3 clusters Score -349494.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -349500.593750 Penalty: 3963.158203 Iteration 45Q: 3 clusters Score -349500.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -349513.125000 Penalty: 3963.158203 Iteration 46Q: 3 clusters Score -349513.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -349528.875000 Penalty: 3963.158203 Iteration 47Q: 3 clusters Score -349528.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -349542.593750 Penalty: 3963.158203 Iteration 48Q: 3 clusters Score -349542.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -349558.218750 Penalty: 3963.158203 Iteration 49Q: 3 clusters Score -349558.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -349570.906250 Penalty: 3963.158203 Iteration 50Q: 3 clusters Score -349570.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -349580.218750 Penalty: 3963.158203 Iteration 51Q: 3 clusters Score -349580.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -349587.843750 Penalty: 3963.158203 Iteration 52Q: 3 clusters Score -349587.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -349594.281250 Penalty: 3963.158203 Iteration 53Q: 3 clusters Score -349594.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -349600.656250 Penalty: 3963.158203 Iteration 54Q: 3 clusters Score -349600.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -349606.968750 Penalty: 3963.158203 Iteration 55Q: 3 clusters Score -349607 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -349613.687500 Penalty: 3963.158203 Iteration 56Q: 3 clusters Score -349613.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -349621.718750 Penalty: 3963.158203 Iteration 57Q: 3 clusters Score -349621.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -349632.875000 Penalty: 3963.158203 Iteration 58Q: 3 clusters Score -349632.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -349639.625000 Penalty: 3963.158203 Iteration 59Q: 3 clusters Score -349639.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -349644.437500 Penalty: 3963.158203 Iteration 60F: 3 clusters Score -349644.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -349649.281250 Penalty: 3963.158203 Iteration 61Q: 3 clusters Score -349649.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -349655.125000 Penalty: 3963.158203 Iteration 62Q: 3 clusters Score -349655.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -349661.718750 Penalty: 3963.158203 Iteration 63Q: 3 clusters Score -349661.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -349665.375000 Penalty: 3963.158203 Iteration 64Q: 3 clusters Score -349665.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -349669.562500 Penalty: 3963.158203 Iteration 65Q: 3 clusters Score -349669.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -349672.062500 Penalty: 3963.158203 Iteration 66Q: 3 clusters Score -349672.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -349672.843750 Penalty: 3963.158203 Iteration 67Q: 3 clusters Score -349672.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -349673.812500 Penalty: 3963.158203 Iteration 68Q: 3 clusters Score -349673.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -349674.656250 Penalty: 3963.158203 Iteration 69Q: 3 clusters Score -349674.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -349674.593750 Penalty: 3963.158203 Iteration 70Q: 3 clusters Score -349674.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -349675.156250 Penalty: 3963.158203 Iteration 71Q: 3 clusters Score -349675.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -349675.156250 Penalty: 3963.158203 Iteration 72F: 3 clusters Score -349675.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (12917 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12917 members Entering Unmasked Estep Score: -1641564.000000 Penalty: 2347.642334 Iteration 0F: 2 clusters Score -1641564 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6359 members Mstep: Class 2 contains 6558 members Entering Unmasked Estep Score: -1632125.875000 Penalty: 4695.284668 Iteration 0F: 3 clusters Score -1632126 nChanged 5438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 6992 members Entering Unmasked Estep Score: -1635109.625000 Penalty: 4695.284668 Iteration 1F: 3 clusters Score -1635110 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5642 members Mstep: Class 2 contains 7275 members Entering Unmasked Estep Score: -1635439.875000 Penalty: 4695.284668 Iteration 2F: 3 clusters Score -1635440 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 7614 members Entering Unmasked Estep Score: -1635758.625000 Penalty: 4695.284668 Iteration 3Q: 3 clusters Score -1635759 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 8071 members Entering Unmasked Estep Score: -1636107.500000 Penalty: 4695.284668 Iteration 4F: 3 clusters Score -1636108 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 8565 members Entering Unmasked Estep Score: -1636461.000000 Penalty: 4695.284668 Iteration 5Q: 3 clusters Score -1636461 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 9106 members Entering Unmasked Estep Score: -1636874.250000 Penalty: 4695.284668 Iteration 6Q: 3 clusters Score -1636874 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 9682 members Entering Unmasked Estep Score: -1637338.000000 Penalty: 4695.284668 Iteration 7F: 3 clusters Score -1637338 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 10236 members Entering Unmasked Estep Score: -1637855.375000 Penalty: 4695.284668 Iteration 8Q: 3 clusters Score -1637855 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 10759 members Entering Unmasked Estep Score: -1638344.875000 Penalty: 4695.284668 Iteration 9Q: 3 clusters Score -1638345 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 11138 members Entering Unmasked Estep Score: -1638695.875000 Penalty: 4695.284668 Iteration 10Q: 3 clusters Score -1638696 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 11385 members Entering Unmasked Estep Score: -1638923.000000 Penalty: 4695.284668 Iteration 11Q: 3 clusters Score -1638923 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 11571 members Entering Unmasked Estep Score: -1639091.750000 Penalty: 4695.284668 Iteration 12Q: 3 clusters Score -1639092 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 11716 members Entering Unmasked Estep Score: -1639223.500000 Penalty: 4695.284668 Iteration 13Q: 3 clusters Score -1639224 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 11812 members Entering Unmasked Estep Score: -1639290.500000 Penalty: 4695.284668 Iteration 14Q: 3 clusters Score -1639290 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 11877 members Entering Unmasked Estep Score: -1639340.875000 Penalty: 4695.284668 Iteration 15Q: 3 clusters Score -1639341 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 11930 members Entering Unmasked Estep Score: -1639373.625000 Penalty: 4695.284668 Iteration 16Q: 3 clusters Score -1639374 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 11967 members Entering Unmasked Estep Score: -1639404.875000 Penalty: 4695.284668 Iteration 17Q: 3 clusters Score -1639405 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 12001 members Entering Unmasked Estep Score: -1639421.125000 Penalty: 4695.284668 Iteration 18Q: 3 clusters Score -1639421 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 12023 members Entering Unmasked Estep Score: -1639429.375000 Penalty: 4695.284668 Iteration 19Q: 3 clusters Score -1639429 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 12047 members Entering Unmasked Estep Score: -1639442.375000 Penalty: 4695.284668 Iteration 20F: 3 clusters Score -1639442 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 12057 members Entering Unmasked Estep Score: -1639444.000000 Penalty: 4695.284668 Iteration 21Q: 3 clusters Score -1639444 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 12068 members Entering Unmasked Estep Score: -1639449.125000 Penalty: 4695.284668 Iteration 22Q: 3 clusters Score -1639449 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 12078 members Entering Unmasked Estep Score: -1639453.375000 Penalty: 4695.284668 Iteration 23Q: 3 clusters Score -1639453 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 12089 members Entering Unmasked Estep Score: -1639460.750000 Penalty: 4695.284668 Iteration 24Q: 3 clusters Score -1639461 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 12098 members Entering Unmasked Estep Score: -1639466.125000 Penalty: 4695.284668 Iteration 25Q: 3 clusters Score -1639466 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 12103 members Entering Unmasked Estep Score: -1639467.500000 Penalty: 4695.284668 Iteration 26Q: 3 clusters Score -1639468 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 12108 members Entering Unmasked Estep Score: -1639472.000000 Penalty: 4695.284668 Iteration 27Q: 3 clusters Score -1639472 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 12115 members Entering Unmasked Estep Score: -1639475.375000 Penalty: 4695.284668 Iteration 28Q: 3 clusters Score -1639475 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 12122 members Entering Unmasked Estep Score: -1639478.500000 Penalty: 4695.284668 Iteration 29Q: 3 clusters Score -1639478 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 12123 members Entering Unmasked Estep Score: -1639481.500000 Penalty: 4695.284668 Iteration 30Q: 3 clusters Score -1639482 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 12126 members Entering Unmasked Estep Score: -1639482.125000 Penalty: 4695.284668 Iteration 31Q: 3 clusters Score -1639482 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 12128 members Entering Unmasked Estep Score: -1639483.625000 Penalty: 4695.284668 Iteration 32Q: 3 clusters Score -1639484 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 12131 members Entering Unmasked Estep Score: -1639486.875000 Penalty: 4695.284668 Iteration 33Q: 3 clusters Score -1639487 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 12134 members Entering Unmasked Estep Score: -1639487.750000 Penalty: 4695.284668 Iteration 34Q: 3 clusters Score -1639488 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 12135 members Entering Unmasked Estep Score: -1639487.750000 Penalty: 4695.284668 Iteration 35Q: 3 clusters Score -1639488 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 12136 members Entering Unmasked Estep Score: -1639486.875000 Penalty: 4695.284668 Iteration 36Q: 3 clusters Score -1639487 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 12140 members Entering Unmasked Estep Score: -1639492.125000 Penalty: 4695.284668 Iteration 37Q: 3 clusters Score -1639492 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 12144 members Entering Unmasked Estep Score: -1639491.125000 Penalty: 4695.284668 Iteration 38Q: 3 clusters Score -1639491 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 12147 members Entering Unmasked Estep Score: -1639492.500000 Penalty: 4695.284668 Iteration 39Q: 3 clusters Score -1639492 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 12150 members Entering Unmasked Estep Score: -1639495.500000 Penalty: 4695.284668 Iteration 40F: 3 clusters Score -1639496 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 12154 members Entering Unmasked Estep Score: -1639498.625000 Penalty: 4695.284668 Iteration 41Q: 3 clusters Score -1639499 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 12160 members Entering Unmasked Estep Score: -1639506.125000 Penalty: 4695.284668 Iteration 42Q: 3 clusters Score -1639506 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 12166 members Entering Unmasked Estep Score: -1639508.125000 Penalty: 4695.284668 Iteration 43Q: 3 clusters Score -1639508 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 12174 members Entering Unmasked Estep Score: -1639510.500000 Penalty: 4695.284668 Iteration 44Q: 3 clusters Score -1639510 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 12181 members Entering Unmasked Estep Score: -1639513.500000 Penalty: 4695.284668 Iteration 45Q: 3 clusters Score -1639514 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 12183 members Entering Unmasked Estep Score: -1639515.625000 Penalty: 4695.284668 Iteration 46Q: 3 clusters Score -1639516 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 12183 members Entering Unmasked Estep Score: -1639515.625000 Penalty: 4695.284668 Iteration 47F: 3 clusters Score -1639516 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (870 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Entering Unmasked Estep Score: -104122.734375 Penalty: 1678.586304 Iteration 0F: 2 clusters Score -104122.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -102293.789062 Penalty: 3357.172607 Iteration 0F: 3 clusters Score -102293.8 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -102527.843750 Penalty: 3357.172607 Iteration 1F: 3 clusters Score -102527.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -102600.929688 Penalty: 3357.172607 Iteration 2F: 3 clusters Score -102600.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -102644.039062 Penalty: 3357.172607 Iteration 3Q: 3 clusters Score -102644 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -102667.109375 Penalty: 3357.172607 Iteration 4Q: 3 clusters Score -102667.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -102681.984375 Penalty: 3357.172607 Iteration 5Q: 3 clusters Score -102682 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -102697.539062 Penalty: 3357.172607 Iteration 6Q: 3 clusters Score -102697.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -102713.625000 Penalty: 3357.172607 Iteration 7Q: 3 clusters Score -102713.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -102716.000000 Penalty: 3357.172607 Iteration 8Q: 3 clusters Score -102716 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -102718.390625 Penalty: 3357.172607 Iteration 9Q: 3 clusters Score -102718.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -102720.890625 Penalty: 3357.172607 Iteration 10Q: 3 clusters Score -102720.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -102724.726562 Penalty: 3357.172607 Iteration 11Q: 3 clusters Score -102724.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -102726.976562 Penalty: 3357.172607 Iteration 12Q: 3 clusters Score -102727 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -102727.601562 Penalty: 3357.172607 Iteration 13Q: 3 clusters Score -102727.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -102727.601562 Penalty: 3357.172607 Iteration 14F: 3 clusters Score -102727.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 6884 members Mstep: Class 2 contains 114064 members Mstep: Class 3 contains 54959 members Mstep: Class 4 contains 66619 members Mstep: Class 7 contains 10185 members Mstep: Class 8 contains 215 members Mstep: Class 9 contains 1155 members Mstep: Class 11 contains 3617 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 14247 members Mstep: Class 15 contains 6939 members Mstep: Class 16 contains 2952 members Mstep: Class 18 contains 12917 members Mstep: Class 19 contains 870 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 3226.154053 but Gain 3227.531250 Score: -55394948.000000 Penalty: 58095.562500 Iteration 39Q: 19 clusters Score -5.539495e+07 nChanged 12132 Entering Unmasked Mstep Mstep: Class 0 contains 249 members Mstep: Class 1 contains 7130 members Mstep: Class 2 contains 114902 members Mstep: Class 3 contains 54456 members Mstep: Class 4 contains 66660 members Mstep: Class 5 contains 146996 members Mstep: Class 6 contains 1062 members Mstep: Class 7 contains 10689 members Mstep: Class 8 contains 212 members Mstep: Class 9 contains 1155 members Mstep: Class 10 contains 1193 members Mstep: Class 11 contains 3566 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 14182 members Mstep: Class 15 contains 6851 members Mstep: Class 16 contains 2994 members Mstep: Class 17 contains 2179 members Mstep: Class 18 contains 12787 members Mstep: Class 19 contains 887 members Entering Unmasked Estep ConsiderDeletion Score: -55401768.000000 Penalty: 58095.562500 Iteration 40F: 19 clusters Score -5.540177e+07 nChanged 9487 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 7075 members Mstep: Class 2 contains 115106 members Mstep: Class 3 contains 54386 members Mstep: Class 4 contains 65960 members Mstep: Class 5 contains 148092 members Mstep: Class 6 contains 1351 members Mstep: Class 7 contains 11099 members Mstep: Class 8 contains 211 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1194 members Mstep: Class 11 contains 3536 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 13780 members Mstep: Class 15 contains 6492 members Mstep: Class 16 contains 2986 members Mstep: Class 17 contains 2525 members Mstep: Class 18 contains 12131 members Mstep: Class 19 contains 825 members Entering Unmasked Estep ConsiderDeletion Score: -55404076.000000 Penalty: 58095.562500 Iteration 41Q: 19 clusters Score -5.540408e+07 nChanged 7152 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 7036 members Mstep: Class 2 contains 115366 members Mstep: Class 3 contains 54576 members Mstep: Class 4 contains 65517 members Mstep: Class 5 contains 148538 members Mstep: Class 6 contains 1658 members Mstep: Class 7 contains 11454 members Mstep: Class 8 contains 213 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1194 members Mstep: Class 11 contains 3529 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 13479 members Mstep: Class 15 contains 6182 members Mstep: Class 16 contains 2980 members Mstep: Class 17 contains 2669 members Mstep: Class 18 contains 11567 members Mstep: Class 19 contains 791 members Entering Unmasked Estep ConsiderDeletion Score: -55406148.000000 Penalty: 58095.562500 Iteration 42Q: 19 clusters Score -5.540615e+07 nChanged 5888 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 7032 members Mstep: Class 2 contains 115660 members Mstep: Class 3 contains 54857 members Mstep: Class 4 contains 65204 members Mstep: Class 5 contains 148621 members Mstep: Class 6 contains 1953 members Mstep: Class 7 contains 11780 members Mstep: Class 8 contains 217 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1194 members Mstep: Class 11 contains 3525 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 13212 members Mstep: Class 15 contains 5919 members Mstep: Class 16 contains 2990 members Mstep: Class 17 contains 2749 members Mstep: Class 18 contains 11072 members Mstep: Class 19 contains 764 members Entering Unmasked Estep ConsiderDeletion Score: -55407576.000000 Penalty: 58095.562500 Iteration 43Q: 19 clusters Score -5.540758e+07 nChanged 5061 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 7083 members Mstep: Class 2 contains 115876 members Mstep: Class 3 contains 55132 members Mstep: Class 4 contains 64989 members Mstep: Class 5 contains 148580 members Mstep: Class 6 contains 2227 members Mstep: Class 7 contains 12074 members Mstep: Class 8 contains 222 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1194 members Mstep: Class 11 contains 3521 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 12980 members Mstep: Class 15 contains 5693 members Mstep: Class 16 contains 2996 members Mstep: Class 17 contains 2804 members Mstep: Class 18 contains 10631 members Mstep: Class 19 contains 747 members Entering Unmasked Estep ConsiderDeletion Score: -55408712.000000 Penalty: 58095.562500 Iteration 44Q: 19 clusters Score -5.540871e+07 nChanged 4355 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 7100 members Mstep: Class 2 contains 115954 members Mstep: Class 3 contains 55360 members Mstep: Class 4 contains 64851 members Mstep: Class 5 contains 148553 members Mstep: Class 6 contains 2526 members Mstep: Class 7 contains 12337 members Mstep: Class 8 contains 227 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1194 members Mstep: Class 11 contains 3518 members Mstep: Class 12 contains 608 members Mstep: Class 13 contains 12802 members Mstep: Class 15 contains 5526 members Mstep: Class 16 contains 3008 members Mstep: Class 17 contains 2843 members Mstep: Class 18 contains 10214 members Mstep: Class 19 contains 736 members Entering Unmasked Estep ConsiderDeletion Score: -55409908.000000 Penalty: 58095.562500 Iteration 45Q: 19 clusters Score -5.540991e+07 nChanged 3863 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 7112 members Mstep: Class 2 contains 115945 members Mstep: Class 3 contains 55553 members Mstep: Class 4 contains 64734 members Mstep: Class 5 contains 148595 members Mstep: Class 6 contains 2825 members Mstep: Class 7 contains 12587 members Mstep: Class 8 contains 237 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1194 members Mstep: Class 11 contains 3517 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 12650 members Mstep: Class 15 contains 5383 members Mstep: Class 16 contains 3019 members Mstep: Class 17 contains 2869 members Mstep: Class 18 contains 9803 members Mstep: Class 19 contains 725 members Entering Unmasked Estep ConsiderDeletion Score: -55410760.000000 Penalty: 58095.562500 Iteration 46Q: 19 clusters Score -5.541076e+07 nChanged 3441 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 115888 members Mstep: Class 3 contains 55699 members Mstep: Class 4 contains 64640 members Mstep: Class 5 contains 148674 members Mstep: Class 6 contains 3148 members Mstep: Class 7 contains 12818 members Mstep: Class 8 contains 242 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1194 members Mstep: Class 11 contains 3516 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 12510 members Mstep: Class 15 contains 5260 members Mstep: Class 16 contains 3032 members Mstep: Class 17 contains 2887 members Mstep: Class 18 contains 9413 members Mstep: Class 19 contains 712 members Entering Unmasked Estep ConsiderDeletion Score: -55411620.000000 Penalty: 58095.562500 Iteration 47Q: 19 clusters Score -5.541162e+07 nChanged 3026 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 7108 members Mstep: Class 2 contains 115824 members Mstep: Class 3 contains 55834 members Mstep: Class 4 contains 64577 members Mstep: Class 5 contains 148766 members Mstep: Class 6 contains 3416 members Mstep: Class 7 contains 13051 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1194 members Mstep: Class 11 contains 3516 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 12379 members Mstep: Class 15 contains 5164 members Mstep: Class 16 contains 3037 members Mstep: Class 17 contains 2912 members Mstep: Class 18 contains 9031 members Mstep: Class 19 contains 695 members Entering Unmasked Estep ConsiderDeletion Score: -55412248.000000 Penalty: 58095.562500 Iteration 48Q: 19 clusters Score -5.541225e+07 nChanged 2638 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 7083 members Mstep: Class 2 contains 115694 members Mstep: Class 3 contains 55917 members Mstep: Class 4 contains 64532 members Mstep: Class 5 contains 149017 members Mstep: Class 6 contains 3637 members Mstep: Class 7 contains 13245 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1194 members Mstep: Class 11 contains 3516 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 12283 members Mstep: Class 15 contains 5082 members Mstep: Class 16 contains 3037 members Mstep: Class 17 contains 2939 members Mstep: Class 18 contains 8659 members Mstep: Class 19 contains 669 members Entering Unmasked Estep ConsiderDeletion Score: -55412736.000000 Penalty: 58095.562500 Iteration 49Q: 19 clusters Score -5.541274e+07 nChanged 2365 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 7065 members Mstep: Class 2 contains 115484 members Mstep: Class 3 contains 55993 members Mstep: Class 4 contains 64488 members Mstep: Class 5 contains 149381 members Mstep: Class 6 contains 3807 members Mstep: Class 7 contains 13409 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1194 members Mstep: Class 11 contains 3516 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 12205 members Mstep: Class 15 contains 4994 members Mstep: Class 16 contains 3046 members Mstep: Class 17 contains 2976 members Mstep: Class 18 contains 8311 members Mstep: Class 19 contains 635 members Entering Unmasked Estep ConsiderDeletion Score: -55413156.000000 Penalty: 58095.562500 Iteration 50Q: 19 clusters Score -5.541316e+07 nChanged 2072 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 7032 members Mstep: Class 2 contains 115224 members Mstep: Class 3 contains 56073 members Mstep: Class 4 contains 64452 members Mstep: Class 5 contains 149763 members Mstep: Class 6 contains 3964 members Mstep: Class 7 contains 13560 members Mstep: Class 8 contains 245 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1194 members Mstep: Class 11 contains 3516 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 12121 members Mstep: Class 15 contains 4910 members Mstep: Class 16 contains 3055 members Mstep: Class 17 contains 3009 members Mstep: Class 18 contains 8016 members Mstep: Class 19 contains 614 members Entering Unmasked Estep ConsiderDeletion Score: -55413752.000000 Penalty: 58095.562500 Iteration 51Q: 19 clusters Score -5.541375e+07 nChanged 1869 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 6997 members Mstep: Class 2 contains 114985 members Mstep: Class 3 contains 56153 members Mstep: Class 4 contains 64430 members Mstep: Class 5 contains 150135 members Mstep: Class 6 contains 4109 members Mstep: Class 7 contains 13684 members Mstep: Class 8 contains 245 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1195 members Mstep: Class 11 contains 3516 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 12043 members Mstep: Class 15 contains 4829 members Mstep: Class 16 contains 3060 members Mstep: Class 17 contains 3027 members Mstep: Class 18 contains 7728 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55414148.000000 Penalty: 58095.562500 Iteration 52Q: 19 clusters Score -5.541415e+07 nChanged 1688 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 6961 members Mstep: Class 2 contains 114732 members Mstep: Class 3 contains 56202 members Mstep: Class 4 contains 64418 members Mstep: Class 5 contains 150586 members Mstep: Class 6 contains 4221 members Mstep: Class 7 contains 13797 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1195 members Mstep: Class 11 contains 3514 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 11958 members Mstep: Class 15 contains 4773 members Mstep: Class 16 contains 3063 members Mstep: Class 17 contains 3037 members Mstep: Class 18 contains 7435 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55414392.000000 Penalty: 58095.562500 Iteration 53Q: 19 clusters Score -5.541439e+07 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 6927 members Mstep: Class 2 contains 114480 members Mstep: Class 3 contains 56236 members Mstep: Class 4 contains 64403 members Mstep: Class 5 contains 151015 members Mstep: Class 6 contains 4318 members Mstep: Class 7 contains 13890 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1195 members Mstep: Class 11 contains 3514 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 11912 members Mstep: Class 15 contains 4728 members Mstep: Class 16 contains 3069 members Mstep: Class 17 contains 3036 members Mstep: Class 18 contains 7169 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55414332.000000 Penalty: 58095.562500 Iteration 54Q: 19 clusters Score -5.541433e+07 nChanged 1267 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 6886 members Mstep: Class 2 contains 114173 members Mstep: Class 3 contains 56258 members Mstep: Class 4 contains 64388 members Mstep: Class 5 contains 151491 members Mstep: Class 6 contains 4406 members Mstep: Class 7 contains 13967 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1195 members Mstep: Class 11 contains 3513 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 11855 members Mstep: Class 15 contains 4687 members Mstep: Class 16 contains 3076 members Mstep: Class 17 contains 3033 members Mstep: Class 18 contains 6964 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55414364.000000 Penalty: 58095.562500 Iteration 55Q: 19 clusters Score -5.541436e+07 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 6845 members Mstep: Class 2 contains 113886 members Mstep: Class 3 contains 56293 members Mstep: Class 4 contains 64374 members Mstep: Class 5 contains 151990 members Mstep: Class 6 contains 4469 members Mstep: Class 7 contains 14031 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1195 members Mstep: Class 11 contains 3512 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 11809 members Mstep: Class 15 contains 4641 members Mstep: Class 16 contains 3076 members Mstep: Class 17 contains 3033 members Mstep: Class 18 contains 6738 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55414564.000000 Penalty: 58095.562500 Iteration 56Q: 19 clusters Score -5.541456e+07 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 6822 members Mstep: Class 2 contains 113579 members Mstep: Class 3 contains 56313 members Mstep: Class 4 contains 64360 members Mstep: Class 5 contains 152495 members Mstep: Class 6 contains 4534 members Mstep: Class 7 contains 14083 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1195 members Mstep: Class 11 contains 3510 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 11758 members Mstep: Class 15 contains 4604 members Mstep: Class 16 contains 3077 members Mstep: Class 17 contains 3037 members Mstep: Class 18 contains 6525 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55414736.000000 Penalty: 58095.562500 Iteration 57Q: 19 clusters Score -5.541474e+07 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 6788 members Mstep: Class 2 contains 113238 members Mstep: Class 3 contains 56328 members Mstep: Class 4 contains 64357 members Mstep: Class 5 contains 153005 members Mstep: Class 6 contains 4605 members Mstep: Class 7 contains 14135 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1196 members Mstep: Class 11 contains 3509 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 11696 members Mstep: Class 15 contains 4579 members Mstep: Class 16 contains 3080 members Mstep: Class 17 contains 3041 members Mstep: Class 18 contains 6335 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55414908.000000 Penalty: 58095.562500 Iteration 58Q: 19 clusters Score -5.541491e+07 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 6748 members Mstep: Class 2 contains 112917 members Mstep: Class 3 contains 56345 members Mstep: Class 4 contains 64356 members Mstep: Class 5 contains 153499 members Mstep: Class 6 contains 4699 members Mstep: Class 7 contains 14166 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1196 members Mstep: Class 11 contains 3509 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 11636 members Mstep: Class 15 contains 4543 members Mstep: Class 16 contains 3083 members Mstep: Class 17 contains 3044 members Mstep: Class 18 contains 6151 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55414932.000000 Penalty: 58095.562500 Iteration 59Q: 19 clusters Score -5.541493e+07 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 6713 members Mstep: Class 2 contains 112591 members Mstep: Class 3 contains 56356 members Mstep: Class 4 contains 64351 members Mstep: Class 5 contains 154014 members Mstep: Class 6 contains 4778 members Mstep: Class 7 contains 14193 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1196 members Mstep: Class 11 contains 3509 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 11574 members Mstep: Class 15 contains 4504 members Mstep: Class 16 contains 3087 members Mstep: Class 17 contains 3046 members Mstep: Class 18 contains 5980 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55415088.000000 Penalty: 58095.562500 Iteration 60F: 19 clusters Score -5.541509e+07 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 6666 members Mstep: Class 2 contains 112263 members Mstep: Class 3 contains 56356 members Mstep: Class 4 contains 64351 members Mstep: Class 5 contains 154554 members Mstep: Class 6 contains 4840 members Mstep: Class 7 contains 14213 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1196 members Mstep: Class 11 contains 3509 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 11527 members Mstep: Class 15 contains 4467 members Mstep: Class 16 contains 3090 members Mstep: Class 17 contains 3048 members Mstep: Class 18 contains 5812 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55415280.000000 Penalty: 58095.562500 Iteration 61Q: 19 clusters Score -5.541528e+07 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 6634 members Mstep: Class 2 contains 111894 members Mstep: Class 3 contains 56358 members Mstep: Class 4 contains 64348 members Mstep: Class 5 contains 155092 members Mstep: Class 6 contains 4910 members Mstep: Class 7 contains 14230 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1196 members Mstep: Class 11 contains 3511 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 11486 members Mstep: Class 15 contains 4440 members Mstep: Class 16 contains 3090 members Mstep: Class 17 contains 3049 members Mstep: Class 18 contains 5654 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55415376.000000 Penalty: 58095.562500 Iteration 62Q: 19 clusters Score -5.541538e+07 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 6609 members Mstep: Class 2 contains 111552 members Mstep: Class 3 contains 56366 members Mstep: Class 4 contains 64348 members Mstep: Class 5 contains 155592 members Mstep: Class 6 contains 4974 members Mstep: Class 7 contains 14243 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1196 members Mstep: Class 11 contains 3511 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 11446 members Mstep: Class 15 contains 4411 members Mstep: Class 16 contains 3089 members Mstep: Class 17 contains 3050 members Mstep: Class 18 contains 5505 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55415404.000000 Penalty: 58095.562500 Iteration 63Q: 19 clusters Score -5.54154e+07 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 6568 members Mstep: Class 2 contains 111208 members Mstep: Class 3 contains 56380 members Mstep: Class 4 contains 64349 members Mstep: Class 5 contains 156146 members Mstep: Class 6 contains 5024 members Mstep: Class 7 contains 14255 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1196 members Mstep: Class 11 contains 3511 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 11400 members Mstep: Class 15 contains 4374 members Mstep: Class 16 contains 3086 members Mstep: Class 17 contains 3049 members Mstep: Class 18 contains 5346 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55415576.000000 Penalty: 58095.562500 Iteration 64Q: 19 clusters Score -5.541558e+07 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 6504 members Mstep: Class 2 contains 110874 members Mstep: Class 3 contains 56396 members Mstep: Class 4 contains 64343 members Mstep: Class 5 contains 156721 members Mstep: Class 6 contains 5077 members Mstep: Class 7 contains 14271 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1196 members Mstep: Class 11 contains 3510 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 11345 members Mstep: Class 15 contains 4343 members Mstep: Class 16 contains 3088 members Mstep: Class 17 contains 3051 members Mstep: Class 18 contains 5173 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55415712.000000 Penalty: 58095.562500 Iteration 65Q: 19 clusters Score -5.541571e+07 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 6436 members Mstep: Class 2 contains 110535 members Mstep: Class 3 contains 56401 members Mstep: Class 4 contains 64347 members Mstep: Class 5 contains 157297 members Mstep: Class 6 contains 5124 members Mstep: Class 7 contains 14281 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1196 members Mstep: Class 11 contains 3510 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 11291 members Mstep: Class 15 contains 4314 members Mstep: Class 16 contains 3089 members Mstep: Class 17 contains 3053 members Mstep: Class 18 contains 5018 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55416020.000000 Penalty: 58095.562500 Iteration 66Q: 19 clusters Score -5.541602e+07 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 6364 members Mstep: Class 2 contains 110192 members Mstep: Class 3 contains 56404 members Mstep: Class 4 contains 64348 members Mstep: Class 5 contains 157858 members Mstep: Class 6 contains 5172 members Mstep: Class 7 contains 14289 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1196 members Mstep: Class 11 contains 3510 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 11257 members Mstep: Class 15 contains 4286 members Mstep: Class 16 contains 3091 members Mstep: Class 17 contains 3055 members Mstep: Class 18 contains 4870 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55416068.000000 Penalty: 58095.562500 Iteration 67Q: 19 clusters Score -5.541607e+07 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 109835 members Mstep: Class 3 contains 56423 members Mstep: Class 4 contains 64350 members Mstep: Class 5 contains 158404 members Mstep: Class 6 contains 5228 members Mstep: Class 7 contains 14302 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1196 members Mstep: Class 11 contains 3510 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 11217 members Mstep: Class 15 contains 4265 members Mstep: Class 16 contains 3092 members Mstep: Class 17 contains 3056 members Mstep: Class 18 contains 4731 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55416136.000000 Penalty: 58095.562500 Iteration 68Q: 19 clusters Score -5.541614e+07 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 6198 members Mstep: Class 2 contains 109452 members Mstep: Class 3 contains 56442 members Mstep: Class 4 contains 64351 members Mstep: Class 5 contains 159004 members Mstep: Class 6 contains 5281 members Mstep: Class 7 contains 14313 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1196 members Mstep: Class 11 contains 3510 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 11188 members Mstep: Class 15 contains 4250 members Mstep: Class 16 contains 3092 members Mstep: Class 17 contains 3061 members Mstep: Class 18 contains 4554 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55416284.000000 Penalty: 58095.562500 Iteration 69Q: 19 clusters Score -5.541628e+07 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 6102 members Mstep: Class 2 contains 109023 members Mstep: Class 3 contains 56461 members Mstep: Class 4 contains 64352 members Mstep: Class 5 contains 159631 members Mstep: Class 6 contains 5340 members Mstep: Class 7 contains 14320 members Mstep: Class 8 contains 244 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1197 members Mstep: Class 11 contains 3510 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 11164 members Mstep: Class 15 contains 4242 members Mstep: Class 16 contains 3091 members Mstep: Class 17 contains 3067 members Mstep: Class 18 contains 4392 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55416704.000000 Penalty: 58095.562500 Iteration 70Q: 19 clusters Score -5.54167e+07 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 5978 members Mstep: Class 2 contains 108592 members Mstep: Class 3 contains 56478 members Mstep: Class 4 contains 64358 members Mstep: Class 5 contains 160218 members Mstep: Class 6 contains 5416 members Mstep: Class 7 contains 14324 members Mstep: Class 8 contains 245 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1197 members Mstep: Class 11 contains 3509 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 11136 members Mstep: Class 15 contains 4234 members Mstep: Class 16 contains 3094 members Mstep: Class 17 contains 3071 members Mstep: Class 18 contains 4286 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55417020.000000 Penalty: 58095.562500 Iteration 71Q: 19 clusters Score -5.541702e+07 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 5866 members Mstep: Class 2 contains 108102 members Mstep: Class 3 contains 56477 members Mstep: Class 4 contains 64358 members Mstep: Class 5 contains 160755 members Mstep: Class 6 contains 5501 members Mstep: Class 7 contains 14325 members Mstep: Class 8 contains 245 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1197 members Mstep: Class 11 contains 3509 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 11111 members Mstep: Class 15 contains 4228 members Mstep: Class 16 contains 3097 members Mstep: Class 17 contains 3073 members Mstep: Class 18 contains 4292 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55417396.000000 Penalty: 58095.562500 Iteration 72Q: 19 clusters Score -5.54174e+07 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 5766 members Mstep: Class 2 contains 107612 members Mstep: Class 3 contains 56462 members Mstep: Class 4 contains 64359 members Mstep: Class 5 contains 161321 members Mstep: Class 6 contains 5574 members Mstep: Class 7 contains 14329 members Mstep: Class 8 contains 245 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1197 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 11085 members Mstep: Class 15 contains 4214 members Mstep: Class 16 contains 3093 members Mstep: Class 17 contains 3075 members Mstep: Class 18 contains 4296 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55417640.000000 Penalty: 58095.562500 Iteration 73Q: 19 clusters Score -5.541764e+07 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 5676 members Mstep: Class 2 contains 107162 members Mstep: Class 3 contains 56430 members Mstep: Class 4 contains 64363 members Mstep: Class 5 contains 161840 members Mstep: Class 6 contains 5639 members Mstep: Class 7 contains 14323 members Mstep: Class 8 contains 245 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1197 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 11057 members Mstep: Class 15 contains 4206 members Mstep: Class 16 contains 3093 members Mstep: Class 17 contains 3077 members Mstep: Class 18 contains 4320 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55417908.000000 Penalty: 58095.562500 Iteration 74Q: 19 clusters Score -5.541791e+07 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 5589 members Mstep: Class 2 contains 106721 members Mstep: Class 3 contains 56412 members Mstep: Class 4 contains 64363 members Mstep: Class 5 contains 162311 members Mstep: Class 6 contains 5708 members Mstep: Class 7 contains 14320 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1197 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 11033 members Mstep: Class 15 contains 4197 members Mstep: Class 16 contains 3094 members Mstep: Class 17 contains 3079 members Mstep: Class 18 contains 4358 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55418192.000000 Penalty: 58095.562500 Iteration 75Q: 19 clusters Score -5.541819e+07 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 5511 members Mstep: Class 2 contains 106312 members Mstep: Class 3 contains 56390 members Mstep: Class 4 contains 64371 members Mstep: Class 5 contains 162743 members Mstep: Class 6 contains 5776 members Mstep: Class 7 contains 14318 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1197 members Mstep: Class 11 contains 3507 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 11008 members Mstep: Class 15 contains 4190 members Mstep: Class 16 contains 3095 members Mstep: Class 17 contains 3083 members Mstep: Class 18 contains 4389 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55418568.000000 Penalty: 58095.562500 Iteration 76Q: 19 clusters Score -5.541857e+07 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 5493 members Mstep: Class 2 contains 105914 members Mstep: Class 3 contains 56360 members Mstep: Class 4 contains 64373 members Mstep: Class 5 contains 163116 members Mstep: Class 6 contains 5820 members Mstep: Class 7 contains 14316 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1197 members Mstep: Class 11 contains 3506 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10998 members Mstep: Class 15 contains 4185 members Mstep: Class 16 contains 3096 members Mstep: Class 17 contains 3090 members Mstep: Class 18 contains 4426 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55418936.000000 Penalty: 58095.562500 Iteration 77Q: 19 clusters Score -5.541894e+07 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 105532 members Mstep: Class 3 contains 56320 members Mstep: Class 4 contains 64375 members Mstep: Class 5 contains 163471 members Mstep: Class 6 contains 5867 members Mstep: Class 7 contains 14308 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 1157 members Mstep: Class 10 contains 1197 members Mstep: Class 11 contains 3507 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10977 members Mstep: Class 15 contains 4177 members Mstep: Class 16 contains 3096 members Mstep: Class 17 contains 3101 members Mstep: Class 18 contains 4465 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55419128.000000 Penalty: 58095.562500 Iteration 78Q: 19 clusters Score -5.541913e+07 nChanged 748 Entering ConstructFrom: Score: -55419128.000000 Penalty: 58095.562500 Entering ConstructFrom: Trying to split cluster 1 (5485 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5485 members Entering Unmasked Estep Score: -700006.125000 Penalty: 2135.223633 Iteration 0F: 2 clusters Score -700006.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -695121.187500 Penalty: 4270.447266 Iteration 0F: 3 clusters Score -695121.2 nChanged 2129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -696285.375000 Penalty: 4270.447266 Iteration 1F: 3 clusters Score -696285.4 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -696531.312500 Penalty: 4270.447266 Iteration 2F: 3 clusters Score -696531.3 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -696725.312500 Penalty: 4270.447266 Iteration 3F: 3 clusters Score -696725.3 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -696850.687500 Penalty: 4270.447266 Iteration 4Q: 3 clusters Score -696850.7 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -696933.750000 Penalty: 4270.447266 Iteration 5Q: 3 clusters Score -696933.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -696997.125000 Penalty: 4270.447266 Iteration 6Q: 3 clusters Score -696997.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -697041.500000 Penalty: 4270.447266 Iteration 7Q: 3 clusters Score -697041.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -697083.062500 Penalty: 4270.447266 Iteration 8Q: 3 clusters Score -697083.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -697113.000000 Penalty: 4270.447266 Iteration 9Q: 3 clusters Score -697113 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -697140.812500 Penalty: 4270.447266 Iteration 10Q: 3 clusters Score -697140.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -697167.125000 Penalty: 4270.447266 Iteration 11Q: 3 clusters Score -697167.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -697189.250000 Penalty: 4270.447266 Iteration 12Q: 3 clusters Score -697189.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -697203.812500 Penalty: 4270.447266 Iteration 13Q: 3 clusters Score -697203.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -697220.625000 Penalty: 4270.447266 Iteration 14Q: 3 clusters Score -697220.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -697230.687500 Penalty: 4270.447266 Iteration 15Q: 3 clusters Score -697230.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -697243.500000 Penalty: 4270.447266 Iteration 16Q: 3 clusters Score -697243.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -697256.812500 Penalty: 4270.447266 Iteration 17Q: 3 clusters Score -697256.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -697268.312500 Penalty: 4270.447266 Iteration 18Q: 3 clusters Score -697268.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -697279.125000 Penalty: 4270.447266 Iteration 19Q: 3 clusters Score -697279.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -697292.812500 Penalty: 4270.447266 Iteration 20F: 3 clusters Score -697292.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -697306.062500 Penalty: 4270.447266 Iteration 21Q: 3 clusters Score -697306.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -697314.687500 Penalty: 4270.447266 Iteration 22Q: 3 clusters Score -697314.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -697322.250000 Penalty: 4270.447266 Iteration 23Q: 3 clusters Score -697322.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -697331.937500 Penalty: 4270.447266 Iteration 24Q: 3 clusters Score -697331.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -697351.812500 Penalty: 4270.447266 Iteration 25Q: 3 clusters Score -697351.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -697366.125000 Penalty: 4270.447266 Iteration 26Q: 3 clusters Score -697366.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -697387.812500 Penalty: 4270.447266 Iteration 27Q: 3 clusters Score -697387.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -697409.375000 Penalty: 4270.447266 Iteration 28Q: 3 clusters Score -697409.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -697435.937500 Penalty: 4270.447266 Iteration 29Q: 3 clusters Score -697435.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -697466.062500 Penalty: 4270.447266 Iteration 30Q: 3 clusters Score -697466.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -697503.187500 Penalty: 4270.447266 Iteration 31Q: 3 clusters Score -697503.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -697536.125000 Penalty: 4270.447266 Iteration 32Q: 3 clusters Score -697536.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -697571.687500 Penalty: 4270.447266 Iteration 33Q: 3 clusters Score -697571.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -697618.187500 Penalty: 4270.447266 Iteration 34Q: 3 clusters Score -697618.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -697668.125000 Penalty: 4270.447266 Iteration 35Q: 3 clusters Score -697668.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -697718.125000 Penalty: 4270.447266 Iteration 36Q: 3 clusters Score -697718.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -697766.187500 Penalty: 4270.447266 Iteration 37Q: 3 clusters Score -697766.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -697805.250000 Penalty: 4270.447266 Iteration 38Q: 3 clusters Score -697805.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -697848.937500 Penalty: 4270.447266 Iteration 39Q: 3 clusters Score -697848.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -697884.437500 Penalty: 4270.447266 Iteration 40F: 3 clusters Score -697884.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -697912.000000 Penalty: 4270.447266 Iteration 41Q: 3 clusters Score -697912 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -697939.125000 Penalty: 4270.447266 Iteration 42Q: 3 clusters Score -697939.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -697967.187500 Penalty: 4270.447266 Iteration 43Q: 3 clusters Score -697967.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -697983.750000 Penalty: 4270.447266 Iteration 44Q: 3 clusters Score -697983.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -698003.625000 Penalty: 4270.447266 Iteration 45Q: 3 clusters Score -698003.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -698022.437500 Penalty: 4270.447266 Iteration 46Q: 3 clusters Score -698022.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 4956 members Entering Unmasked Estep Score: -698037.875000 Penalty: 4270.447266 Iteration 47Q: 3 clusters Score -698037.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 4968 members Entering Unmasked Estep Score: -698049.250000 Penalty: 4270.447266 Iteration 48Q: 3 clusters Score -698049.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -698062.687500 Penalty: 4270.447266 Iteration 49Q: 3 clusters Score -698062.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -698077.187500 Penalty: 4270.447266 Iteration 50Q: 3 clusters Score -698077.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 5016 members Entering Unmasked Estep Score: -698087.437500 Penalty: 4270.447266 Iteration 51Q: 3 clusters Score -698087.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 5025 members Entering Unmasked Estep Score: -698097.500000 Penalty: 4270.447266 Iteration 52Q: 3 clusters Score -698097.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -698103.437500 Penalty: 4270.447266 Iteration 53Q: 3 clusters Score -698103.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -698110.125000 Penalty: 4270.447266 Iteration 54Q: 3 clusters Score -698110.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -698115.625000 Penalty: 4270.447266 Iteration 55Q: 3 clusters Score -698115.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -698121.687500 Penalty: 4270.447266 Iteration 56Q: 3 clusters Score -698121.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -698127.250000 Penalty: 4270.447266 Iteration 57Q: 3 clusters Score -698127.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 5061 members Entering Unmasked Estep Score: -698132.250000 Penalty: 4270.447266 Iteration 58Q: 3 clusters Score -698132.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -698140.562500 Penalty: 4270.447266 Iteration 59Q: 3 clusters Score -698140.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -698149.312500 Penalty: 4270.447266 Iteration 60F: 3 clusters Score -698149.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 5082 members Entering Unmasked Estep Score: -698157.812500 Penalty: 4270.447266 Iteration 61Q: 3 clusters Score -698157.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -698161.937500 Penalty: 4270.447266 Iteration 62Q: 3 clusters Score -698161.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -698163.125000 Penalty: 4270.447266 Iteration 63Q: 3 clusters Score -698163.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 5090 members Entering Unmasked Estep Score: -698164.625000 Penalty: 4270.447266 Iteration 64Q: 3 clusters Score -698164.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 5091 members Entering Unmasked Estep Score: -698166.062500 Penalty: 4270.447266 Iteration 65Q: 3 clusters Score -698166.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -698168.750000 Penalty: 4270.447266 Iteration 66Q: 3 clusters Score -698168.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 5100 members Entering Unmasked Estep Score: -698175.750000 Penalty: 4270.447266 Iteration 67Q: 3 clusters Score -698175.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 5104 members Entering Unmasked Estep Score: -698180.187500 Penalty: 4270.447266 Iteration 68Q: 3 clusters Score -698180.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -698183.437500 Penalty: 4270.447266 Iteration 69Q: 3 clusters Score -698183.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 5111 members Entering Unmasked Estep Score: -698186.562500 Penalty: 4270.447266 Iteration 70Q: 3 clusters Score -698186.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 5114 members Entering Unmasked Estep Score: -698190.875000 Penalty: 4270.447266 Iteration 71Q: 3 clusters Score -698190.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -698192.812500 Penalty: 4270.447266 Iteration 72Q: 3 clusters Score -698192.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -698193.187500 Penalty: 4270.447266 Iteration 73Q: 3 clusters Score -698193.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 5119 members Entering Unmasked Estep Score: -698194.062500 Penalty: 4270.447266 Iteration 74Q: 3 clusters Score -698194.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 5119 members Entering Unmasked Estep Score: -698194.062500 Penalty: 4270.447266 Iteration 75F: 3 clusters Score -698194.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (105168 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105168 members Entering Unmasked Estep Score: -13166337.000000 Penalty: 2867.701904 Iteration 0F: 2 clusters Score -1.316634e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52620 members Mstep: Class 2 contains 52548 members Entering Unmasked Estep Score: -13096023.000000 Penalty: 5735.403809 Iteration 0F: 3 clusters Score -1.309602e+07 nChanged 49648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53304 members Mstep: Class 2 contains 51864 members Entering Unmasked Estep Score: -13124073.000000 Penalty: 5735.403809 Iteration 1F: 3 clusters Score -1.312407e+07 nChanged 2962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53796 members Mstep: Class 2 contains 51372 members Entering Unmasked Estep Score: -13124725.000000 Penalty: 5735.403809 Iteration 2Q: 3 clusters Score -1.312472e+07 nChanged 3058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54472 members Mstep: Class 2 contains 50696 members Entering Unmasked Estep Score: -13125432.000000 Penalty: 5735.403809 Iteration 3Q: 3 clusters Score -1.312543e+07 nChanged 3212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55556 members Mstep: Class 2 contains 49612 members Entering Unmasked Estep Score: -13126167.000000 Penalty: 5735.403809 Iteration 4Q: 3 clusters Score -1.312617e+07 nChanged 3545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57143 members Mstep: Class 2 contains 48025 members Entering Unmasked Estep Score: -13127299.000000 Penalty: 5735.403809 Iteration 5Q: 3 clusters Score -1.31273e+07 nChanged 4202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59539 members Mstep: Class 2 contains 45629 members Entering Unmasked Estep Score: -13128870.000000 Penalty: 5735.403809 Iteration 6Q: 3 clusters Score -1.312887e+07 nChanged 5028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62923 members Mstep: Class 2 contains 42245 members Entering Unmasked Estep Score: -13131013.000000 Penalty: 5735.403809 Iteration 7Q: 3 clusters Score -1.313101e+07 nChanged 6026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67577 members Mstep: Class 2 contains 37591 members Entering Unmasked Estep Score: -13133970.000000 Penalty: 5735.403809 Iteration 8F: 3 clusters Score -1.313397e+07 nChanged 6731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73228 members Mstep: Class 2 contains 31940 members Entering Unmasked Estep Score: -13138110.000000 Penalty: 5735.403809 Iteration 9F: 3 clusters Score -1.313811e+07 nChanged 6868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79388 members Mstep: Class 2 contains 25780 members Entering Unmasked Estep Score: -13142701.000000 Penalty: 5735.403809 Iteration 10F: 3 clusters Score -1.31427e+07 nChanged 6327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85307 members Mstep: Class 2 contains 19861 members Entering Unmasked Estep Score: -13147484.000000 Penalty: 5735.403809 Iteration 11F: 3 clusters Score -1.314748e+07 nChanged 5026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90067 members Mstep: Class 2 contains 15101 members Entering Unmasked Estep Score: -13152224.000000 Penalty: 5735.403809 Iteration 12Q: 3 clusters Score -1.315222e+07 nChanged 3578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93431 members Mstep: Class 2 contains 11737 members Entering Unmasked Estep Score: -13157578.000000 Penalty: 5735.403809 Iteration 13Q: 3 clusters Score -1.315758e+07 nChanged 2036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94963 members Mstep: Class 2 contains 10205 members Entering Unmasked Estep Score: -13161146.000000 Penalty: 5735.403809 Iteration 14Q: 3 clusters Score -1.316115e+07 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95733 members Mstep: Class 2 contains 9435 members Entering Unmasked Estep Score: -13162042.000000 Penalty: 5735.403809 Iteration 15Q: 3 clusters Score -1.316204e+07 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96445 members Mstep: Class 2 contains 8723 members Entering Unmasked Estep Score: -13162480.000000 Penalty: 5735.403809 Iteration 16Q: 3 clusters Score -1.316248e+07 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97065 members Mstep: Class 2 contains 8103 members Entering Unmasked Estep Score: -13162817.000000 Penalty: 5735.403809 Iteration 17Q: 3 clusters Score -1.316282e+07 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97574 members Mstep: Class 2 contains 7594 members Entering Unmasked Estep Score: -13162969.000000 Penalty: 5735.403809 Iteration 18Q: 3 clusters Score -1.316297e+07 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97990 members Mstep: Class 2 contains 7178 members Entering Unmasked Estep Score: -13163105.000000 Penalty: 5735.403809 Iteration 19Q: 3 clusters Score -1.31631e+07 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98339 members Mstep: Class 2 contains 6829 members Entering Unmasked Estep Score: -13163212.000000 Penalty: 5735.403809 Iteration 20F: 3 clusters Score -1.316321e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98630 members Mstep: Class 2 contains 6538 members Entering Unmasked Estep Score: -13163257.000000 Penalty: 5735.403809 Iteration 21Q: 3 clusters Score -1.316326e+07 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98879 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -13163292.000000 Penalty: 5735.403809 Iteration 22Q: 3 clusters Score -1.316329e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99068 members Mstep: Class 2 contains 6100 members Entering Unmasked Estep Score: -13163327.000000 Penalty: 5735.403809 Iteration 23Q: 3 clusters Score -1.316333e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99245 members Mstep: Class 2 contains 5923 members Entering Unmasked Estep Score: -13163372.000000 Penalty: 5735.403809 Iteration 24Q: 3 clusters Score -1.316337e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99372 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -13163395.000000 Penalty: 5735.403809 Iteration 25Q: 3 clusters Score -1.31634e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99502 members Mstep: Class 2 contains 5666 members Entering Unmasked Estep Score: -13163407.000000 Penalty: 5735.403809 Iteration 26Q: 3 clusters Score -1.316341e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99611 members Mstep: Class 2 contains 5557 members Entering Unmasked Estep Score: -13163410.000000 Penalty: 5735.403809 Iteration 27Q: 3 clusters Score -1.316341e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99716 members Mstep: Class 2 contains 5452 members Entering Unmasked Estep Score: -13163426.000000 Penalty: 5735.403809 Iteration 28Q: 3 clusters Score -1.316343e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99825 members Mstep: Class 2 contains 5343 members Entering Unmasked Estep Score: -13163466.000000 Penalty: 5735.403809 Iteration 29Q: 3 clusters Score -1.316347e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99920 members Mstep: Class 2 contains 5248 members Entering Unmasked Estep Score: -13163492.000000 Penalty: 5735.403809 Iteration 30Q: 3 clusters Score -1.316349e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100032 members Mstep: Class 2 contains 5136 members Entering Unmasked Estep Score: -13163496.000000 Penalty: 5735.403809 Iteration 31Q: 3 clusters Score -1.31635e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100137 members Mstep: Class 2 contains 5031 members Entering Unmasked Estep Score: -13163532.000000 Penalty: 5735.403809 Iteration 32Q: 3 clusters Score -1.316353e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100227 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -13163552.000000 Penalty: 5735.403809 Iteration 33Q: 3 clusters Score -1.316355e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100324 members Mstep: Class 2 contains 4844 members Entering Unmasked Estep Score: -13163573.000000 Penalty: 5735.403809 Iteration 34Q: 3 clusters Score -1.316357e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100417 members Mstep: Class 2 contains 4751 members Entering Unmasked Estep Score: -13163558.000000 Penalty: 5735.403809 Iteration 35Q: 3 clusters Score -1.316356e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100497 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -13163591.000000 Penalty: 5735.403809 Iteration 36Q: 3 clusters Score -1.316359e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100562 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -13163600.000000 Penalty: 5735.403809 Iteration 37Q: 3 clusters Score -1.31636e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100636 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -13163605.000000 Penalty: 5735.403809 Iteration 38Q: 3 clusters Score -1.31636e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100692 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -13163582.000000 Penalty: 5735.403809 Iteration 39Q: 3 clusters Score -1.316358e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100746 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -13163578.000000 Penalty: 5735.403809 Iteration 40F: 3 clusters Score -1.316358e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100797 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -13163586.000000 Penalty: 5735.403809 Iteration 41Q: 3 clusters Score -1.316359e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100843 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -13163586.000000 Penalty: 5735.403809 Iteration 42Q: 3 clusters Score -1.316359e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100890 members Mstep: Class 2 contains 4278 members Entering Unmasked Estep Score: -13163580.000000 Penalty: 5735.403809 Iteration 43Q: 3 clusters Score -1.316358e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100935 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -13163588.000000 Penalty: 5735.403809 Iteration 44Q: 3 clusters Score -1.316359e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100979 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -13163603.000000 Penalty: 5735.403809 Iteration 45Q: 3 clusters Score -1.31636e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101014 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -13163605.000000 Penalty: 5735.403809 Iteration 46Q: 3 clusters Score -1.31636e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101051 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -13163622.000000 Penalty: 5735.403809 Iteration 47Q: 3 clusters Score -1.316362e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101093 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -13163636.000000 Penalty: 5735.403809 Iteration 48Q: 3 clusters Score -1.316364e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101140 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -13163641.000000 Penalty: 5735.403809 Iteration 49Q: 3 clusters Score -1.316364e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101192 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -13163627.000000 Penalty: 5735.403809 Iteration 50Q: 3 clusters Score -1.316363e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101245 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -13163634.000000 Penalty: 5735.403809 Iteration 51Q: 3 clusters Score -1.316363e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101297 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -13163665.000000 Penalty: 5735.403809 Iteration 52Q: 3 clusters Score -1.316366e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101337 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -13163690.000000 Penalty: 5735.403809 Iteration 53Q: 3 clusters Score -1.316369e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101378 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -13163681.000000 Penalty: 5735.403809 Iteration 54Q: 3 clusters Score -1.316368e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101416 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -13163704.000000 Penalty: 5735.403809 Iteration 55Q: 3 clusters Score -1.31637e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101450 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -13163703.000000 Penalty: 5735.403809 Iteration 56Q: 3 clusters Score -1.31637e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101480 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -13163691.000000 Penalty: 5735.403809 Iteration 57Q: 3 clusters Score -1.316369e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101508 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -13163702.000000 Penalty: 5735.403809 Iteration 58Q: 3 clusters Score -1.31637e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101532 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -13163693.000000 Penalty: 5735.403809 Iteration 59Q: 3 clusters Score -1.316369e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101559 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -13163711.000000 Penalty: 5735.403809 Iteration 60F: 3 clusters Score -1.316371e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101585 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -13163711.000000 Penalty: 5735.403809 Iteration 61Q: 3 clusters Score -1.316371e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101608 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -13163724.000000 Penalty: 5735.403809 Iteration 62Q: 3 clusters Score -1.316372e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101622 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -13163730.000000 Penalty: 5735.403809 Iteration 63Q: 3 clusters Score -1.316373e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101638 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -13163714.000000 Penalty: 5735.403809 Iteration 64Q: 3 clusters Score -1.316371e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101649 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -13163710.000000 Penalty: 5735.403809 Iteration 65Q: 3 clusters Score -1.316371e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101656 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -13163716.000000 Penalty: 5735.403809 Iteration 66Q: 3 clusters Score -1.316372e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101663 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -13163717.000000 Penalty: 5735.403809 Iteration 67Q: 3 clusters Score -1.316372e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101672 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -13163716.000000 Penalty: 5735.403809 Iteration 68Q: 3 clusters Score -1.316372e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101680 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -13163723.000000 Penalty: 5735.403809 Iteration 69Q: 3 clusters Score -1.316372e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101684 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -13163718.000000 Penalty: 5735.403809 Iteration 70Q: 3 clusters Score -1.316372e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101689 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -13163726.000000 Penalty: 5735.403809 Iteration 71Q: 3 clusters Score -1.316373e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101693 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -13163733.000000 Penalty: 5735.403809 Iteration 72Q: 3 clusters Score -1.316373e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101699 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -13163730.000000 Penalty: 5735.403809 Iteration 73Q: 3 clusters Score -1.316373e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101700 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -13163740.000000 Penalty: 5735.403809 Iteration 74Q: 3 clusters Score -1.316374e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101701 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -13163740.000000 Penalty: 5735.403809 Iteration 75Q: 3 clusters Score -1.316374e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101701 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -13163740.000000 Penalty: 5735.403809 Iteration 76F: 3 clusters Score -1.316374e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (56301 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56301 members Entering Unmasked Estep Score: -7185081.500000 Penalty: 2712.739990 Iteration 0F: 2 clusters Score -7185082 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28143 members Mstep: Class 2 contains 28158 members Entering Unmasked Estep Score: -7147105.500000 Penalty: 5425.479980 Iteration 0F: 3 clusters Score -7147106 nChanged 26206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28065 members Mstep: Class 2 contains 28236 members Entering Unmasked Estep Score: -7161868.000000 Penalty: 5425.479980 Iteration 1F: 3 clusters Score -7161868 nChanged 2304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27915 members Mstep: Class 2 contains 28386 members Entering Unmasked Estep Score: -7162595.500000 Penalty: 5425.479980 Iteration 2Q: 3 clusters Score -7162596 nChanged 2202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27785 members Mstep: Class 2 contains 28516 members Entering Unmasked Estep Score: -7163391.000000 Penalty: 5425.479980 Iteration 3Q: 3 clusters Score -7163391 nChanged 2210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27803 members Mstep: Class 2 contains 28498 members Entering Unmasked Estep Score: -7164191.000000 Penalty: 5425.479980 Iteration 4Q: 3 clusters Score -7164191 nChanged 2154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28005 members Mstep: Class 2 contains 28296 members Entering Unmasked Estep Score: -7164891.000000 Penalty: 5425.479980 Iteration 5Q: 3 clusters Score -7164891 nChanged 2086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28445 members Mstep: Class 2 contains 27856 members Entering Unmasked Estep Score: -7165489.500000 Penalty: 5425.479980 Iteration 6Q: 3 clusters Score -7165490 nChanged 1992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29111 members Mstep: Class 2 contains 27190 members Entering Unmasked Estep Score: -7166093.000000 Penalty: 5425.479980 Iteration 7Q: 3 clusters Score -7166093 nChanged 2006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30099 members Mstep: Class 2 contains 26202 members Entering Unmasked Estep Score: -7166663.000000 Penalty: 5425.479980 Iteration 8Q: 3 clusters Score -7166663 nChanged 2176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31453 members Mstep: Class 2 contains 24848 members Entering Unmasked Estep Score: -7167490.500000 Penalty: 5425.479980 Iteration 9Q: 3 clusters Score -7167490 nChanged 2374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33157 members Mstep: Class 2 contains 23144 members Entering Unmasked Estep Score: -7168518.500000 Penalty: 5425.479980 Iteration 10Q: 3 clusters Score -7168518 nChanged 2720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35391 members Mstep: Class 2 contains 20910 members Entering Unmasked Estep Score: -7170084.500000 Penalty: 5425.479980 Iteration 11Q: 3 clusters Score -7170084 nChanged 3005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38006 members Mstep: Class 2 contains 18295 members Entering Unmasked Estep Score: -7172224.500000 Penalty: 5425.479980 Iteration 12F: 3 clusters Score -7172224 nChanged 3070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40702 members Mstep: Class 2 contains 15599 members Entering Unmasked Estep Score: -7174608.500000 Penalty: 5425.479980 Iteration 13F: 3 clusters Score -7174608 nChanged 2652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43052 members Mstep: Class 2 contains 13249 members Entering Unmasked Estep Score: -7176635.000000 Penalty: 5425.479980 Iteration 14Q: 3 clusters Score -7176635 nChanged 2083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45009 members Mstep: Class 2 contains 11292 members Entering Unmasked Estep Score: -7178063.500000 Penalty: 5425.479980 Iteration 15Q: 3 clusters Score -7178064 nChanged 1732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46721 members Mstep: Class 2 contains 9580 members Entering Unmasked Estep Score: -7179200.500000 Penalty: 5425.479980 Iteration 16Q: 3 clusters Score -7179200 nChanged 1585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48296 members Mstep: Class 2 contains 8005 members Entering Unmasked Estep Score: -7180272.000000 Penalty: 5425.479980 Iteration 17Q: 3 clusters Score -7180272 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49603 members Mstep: Class 2 contains 6698 members Entering Unmasked Estep Score: -7181145.500000 Penalty: 5425.479980 Iteration 18Q: 3 clusters Score -7181146 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50699 members Mstep: Class 2 contains 5602 members Entering Unmasked Estep Score: -7181862.000000 Penalty: 5425.479980 Iteration 19Q: 3 clusters Score -7181862 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51569 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -7182411.000000 Penalty: 5425.479980 Iteration 20F: 3 clusters Score -7182411 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52259 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -7182868.500000 Penalty: 5425.479980 Iteration 21Q: 3 clusters Score -7182868 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52801 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -7183244.500000 Penalty: 5425.479980 Iteration 22Q: 3 clusters Score -7183244 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53197 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -7183447.500000 Penalty: 5425.479980 Iteration 23Q: 3 clusters Score -7183448 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53497 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -7183557.000000 Penalty: 5425.479980 Iteration 24Q: 3 clusters Score -7183557 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53732 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -7183666.000000 Penalty: 5425.479980 Iteration 25Q: 3 clusters Score -7183666 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53889 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -7183720.500000 Penalty: 5425.479980 Iteration 26Q: 3 clusters Score -7183720 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54021 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -7183780.500000 Penalty: 5425.479980 Iteration 27Q: 3 clusters Score -7183780 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54123 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -7183832.500000 Penalty: 5425.479980 Iteration 28Q: 3 clusters Score -7183832 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54198 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -7183861.000000 Penalty: 5425.479980 Iteration 29Q: 3 clusters Score -7183861 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54263 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -7183878.500000 Penalty: 5425.479980 Iteration 30Q: 3 clusters Score -7183878 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54317 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -7183894.000000 Penalty: 5425.479980 Iteration 31Q: 3 clusters Score -7183894 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54361 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -7183881.500000 Penalty: 5425.479980 Iteration 32Q: 3 clusters Score -7183882 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54398 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -7183895.000000 Penalty: 5425.479980 Iteration 33Q: 3 clusters Score -7183895 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54432 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -7183917.500000 Penalty: 5425.479980 Iteration 34Q: 3 clusters Score -7183918 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54455 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -7183919.500000 Penalty: 5425.479980 Iteration 35Q: 3 clusters Score -7183920 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54467 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -7183918.000000 Penalty: 5425.479980 Iteration 36Q: 3 clusters Score -7183918 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54479 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -7183905.500000 Penalty: 5425.479980 Iteration 37Q: 3 clusters Score -7183906 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54491 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -7183919.000000 Penalty: 5425.479980 Iteration 38Q: 3 clusters Score -7183919 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54497 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -7183914.000000 Penalty: 5425.479980 Iteration 39Q: 3 clusters Score -7183914 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54502 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -7183927.500000 Penalty: 5425.479980 Iteration 40F: 3 clusters Score -7183928 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54508 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -7183924.000000 Penalty: 5425.479980 Iteration 41Q: 3 clusters Score -7183924 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54511 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -7183925.000000 Penalty: 5425.479980 Iteration 42Q: 3 clusters Score -7183925 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54515 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -7183919.500000 Penalty: 5425.479980 Iteration 43Q: 3 clusters Score -7183920 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54519 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -7183924.500000 Penalty: 5425.479980 Iteration 44Q: 3 clusters Score -7183924 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54523 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -7183923.000000 Penalty: 5425.479980 Iteration 45Q: 3 clusters Score -7183923 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54526 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -7183921.000000 Penalty: 5425.479980 Iteration 46Q: 3 clusters Score -7183921 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54528 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -7183920.000000 Penalty: 5425.479980 Iteration 47Q: 3 clusters Score -7183920 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54529 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -7183922.000000 Penalty: 5425.479980 Iteration 48Q: 3 clusters Score -7183922 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54529 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -7183922.000000 Penalty: 5425.479980 Iteration 49F: 3 clusters Score -7183922 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (64377 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64377 members Entering Unmasked Estep Score: -8100950.000000 Penalty: 2745.982910 Iteration 0F: 2 clusters Score -8100950 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32190 members Mstep: Class 2 contains 32187 members Entering Unmasked Estep Score: -8058083.500000 Penalty: 5491.965820 Iteration 0F: 3 clusters Score -8058084 nChanged 29908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32864 members Mstep: Class 2 contains 31513 members Entering Unmasked Estep Score: -8074371.000000 Penalty: 5491.965820 Iteration 1F: 3 clusters Score -8074371 nChanged 2342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33450 members Mstep: Class 2 contains 30927 members Entering Unmasked Estep Score: -8074940.000000 Penalty: 5491.965820 Iteration 2Q: 3 clusters Score -8074940 nChanged 2412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34380 members Mstep: Class 2 contains 29997 members Entering Unmasked Estep Score: -8075678.500000 Penalty: 5491.965820 Iteration 3Q: 3 clusters Score -8075678 nChanged 2619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35709 members Mstep: Class 2 contains 28668 members Entering Unmasked Estep Score: -8076625.000000 Penalty: 5491.965820 Iteration 4Q: 3 clusters Score -8076625 nChanged 3116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37683 members Mstep: Class 2 contains 26694 members Entering Unmasked Estep Score: -8078024.500000 Penalty: 5491.965820 Iteration 5Q: 3 clusters Score -8078024 nChanged 3779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40352 members Mstep: Class 2 contains 24025 members Entering Unmasked Estep Score: -8080344.000000 Penalty: 5491.965820 Iteration 6F: 3 clusters Score -8080344 nChanged 4465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43657 members Mstep: Class 2 contains 20720 members Entering Unmasked Estep Score: -8083588.000000 Penalty: 5491.965820 Iteration 7F: 3 clusters Score -8083588 nChanged 4823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47320 members Mstep: Class 2 contains 17057 members Entering Unmasked Estep Score: -8087498.500000 Penalty: 5491.965820 Iteration 8F: 3 clusters Score -8087498 nChanged 4343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50687 members Mstep: Class 2 contains 13690 members Entering Unmasked Estep Score: -8091096.500000 Penalty: 5491.965820 Iteration 9F: 3 clusters Score -8091096 nChanged 3325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53310 members Mstep: Class 2 contains 11067 members Entering Unmasked Estep Score: -8093924.500000 Penalty: 5491.965820 Iteration 10F: 3 clusters Score -8093924 nChanged 2327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55093 members Mstep: Class 2 contains 9284 members Entering Unmasked Estep Score: -8096262.000000 Penalty: 5491.965820 Iteration 11Q: 3 clusters Score -8096262 nChanged 1558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56177 members Mstep: Class 2 contains 8200 members Entering Unmasked Estep Score: -8097948.500000 Penalty: 5491.965820 Iteration 12Q: 3 clusters Score -8097948 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56815 members Mstep: Class 2 contains 7562 members Entering Unmasked Estep Score: -8098881.000000 Penalty: 5491.965820 Iteration 13Q: 3 clusters Score -8098881 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57236 members Mstep: Class 2 contains 7141 members Entering Unmasked Estep Score: -8099298.500000 Penalty: 5491.965820 Iteration 14Q: 3 clusters Score -8099298 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57529 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -8099528.500000 Penalty: 5491.965820 Iteration 15Q: 3 clusters Score -8099528 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57735 members Mstep: Class 2 contains 6642 members Entering Unmasked Estep Score: -8099598.000000 Penalty: 5491.965820 Iteration 16Q: 3 clusters Score -8099598 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57896 members Mstep: Class 2 contains 6481 members Entering Unmasked Estep Score: -8099665.000000 Penalty: 5491.965820 Iteration 17Q: 3 clusters Score -8099665 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58012 members Mstep: Class 2 contains 6365 members Entering Unmasked Estep Score: -8099702.500000 Penalty: 5491.965820 Iteration 18Q: 3 clusters Score -8099702 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58105 members Mstep: Class 2 contains 6272 members Entering Unmasked Estep Score: -8099706.500000 Penalty: 5491.965820 Iteration 19Q: 3 clusters Score -8099706 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58193 members Mstep: Class 2 contains 6184 members Entering Unmasked Estep Score: -8099721.500000 Penalty: 5491.965820 Iteration 20F: 3 clusters Score -8099722 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58269 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -8099719.500000 Penalty: 5491.965820 Iteration 21Q: 3 clusters Score -8099720 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58331 members Mstep: Class 2 contains 6046 members Entering Unmasked Estep Score: -8099743.500000 Penalty: 5491.965820 Iteration 22Q: 3 clusters Score -8099744 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58386 members Mstep: Class 2 contains 5991 members Entering Unmasked Estep Score: -8099747.000000 Penalty: 5491.965820 Iteration 23Q: 3 clusters Score -8099747 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58427 members Mstep: Class 2 contains 5950 members Entering Unmasked Estep Score: -8099747.500000 Penalty: 5491.965820 Iteration 24Q: 3 clusters Score -8099748 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58470 members Mstep: Class 2 contains 5907 members Entering Unmasked Estep Score: -8099737.500000 Penalty: 5491.965820 Iteration 25Q: 3 clusters Score -8099738 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58500 members Mstep: Class 2 contains 5877 members Entering Unmasked Estep Score: -8099760.500000 Penalty: 5491.965820 Iteration 26Q: 3 clusters Score -8099760 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58535 members Mstep: Class 2 contains 5842 members Entering Unmasked Estep Score: -8099769.000000 Penalty: 5491.965820 Iteration 27Q: 3 clusters Score -8099769 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58564 members Mstep: Class 2 contains 5813 members Entering Unmasked Estep Score: -8099772.500000 Penalty: 5491.965820 Iteration 28Q: 3 clusters Score -8099772 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58591 members Mstep: Class 2 contains 5786 members Entering Unmasked Estep Score: -8099766.500000 Penalty: 5491.965820 Iteration 29Q: 3 clusters Score -8099766 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58619 members Mstep: Class 2 contains 5758 members Entering Unmasked Estep Score: -8099777.500000 Penalty: 5491.965820 Iteration 30Q: 3 clusters Score -8099778 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58641 members Mstep: Class 2 contains 5736 members Entering Unmasked Estep Score: -8099777.000000 Penalty: 5491.965820 Iteration 31Q: 3 clusters Score -8099777 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58661 members Mstep: Class 2 contains 5716 members Entering Unmasked Estep Score: -8099784.000000 Penalty: 5491.965820 Iteration 32Q: 3 clusters Score -8099784 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58676 members Mstep: Class 2 contains 5701 members Entering Unmasked Estep Score: -8099790.500000 Penalty: 5491.965820 Iteration 33Q: 3 clusters Score -8099790 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58690 members Mstep: Class 2 contains 5687 members Entering Unmasked Estep Score: -8099790.500000 Penalty: 5491.965820 Iteration 34Q: 3 clusters Score -8099790 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58703 members Mstep: Class 2 contains 5674 members Entering Unmasked Estep Score: -8099792.500000 Penalty: 5491.965820 Iteration 35Q: 3 clusters Score -8099792 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58709 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -8099787.500000 Penalty: 5491.965820 Iteration 36Q: 3 clusters Score -8099788 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58713 members Mstep: Class 2 contains 5664 members Entering Unmasked Estep Score: -8099786.000000 Penalty: 5491.965820 Iteration 37Q: 3 clusters Score -8099786 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58717 members Mstep: Class 2 contains 5660 members Entering Unmasked Estep Score: -8099792.500000 Penalty: 5491.965820 Iteration 38Q: 3 clusters Score -8099792 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58720 members Mstep: Class 2 contains 5657 members Entering Unmasked Estep Score: -8099790.000000 Penalty: 5491.965820 Iteration 39Q: 3 clusters Score -8099790 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58724 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -8099793.000000 Penalty: 5491.965820 Iteration 40F: 3 clusters Score -8099793 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58728 members Mstep: Class 2 contains 5649 members Entering Unmasked Estep Score: -8099796.000000 Penalty: 5491.965820 Iteration 41Q: 3 clusters Score -8099796 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58730 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -8099792.000000 Penalty: 5491.965820 Iteration 42Q: 3 clusters Score -8099792 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58731 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -8099788.500000 Penalty: 5491.965820 Iteration 43Q: 3 clusters Score -8099788 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58733 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -8099790.000000 Penalty: 5491.965820 Iteration 44Q: 3 clusters Score -8099790 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58735 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -8099796.000000 Penalty: 5491.965820 Iteration 45Q: 3 clusters Score -8099796 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58737 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -8099796.000000 Penalty: 5491.965820 Iteration 46Q: 3 clusters Score -8099796 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58739 members Mstep: Class 2 contains 5638 members Entering Unmasked Estep Score: -8099796.000000 Penalty: 5491.965820 Iteration 47Q: 3 clusters Score -8099796 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58740 members Mstep: Class 2 contains 5637 members Entering Unmasked Estep Score: -8099796.000000 Penalty: 5491.965820 Iteration 48Q: 3 clusters Score -8099796 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58742 members Mstep: Class 2 contains 5635 members Entering Unmasked Estep Score: -8099789.500000 Penalty: 5491.965820 Iteration 49Q: 3 clusters Score -8099790 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58746 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -8099794.500000 Penalty: 5491.965820 Iteration 50Q: 3 clusters Score -8099794 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58749 members Mstep: Class 2 contains 5628 members Entering Unmasked Estep Score: -8099792.500000 Penalty: 5491.965820 Iteration 51Q: 3 clusters Score -8099792 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58750 members Mstep: Class 2 contains 5627 members Entering Unmasked Estep Score: -8099793.500000 Penalty: 5491.965820 Iteration 52Q: 3 clusters Score -8099794 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58750 members Mstep: Class 2 contains 5627 members Entering Unmasked Estep Score: -8099793.500000 Penalty: 5491.965820 Iteration 53F: 3 clusters Score -8099794 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (163800 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163800 members Entering Unmasked Estep Score: -20500718.000000 Penalty: 2977.587402 Iteration 0F: 2 clusters Score -2.050072e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81570 members Mstep: Class 2 contains 82230 members Entering Unmasked Estep Score: -20391530.000000 Penalty: 5955.174805 Iteration 0F: 3 clusters Score -2.039153e+07 nChanged 78454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75844 members Mstep: Class 2 contains 87956 members Entering Unmasked Estep Score: -20437804.000000 Penalty: 5955.174805 Iteration 1F: 3 clusters Score -2.04378e+07 nChanged 6685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72017 members Mstep: Class 2 contains 91783 members Entering Unmasked Estep Score: -20440220.000000 Penalty: 5955.174805 Iteration 2Q: 3 clusters Score -2.044022e+07 nChanged 8142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66329 members Mstep: Class 2 contains 97471 members Entering Unmasked Estep Score: -20444152.000000 Penalty: 5955.174805 Iteration 3Q: 3 clusters Score -2.044415e+07 nChanged 10133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58384 members Mstep: Class 2 contains 105416 members Entering Unmasked Estep Score: -20450488.000000 Penalty: 5955.174805 Iteration 4F: 3 clusters Score -2.045049e+07 nChanged 11980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48324 members Mstep: Class 2 contains 115476 members Entering Unmasked Estep Score: -20459680.000000 Penalty: 5955.174805 Iteration 5F: 3 clusters Score -2.045968e+07 nChanged 12426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37420 members Mstep: Class 2 contains 126380 members Entering Unmasked Estep Score: -20470322.000000 Penalty: 5955.174805 Iteration 6F: 3 clusters Score -2.047032e+07 nChanged 10887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27561 members Mstep: Class 2 contains 136239 members Entering Unmasked Estep Score: -20479964.000000 Penalty: 5955.174805 Iteration 7F: 3 clusters Score -2.047996e+07 nChanged 8193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20018 members Mstep: Class 2 contains 143782 members Entering Unmasked Estep Score: -20486942.000000 Penalty: 5955.174805 Iteration 8F: 3 clusters Score -2.048694e+07 nChanged 5668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14700 members Mstep: Class 2 contains 149100 members Entering Unmasked Estep Score: -20491534.000000 Penalty: 5955.174805 Iteration 9Q: 3 clusters Score -2.049153e+07 nChanged 3806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11086 members Mstep: Class 2 contains 152714 members Entering Unmasked Estep Score: -20494510.000000 Penalty: 5955.174805 Iteration 10Q: 3 clusters Score -2.049451e+07 nChanged 2497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8655 members Mstep: Class 2 contains 155145 members Entering Unmasked Estep Score: -20496306.000000 Penalty: 5955.174805 Iteration 11Q: 3 clusters Score -2.049631e+07 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6943 members Mstep: Class 2 contains 156857 members Entering Unmasked Estep Score: -20497392.000000 Penalty: 5955.174805 Iteration 12Q: 3 clusters Score -2.049739e+07 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5757 members Mstep: Class 2 contains 158043 members Entering Unmasked Estep Score: -20498124.000000 Penalty: 5955.174805 Iteration 13Q: 3 clusters Score -2.049812e+07 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 158826 members Entering Unmasked Estep Score: -20498642.000000 Penalty: 5955.174805 Iteration 14Q: 3 clusters Score -2.049864e+07 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 159403 members Entering Unmasked Estep Score: -20499056.000000 Penalty: 5955.174805 Iteration 15Q: 3 clusters Score -2.049906e+07 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 159781 members Entering Unmasked Estep Score: -20499200.000000 Penalty: 5955.174805 Iteration 16Q: 3 clusters Score -2.04992e+07 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 160053 members Entering Unmasked Estep Score: -20499298.000000 Penalty: 5955.174805 Iteration 17Q: 3 clusters Score -2.04993e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 160266 members Entering Unmasked Estep Score: -20499400.000000 Penalty: 5955.174805 Iteration 18Q: 3 clusters Score -2.04994e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 160440 members Entering Unmasked Estep Score: -20499494.000000 Penalty: 5955.174805 Iteration 19Q: 3 clusters Score -2.049949e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 160557 members Entering Unmasked Estep Score: -20499504.000000 Penalty: 5955.174805 Iteration 20F: 3 clusters Score -2.04995e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 160633 members Entering Unmasked Estep Score: -20499552.000000 Penalty: 5955.174805 Iteration 21Q: 3 clusters Score -2.049955e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 160698 members Entering Unmasked Estep Score: -20499574.000000 Penalty: 5955.174805 Iteration 22Q: 3 clusters Score -2.049957e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 160742 members Entering Unmasked Estep Score: -20499604.000000 Penalty: 5955.174805 Iteration 23Q: 3 clusters Score -2.04996e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 160785 members Entering Unmasked Estep Score: -20499628.000000 Penalty: 5955.174805 Iteration 24Q: 3 clusters Score -2.049963e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 160808 members Entering Unmasked Estep Score: -20499620.000000 Penalty: 5955.174805 Iteration 25Q: 3 clusters Score -2.049962e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 160838 members Entering Unmasked Estep Score: -20499600.000000 Penalty: 5955.174805 Iteration 26Q: 3 clusters Score -2.04996e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 160865 members Entering Unmasked Estep Score: -20499602.000000 Penalty: 5955.174805 Iteration 27Q: 3 clusters Score -2.04996e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 160896 members Entering Unmasked Estep Score: -20499610.000000 Penalty: 5955.174805 Iteration 28Q: 3 clusters Score -2.049961e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 160913 members Entering Unmasked Estep Score: -20499626.000000 Penalty: 5955.174805 Iteration 29Q: 3 clusters Score -2.049963e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 160928 members Entering Unmasked Estep Score: -20499624.000000 Penalty: 5955.174805 Iteration 30Q: 3 clusters Score -2.049962e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 160942 members Entering Unmasked Estep Score: -20499630.000000 Penalty: 5955.174805 Iteration 31Q: 3 clusters Score -2.049963e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 160950 members Entering Unmasked Estep Score: -20499612.000000 Penalty: 5955.174805 Iteration 32Q: 3 clusters Score -2.049961e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 160959 members Entering Unmasked Estep Score: -20499630.000000 Penalty: 5955.174805 Iteration 33Q: 3 clusters Score -2.049963e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 160968 members Entering Unmasked Estep Score: -20499630.000000 Penalty: 5955.174805 Iteration 34Q: 3 clusters Score -2.049963e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 160979 members Entering Unmasked Estep Score: -20499626.000000 Penalty: 5955.174805 Iteration 35Q: 3 clusters Score -2.049963e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 160991 members Entering Unmasked Estep Score: -20499620.000000 Penalty: 5955.174805 Iteration 36Q: 3 clusters Score -2.049962e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 161004 members Entering Unmasked Estep Score: -20499634.000000 Penalty: 5955.174805 Iteration 37Q: 3 clusters Score -2.049963e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 161014 members Entering Unmasked Estep Score: -20499626.000000 Penalty: 5955.174805 Iteration 38Q: 3 clusters Score -2.049963e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 161025 members Entering Unmasked Estep Score: -20499646.000000 Penalty: 5955.174805 Iteration 39Q: 3 clusters Score -2.049965e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 161030 members Entering Unmasked Estep Score: -20499650.000000 Penalty: 5955.174805 Iteration 40F: 3 clusters Score -2.049965e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 161031 members Entering Unmasked Estep Score: -20499648.000000 Penalty: 5955.174805 Iteration 41Q: 3 clusters Score -2.049965e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 161031 members Entering Unmasked Estep Score: -20499648.000000 Penalty: 5955.174805 Iteration 42F: 3 clusters Score -2.049965e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (5907 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Entering Unmasked Estep Score: -756273.625000 Penalty: 2153.605469 Iteration 0F: 2 clusters Score -756273.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -751228.812500 Penalty: 4307.210938 Iteration 0F: 3 clusters Score -751228.8 nChanged 2283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -752435.812500 Penalty: 4307.210938 Iteration 1F: 3 clusters Score -752435.8 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -752648.375000 Penalty: 4307.210938 Iteration 2F: 3 clusters Score -752648.4 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -752787.750000 Penalty: 4307.210938 Iteration 3Q: 3 clusters Score -752787.8 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -752881.062500 Penalty: 4307.210938 Iteration 4Q: 3 clusters Score -752881.1 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -752950.125000 Penalty: 4307.210938 Iteration 5Q: 3 clusters Score -752950.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -753010.437500 Penalty: 4307.210938 Iteration 6Q: 3 clusters Score -753010.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -753065.812500 Penalty: 4307.210938 Iteration 7Q: 3 clusters Score -753065.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -753117.125000 Penalty: 4307.210938 Iteration 8Q: 3 clusters Score -753117.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -753161.000000 Penalty: 4307.210938 Iteration 9Q: 3 clusters Score -753161 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -753207.250000 Penalty: 4307.210938 Iteration 10Q: 3 clusters Score -753207.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -753264.187500 Penalty: 4307.210938 Iteration 11Q: 3 clusters Score -753264.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -753309.125000 Penalty: 4307.210938 Iteration 12Q: 3 clusters Score -753309.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -753348.125000 Penalty: 4307.210938 Iteration 13Q: 3 clusters Score -753348.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -753388.125000 Penalty: 4307.210938 Iteration 14Q: 3 clusters Score -753388.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -753433.312500 Penalty: 4307.210938 Iteration 15Q: 3 clusters Score -753433.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -753492.937500 Penalty: 4307.210938 Iteration 16Q: 3 clusters Score -753492.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -753562.187500 Penalty: 4307.210938 Iteration 17Q: 3 clusters Score -753562.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -753628.437500 Penalty: 4307.210938 Iteration 18Q: 3 clusters Score -753628.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -753698.437500 Penalty: 4307.210938 Iteration 19Q: 3 clusters Score -753698.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -753766.812500 Penalty: 4307.210938 Iteration 20F: 3 clusters Score -753766.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -753830.000000 Penalty: 4307.210938 Iteration 21Q: 3 clusters Score -753830 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -753897.687500 Penalty: 4307.210938 Iteration 22Q: 3 clusters Score -753897.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -753963.937500 Penalty: 4307.210938 Iteration 23Q: 3 clusters Score -753963.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -754039.812500 Penalty: 4307.210938 Iteration 24Q: 3 clusters Score -754039.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -754121.062500 Penalty: 4307.210938 Iteration 25Q: 3 clusters Score -754121.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -754174.125000 Penalty: 4307.210938 Iteration 26Q: 3 clusters Score -754174.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -754219.312500 Penalty: 4307.210938 Iteration 27Q: 3 clusters Score -754219.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -754266.812500 Penalty: 4307.210938 Iteration 28Q: 3 clusters Score -754266.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -754315.250000 Penalty: 4307.210938 Iteration 29Q: 3 clusters Score -754315.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4690 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -754361.312500 Penalty: 4307.210938 Iteration 30Q: 3 clusters Score -754361.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -754420.187500 Penalty: 4307.210938 Iteration 31Q: 3 clusters Score -754420.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -754472.000000 Penalty: 4307.210938 Iteration 32Q: 3 clusters Score -754472 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -754519.625000 Penalty: 4307.210938 Iteration 33Q: 3 clusters Score -754519.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -754556.250000 Penalty: 4307.210938 Iteration 34Q: 3 clusters Score -754556.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5052 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -754591.750000 Penalty: 4307.210938 Iteration 35Q: 3 clusters Score -754591.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -754620.687500 Penalty: 4307.210938 Iteration 36Q: 3 clusters Score -754620.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5143 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -754649.000000 Penalty: 4307.210938 Iteration 37Q: 3 clusters Score -754649 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -754676.250000 Penalty: 4307.210938 Iteration 38Q: 3 clusters Score -754676.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5212 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -754695.437500 Penalty: 4307.210938 Iteration 39Q: 3 clusters Score -754695.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -754720.062500 Penalty: 4307.210938 Iteration 40F: 3 clusters Score -754720.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5275 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -754739.625000 Penalty: 4307.210938 Iteration 41Q: 3 clusters Score -754739.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5294 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -754755.812500 Penalty: 4307.210938 Iteration 42Q: 3 clusters Score -754755.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5317 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -754768.250000 Penalty: 4307.210938 Iteration 43Q: 3 clusters Score -754768.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -754773.812500 Penalty: 4307.210938 Iteration 44Q: 3 clusters Score -754773.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -754780.875000 Penalty: 4307.210938 Iteration 45Q: 3 clusters Score -754780.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -754787.000000 Penalty: 4307.210938 Iteration 46Q: 3 clusters Score -754787 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -754789.437500 Penalty: 4307.210938 Iteration 47Q: 3 clusters Score -754789.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -754790.812500 Penalty: 4307.210938 Iteration 48Q: 3 clusters Score -754790.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5357 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -754792.750000 Penalty: 4307.210938 Iteration 49Q: 3 clusters Score -754792.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -754794.687500 Penalty: 4307.210938 Iteration 50Q: 3 clusters Score -754794.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -754795.750000 Penalty: 4307.210938 Iteration 51Q: 3 clusters Score -754795.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5364 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -754798.250000 Penalty: 4307.210938 Iteration 52Q: 3 clusters Score -754798.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5365 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -754798.187500 Penalty: 4307.210938 Iteration 53Q: 3 clusters Score -754798.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5366 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -754800.250000 Penalty: 4307.210938 Iteration 54Q: 3 clusters Score -754800.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5366 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -754800.250000 Penalty: 4307.210938 Iteration 55F: 3 clusters Score -754800.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (14303 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14303 members Entering Unmasked Estep Score: -1747666.500000 Penalty: 2372.919678 Iteration 0F: 2 clusters Score -1747666 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7063 members Mstep: Class 2 contains 7240 members Entering Unmasked Estep Score: -1737257.125000 Penalty: 4745.839355 Iteration 0F: 3 clusters Score -1737257 nChanged 6196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6751 members Mstep: Class 2 contains 7552 members Entering Unmasked Estep Score: -1740645.375000 Penalty: 4745.839355 Iteration 1F: 3 clusters Score -1740645 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6699 members Mstep: Class 2 contains 7604 members Entering Unmasked Estep Score: -1741349.250000 Penalty: 4745.839355 Iteration 2F: 3 clusters Score -1741349 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6775 members Mstep: Class 2 contains 7528 members Entering Unmasked Estep Score: -1742153.375000 Penalty: 4745.839355 Iteration 3F: 3 clusters Score -1742153 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6994 members Mstep: Class 2 contains 7309 members Entering Unmasked Estep Score: -1743085.875000 Penalty: 4745.839355 Iteration 4F: 3 clusters Score -1743086 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7451 members Mstep: Class 2 contains 6852 members Entering Unmasked Estep Score: -1744068.125000 Penalty: 4745.839355 Iteration 5F: 3 clusters Score -1744068 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8086 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -1744991.250000 Penalty: 4745.839355 Iteration 6F: 3 clusters Score -1744991 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8694 members Mstep: Class 2 contains 5609 members Entering Unmasked Estep Score: -1745687.250000 Penalty: 4745.839355 Iteration 7F: 3 clusters Score -1745687 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9204 members Mstep: Class 2 contains 5099 members Entering Unmasked Estep Score: -1746137.000000 Penalty: 4745.839355 Iteration 8F: 3 clusters Score -1746137 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9537 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -1746349.875000 Penalty: 4745.839355 Iteration 9Q: 3 clusters Score -1746350 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9753 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -1746452.875000 Penalty: 4745.839355 Iteration 10Q: 3 clusters Score -1746453 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9904 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -1746511.625000 Penalty: 4745.839355 Iteration 11Q: 3 clusters Score -1746512 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10018 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -1746551.000000 Penalty: 4745.839355 Iteration 12Q: 3 clusters Score -1746551 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10107 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -1746580.500000 Penalty: 4745.839355 Iteration 13Q: 3 clusters Score -1746580 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10200 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -1746603.250000 Penalty: 4745.839355 Iteration 14Q: 3 clusters Score -1746603 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10279 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -1746623.500000 Penalty: 4745.839355 Iteration 15Q: 3 clusters Score -1746624 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10362 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -1746641.750000 Penalty: 4745.839355 Iteration 16Q: 3 clusters Score -1746642 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10431 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -1746651.625000 Penalty: 4745.839355 Iteration 17Q: 3 clusters Score -1746652 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10501 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -1746665.000000 Penalty: 4745.839355 Iteration 18Q: 3 clusters Score -1746665 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10555 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -1746674.000000 Penalty: 4745.839355 Iteration 19Q: 3 clusters Score -1746674 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10610 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -1746685.000000 Penalty: 4745.839355 Iteration 20F: 3 clusters Score -1746685 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10661 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -1746695.125000 Penalty: 4745.839355 Iteration 21Q: 3 clusters Score -1746695 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10709 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -1746706.375000 Penalty: 4745.839355 Iteration 22Q: 3 clusters Score -1746706 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10763 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -1746721.875000 Penalty: 4745.839355 Iteration 23Q: 3 clusters Score -1746722 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10803 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -1746729.625000 Penalty: 4745.839355 Iteration 24Q: 3 clusters Score -1746730 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10848 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -1746740.250000 Penalty: 4745.839355 Iteration 25Q: 3 clusters Score -1746740 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10904 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -1746752.375000 Penalty: 4745.839355 Iteration 26Q: 3 clusters Score -1746752 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10967 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -1746763.750000 Penalty: 4745.839355 Iteration 27Q: 3 clusters Score -1746764 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11021 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -1746775.625000 Penalty: 4745.839355 Iteration 28Q: 3 clusters Score -1746776 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11076 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -1746787.875000 Penalty: 4745.839355 Iteration 29Q: 3 clusters Score -1746788 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11126 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -1746798.000000 Penalty: 4745.839355 Iteration 30Q: 3 clusters Score -1746798 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11171 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -1746807.875000 Penalty: 4745.839355 Iteration 31Q: 3 clusters Score -1746808 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11214 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -1746822.000000 Penalty: 4745.839355 Iteration 32Q: 3 clusters Score -1746822 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11254 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -1746821.750000 Penalty: 4745.839355 Iteration 33Q: 3 clusters Score -1746822 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11303 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -1746829.500000 Penalty: 4745.839355 Iteration 34Q: 3 clusters Score -1746830 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11362 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -1746845.375000 Penalty: 4745.839355 Iteration 35Q: 3 clusters Score -1746845 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11422 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -1746858.000000 Penalty: 4745.839355 Iteration 36Q: 3 clusters Score -1746858 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11464 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -1746859.250000 Penalty: 4745.839355 Iteration 37Q: 3 clusters Score -1746859 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11503 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -1746868.750000 Penalty: 4745.839355 Iteration 38Q: 3 clusters Score -1746869 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11554 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -1746878.125000 Penalty: 4745.839355 Iteration 39Q: 3 clusters Score -1746878 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11589 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -1746885.500000 Penalty: 4745.839355 Iteration 40F: 3 clusters Score -1746886 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11623 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -1746894.375000 Penalty: 4745.839355 Iteration 41Q: 3 clusters Score -1746894 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11652 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -1746900.625000 Penalty: 4745.839355 Iteration 42Q: 3 clusters Score -1746901 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11680 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -1746914.625000 Penalty: 4745.839355 Iteration 43Q: 3 clusters Score -1746915 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11707 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -1746918.875000 Penalty: 4745.839355 Iteration 44Q: 3 clusters Score -1746919 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11735 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -1746926.750000 Penalty: 4745.839355 Iteration 45Q: 3 clusters Score -1746927 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11756 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -1746929.250000 Penalty: 4745.839355 Iteration 46Q: 3 clusters Score -1746929 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11772 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -1746930.000000 Penalty: 4745.839355 Iteration 47Q: 3 clusters Score -1746930 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11782 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -1746929.375000 Penalty: 4745.839355 Iteration 48Q: 3 clusters Score -1746929 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11792 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -1746932.375000 Penalty: 4745.839355 Iteration 49Q: 3 clusters Score -1746932 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11807 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -1746936.125000 Penalty: 4745.839355 Iteration 50Q: 3 clusters Score -1746936 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11824 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -1746937.875000 Penalty: 4745.839355 Iteration 51Q: 3 clusters Score -1746938 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11837 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -1746939.250000 Penalty: 4745.839355 Iteration 52Q: 3 clusters Score -1746939 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11845 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -1746940.500000 Penalty: 4745.839355 Iteration 53Q: 3 clusters Score -1746940 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11850 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -1746939.500000 Penalty: 4745.839355 Iteration 54Q: 3 clusters Score -1746940 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11853 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -1746943.250000 Penalty: 4745.839355 Iteration 55Q: 3 clusters Score -1746943 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11856 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -1746941.375000 Penalty: 4745.839355 Iteration 56Q: 3 clusters Score -1746941 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11861 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -1746937.500000 Penalty: 4745.839355 Iteration 57Q: 3 clusters Score -1746938 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11866 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -1746941.000000 Penalty: 4745.839355 Iteration 58Q: 3 clusters Score -1746941 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11871 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -1746936.625000 Penalty: 4745.839355 Iteration 59Q: 3 clusters Score -1746937 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11876 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -1746938.875000 Penalty: 4745.839355 Iteration 60F: 3 clusters Score -1746939 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11882 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -1746943.750000 Penalty: 4745.839355 Iteration 61Q: 3 clusters Score -1746944 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11892 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -1746947.500000 Penalty: 4745.839355 Iteration 62Q: 3 clusters Score -1746948 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11902 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -1746950.500000 Penalty: 4745.839355 Iteration 63Q: 3 clusters Score -1746950 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11916 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -1746951.625000 Penalty: 4745.839355 Iteration 64Q: 3 clusters Score -1746952 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11931 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -1746955.875000 Penalty: 4745.839355 Iteration 65Q: 3 clusters Score -1746956 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11943 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -1746954.000000 Penalty: 4745.839355 Iteration 66Q: 3 clusters Score -1746954 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11956 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -1746953.500000 Penalty: 4745.839355 Iteration 67Q: 3 clusters Score -1746954 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11968 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -1746957.375000 Penalty: 4745.839355 Iteration 68Q: 3 clusters Score -1746957 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11982 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -1746960.250000 Penalty: 4745.839355 Iteration 69Q: 3 clusters Score -1746960 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11996 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -1746959.500000 Penalty: 4745.839355 Iteration 70Q: 3 clusters Score -1746960 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12005 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -1746958.125000 Penalty: 4745.839355 Iteration 71Q: 3 clusters Score -1746958 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12018 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -1746956.875000 Penalty: 4745.839355 Iteration 72Q: 3 clusters Score -1746957 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12029 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -1746960.250000 Penalty: 4745.839355 Iteration 73Q: 3 clusters Score -1746960 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12040 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -1746962.000000 Penalty: 4745.839355 Iteration 74Q: 3 clusters Score -1746962 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12051 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -1746966.625000 Penalty: 4745.839355 Iteration 75Q: 3 clusters Score -1746967 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12055 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -1746968.125000 Penalty: 4745.839355 Iteration 76Q: 3 clusters Score -1746968 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12060 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -1746966.625000 Penalty: 4745.839355 Iteration 77Q: 3 clusters Score -1746967 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12064 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -1746967.875000 Penalty: 4745.839355 Iteration 78Q: 3 clusters Score -1746968 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12069 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -1746964.875000 Penalty: 4745.839355 Iteration 79Q: 3 clusters Score -1746965 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12075 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -1746973.000000 Penalty: 4745.839355 Iteration 80F: 3 clusters Score -1746973 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12079 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -1746973.000000 Penalty: 4745.839355 Iteration 81Q: 3 clusters Score -1746973 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12084 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -1746970.750000 Penalty: 4745.839355 Iteration 82Q: 3 clusters Score -1746971 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12090 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -1746973.000000 Penalty: 4745.839355 Iteration 83Q: 3 clusters Score -1746973 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12097 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -1746978.125000 Penalty: 4745.839355 Iteration 84Q: 3 clusters Score -1746978 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12104 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -1746977.750000 Penalty: 4745.839355 Iteration 85Q: 3 clusters Score -1746978 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12108 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -1746981.000000 Penalty: 4745.839355 Iteration 86Q: 3 clusters Score -1746981 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12109 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -1746980.500000 Penalty: 4745.839355 Iteration 87Q: 3 clusters Score -1746980 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12110 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -1746979.750000 Penalty: 4745.839355 Iteration 88Q: 3 clusters Score -1746980 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12110 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -1746979.750000 Penalty: 4745.839355 Iteration 89F: 3 clusters Score -1746980 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (246 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Entering Unmasked Estep Score: -27550.599609 Penalty: 1365.322266 Iteration 0F: 2 clusters Score -27550.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -26340.304688 Penalty: 2730.644531 Iteration 0F: 3 clusters Score -26340.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -26433.923828 Penalty: 2730.644531 Iteration 1F: 3 clusters Score -26433.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -26442.664062 Penalty: 2730.644531 Iteration 2Q: 3 clusters Score -26442.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -26442.664062 Penalty: 2730.644531 Iteration 3F: 3 clusters Score -26442.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1157 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Entering Unmasked Estep Score: -117322.265625 Penalty: 1749.289185 Iteration 0F: 2 clusters Score -117322.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -115432.437500 Penalty: 3498.578369 Iteration 0F: 3 clusters Score -115432.4 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -116179.617188 Penalty: 3498.578369 Iteration 1F: 3 clusters Score -116179.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -116980.632812 Penalty: 3498.578369 Iteration 2F: 3 clusters Score -116980.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -117868.812500 Penalty: 3498.578369 Iteration 3F: 3 clusters Score -117868.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -118277.046875 Penalty: 3498.578369 Iteration 4F: 3 clusters Score -118277 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -118492.320312 Penalty: 3498.578369 Iteration 5Q: 3 clusters Score -118492.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -118712.601562 Penalty: 3498.578369 Iteration 6Q: 3 clusters Score -118712.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -119002.960938 Penalty: 3498.578369 Iteration 7Q: 3 clusters Score -119003 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -119241.414062 Penalty: 3498.578369 Iteration 8Q: 3 clusters Score -119241.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -119276.929688 Penalty: 3498.578369 Iteration 9Q: 3 clusters Score -119276.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -119321.242188 Penalty: 3498.578369 Iteration 10Q: 3 clusters Score -119321.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -119419.054688 Penalty: 3498.578369 Iteration 11Q: 3 clusters Score -119419.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -119511.562500 Penalty: 3498.578369 Iteration 12Q: 3 clusters Score -119511.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -119633.218750 Penalty: 3498.578369 Iteration 13Q: 3 clusters Score -119633.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -119633.218750 Penalty: 3498.578369 Iteration 14F: 3 clusters Score -119633.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 105168 members Mstep: Class 3 contains 56301 members Mstep: Class 4 contains 64377 members Mstep: Class 5 contains 163800 members Mstep: Class 6 contains 5907 members Mstep: Class 7 contains 14303 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 1197 members Mstep: Class 11 contains 3507 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10957 members Mstep: Class 14 contains 257 members Mstep: Class 15 contains 4177 members Mstep: Class 16 contains 3097 members Mstep: Class 17 contains 3114 members Mstep: Class 18 contains 4500 members Mstep: Class 19 contains 612 members Entering Unmasked Estep Score: -55419888.000000 Penalty: 61323.093750 Splitting cluster 9 changes total score from -55419128.000000 to -55419888.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 10 (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: -120072.390625 Penalty: 1757.718262 Iteration 0F: 2 clusters Score -120072.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -118171.695312 Penalty: 3515.436523 Iteration 0F: 3 clusters Score -118171.7 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -119222.304688 Penalty: 3515.436523 Iteration 1F: 3 clusters Score -119222.3 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -120133.320312 Penalty: 3515.436523 Iteration 2F: 3 clusters Score -120133.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -120794.921875 Penalty: 3515.436523 Iteration 3F: 3 clusters Score -120794.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -121459.664062 Penalty: 3515.436523 Iteration 4F: 3 clusters Score -121459.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -121931.695312 Penalty: 3515.436523 Iteration 5Q: 3 clusters Score -121931.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -122021.625000 Penalty: 3515.436523 Iteration 6Q: 3 clusters Score -122021.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -122110.875000 Penalty: 3515.436523 Iteration 7Q: 3 clusters Score -122110.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -122166.781250 Penalty: 3515.436523 Iteration 8Q: 3 clusters Score -122166.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -122231.523438 Penalty: 3515.436523 Iteration 9Q: 3 clusters Score -122231.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -122336.789062 Penalty: 3515.436523 Iteration 10Q: 3 clusters Score -122336.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -122466.234375 Penalty: 3515.436523 Iteration 11Q: 3 clusters Score -122466.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -122487.390625 Penalty: 3515.436523 Iteration 12Q: 3 clusters Score -122487.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -122487.992188 Penalty: 3515.436523 Iteration 13Q: 3 clusters Score -122488 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -122511.062500 Penalty: 3515.436523 Iteration 14F: 3 clusters Score -122511.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -122544.195312 Penalty: 3515.436523 Iteration 15Q: 3 clusters Score -122544.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -122550.351562 Penalty: 3515.436523 Iteration 16Q: 3 clusters Score -122550.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -122551.421875 Penalty: 3515.436523 Iteration 17Q: 3 clusters Score -122551.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -122552.250000 Penalty: 3515.436523 Iteration 18Q: 3 clusters Score -122552.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -122552.695312 Penalty: 3515.436523 Iteration 19Q: 3 clusters Score -122552.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -122552.695312 Penalty: 3515.436523 Iteration 20F: 3 clusters Score -122552.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 105168 members Mstep: Class 3 contains 56301 members Mstep: Class 4 contains 64377 members Mstep: Class 5 contains 163800 members Mstep: Class 6 contains 5907 members Mstep: Class 7 contains 14303 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 3507 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10957 members Mstep: Class 14 contains 257 members Mstep: Class 15 contains 4177 members Mstep: Class 16 contains 3097 members Mstep: Class 17 contains 3114 members Mstep: Class 18 contains 4500 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 505 members Entering Unmasked Estep Score: -55420824.000000 Penalty: 64550.628906 Splitting cluster 10 changes total score from -55419128.000000 to -55420824.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 11 (3507 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Entering Unmasked Estep Score: -436019.906250 Penalty: 2024.304077 Iteration 0F: 2 clusters Score -436019.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -432463.093750 Penalty: 4048.608154 Iteration 0F: 3 clusters Score -432463.1 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -433277.937500 Penalty: 4048.608154 Iteration 1F: 3 clusters Score -433277.9 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -433457.781250 Penalty: 4048.608154 Iteration 2F: 3 clusters Score -433457.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -433561.500000 Penalty: 4048.608154 Iteration 3Q: 3 clusters Score -433561.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -433617.718750 Penalty: 4048.608154 Iteration 4Q: 3 clusters Score -433617.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -433650.468750 Penalty: 4048.608154 Iteration 5Q: 3 clusters Score -433650.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -433681.625000 Penalty: 4048.608154 Iteration 6Q: 3 clusters Score -433681.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -433712.843750 Penalty: 4048.608154 Iteration 7Q: 3 clusters Score -433712.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -433754.281250 Penalty: 4048.608154 Iteration 8Q: 3 clusters Score -433754.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -433809.593750 Penalty: 4048.608154 Iteration 9Q: 3 clusters Score -433809.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -433896.750000 Penalty: 4048.608154 Iteration 10Q: 3 clusters Score -433896.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -433986.875000 Penalty: 4048.608154 Iteration 11Q: 3 clusters Score -433986.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -434074.937500 Penalty: 4048.608154 Iteration 12Q: 3 clusters Score -434074.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -434170.062500 Penalty: 4048.608154 Iteration 13Q: 3 clusters Score -434170.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -434267.875000 Penalty: 4048.608154 Iteration 14Q: 3 clusters Score -434267.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -434348.781250 Penalty: 4048.608154 Iteration 15Q: 3 clusters Score -434348.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -434432.687500 Penalty: 4048.608154 Iteration 16Q: 3 clusters Score -434432.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -434527.937500 Penalty: 4048.608154 Iteration 17Q: 3 clusters Score -434527.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -434628.250000 Penalty: 4048.608154 Iteration 18Q: 3 clusters Score -434628.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -434692.125000 Penalty: 4048.608154 Iteration 19Q: 3 clusters Score -434692.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -434746.218750 Penalty: 4048.608154 Iteration 20F: 3 clusters Score -434746.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -434796.156250 Penalty: 4048.608154 Iteration 21Q: 3 clusters Score -434796.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -434821.000000 Penalty: 4048.608154 Iteration 22Q: 3 clusters Score -434821 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -434834.718750 Penalty: 4048.608154 Iteration 23Q: 3 clusters Score -434834.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -434839.906250 Penalty: 4048.608154 Iteration 24Q: 3 clusters Score -434839.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -434845.187500 Penalty: 4048.608154 Iteration 25Q: 3 clusters Score -434845.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -434847.000000 Penalty: 4048.608154 Iteration 26Q: 3 clusters Score -434847 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -434848.093750 Penalty: 4048.608154 Iteration 27Q: 3 clusters Score -434848.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -434848.031250 Penalty: 4048.608154 Iteration 28Q: 3 clusters Score -434848 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -434849.312500 Penalty: 4048.608154 Iteration 29Q: 3 clusters Score -434849.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -434851.437500 Penalty: 4048.608154 Iteration 30Q: 3 clusters Score -434851.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -434852.312500 Penalty: 4048.608154 Iteration 31Q: 3 clusters Score -434852.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -434851.718750 Penalty: 4048.608154 Iteration 32Q: 3 clusters Score -434851.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -434851.718750 Penalty: 4048.608154 Iteration 33F: 3 clusters Score -434851.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (609 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Entering Unmasked Estep Score: -72396.820312 Penalty: 1590.130981 Iteration 0F: 2 clusters Score -72396.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -70736.085938 Penalty: 3180.261963 Iteration 0F: 3 clusters Score -70736.09 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -70977.703125 Penalty: 3180.261963 Iteration 1F: 3 clusters Score -70977.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -71077.054688 Penalty: 3180.261963 Iteration 2F: 3 clusters Score -71077.05 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -71111.953125 Penalty: 3180.261963 Iteration 3Q: 3 clusters Score -71111.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -71126.023438 Penalty: 3180.261963 Iteration 4Q: 3 clusters Score -71126.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -71136.078125 Penalty: 3180.261963 Iteration 5Q: 3 clusters Score -71136.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -71147.757812 Penalty: 3180.261963 Iteration 6Q: 3 clusters Score -71147.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -71154.226562 Penalty: 3180.261963 Iteration 7Q: 3 clusters Score -71154.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -71154.226562 Penalty: 3180.261963 Iteration 8F: 3 clusters Score -71154.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (10957 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10957 members Entering Unmasked Estep Score: -1398845.750000 Penalty: 2306.830078 Iteration 0F: 2 clusters Score -1398846 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5453 members Mstep: Class 2 contains 5504 members Entering Unmasked Estep Score: -1390422.625000 Penalty: 4613.660156 Iteration 0F: 3 clusters Score -1390423 nChanged 4752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -1392929.625000 Penalty: 4613.660156 Iteration 1F: 3 clusters Score -1392930 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 5557 members Entering Unmasked Estep Score: -1393191.875000 Penalty: 4613.660156 Iteration 2F: 3 clusters Score -1393192 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5387 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -1393376.750000 Penalty: 4613.660156 Iteration 3Q: 3 clusters Score -1393377 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -1393524.750000 Penalty: 4613.660156 Iteration 4Q: 3 clusters Score -1393525 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5261 members Mstep: Class 2 contains 5696 members Entering Unmasked Estep Score: -1393662.875000 Penalty: 4613.660156 Iteration 5Q: 3 clusters Score -1393663 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 5821 members Entering Unmasked Estep Score: -1393858.875000 Penalty: 4613.660156 Iteration 6Q: 3 clusters Score -1393859 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4952 members Mstep: Class 2 contains 6005 members Entering Unmasked Estep Score: -1394185.625000 Penalty: 4613.660156 Iteration 7Q: 3 clusters Score -1394186 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -1394681.625000 Penalty: 4613.660156 Iteration 8F: 3 clusters Score -1394682 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 6749 members Entering Unmasked Estep Score: -1395313.500000 Penalty: 4613.660156 Iteration 9F: 3 clusters Score -1395314 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 7309 members Entering Unmasked Estep Score: -1395995.750000 Penalty: 4613.660156 Iteration 10F: 3 clusters Score -1395996 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 7927 members Entering Unmasked Estep Score: -1396636.375000 Penalty: 4613.660156 Iteration 11F: 3 clusters Score -1396636 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 8474 members Entering Unmasked Estep Score: -1397173.375000 Penalty: 4613.660156 Iteration 12F: 3 clusters Score -1397173 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 8906 members Entering Unmasked Estep Score: -1397549.625000 Penalty: 4613.660156 Iteration 13Q: 3 clusters Score -1397550 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 9191 members Entering Unmasked Estep Score: -1397769.875000 Penalty: 4613.660156 Iteration 14Q: 3 clusters Score -1397770 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 9433 members Entering Unmasked Estep Score: -1397929.625000 Penalty: 4613.660156 Iteration 15Q: 3 clusters Score -1397930 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 9590 members Entering Unmasked Estep Score: -1398007.000000 Penalty: 4613.660156 Iteration 16Q: 3 clusters Score -1398007 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 9689 members Entering Unmasked Estep Score: -1398057.875000 Penalty: 4613.660156 Iteration 17Q: 3 clusters Score -1398058 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 9746 members Entering Unmasked Estep Score: -1398084.500000 Penalty: 4613.660156 Iteration 18Q: 3 clusters Score -1398084 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 9793 members Entering Unmasked Estep Score: -1398102.750000 Penalty: 4613.660156 Iteration 19Q: 3 clusters Score -1398103 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 9830 members Entering Unmasked Estep Score: -1398119.250000 Penalty: 4613.660156 Iteration 20F: 3 clusters Score -1398119 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 9865 members Entering Unmasked Estep Score: -1398129.750000 Penalty: 4613.660156 Iteration 21Q: 3 clusters Score -1398130 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 9889 members Entering Unmasked Estep Score: -1398135.250000 Penalty: 4613.660156 Iteration 22Q: 3 clusters Score -1398135 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 9904 members Entering Unmasked Estep Score: -1398141.500000 Penalty: 4613.660156 Iteration 23Q: 3 clusters Score -1398142 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 9916 members Entering Unmasked Estep Score: -1398144.875000 Penalty: 4613.660156 Iteration 24Q: 3 clusters Score -1398145 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 9922 members Entering Unmasked Estep Score: -1398147.500000 Penalty: 4613.660156 Iteration 25Q: 3 clusters Score -1398148 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 9926 members Entering Unmasked Estep Score: -1398145.625000 Penalty: 4613.660156 Iteration 26Q: 3 clusters Score -1398146 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 9930 members Entering Unmasked Estep Score: -1398146.000000 Penalty: 4613.660156 Iteration 27Q: 3 clusters Score -1398146 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 9931 members Entering Unmasked Estep Score: -1398147.500000 Penalty: 4613.660156 Iteration 28Q: 3 clusters Score -1398148 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 9931 members Entering Unmasked Estep Score: -1398147.500000 Penalty: 4613.660156 Iteration 29F: 3 clusters Score -1398148 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (4177 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Entering Unmasked Estep Score: -538327.312500 Penalty: 2067.662598 Iteration 0F: 2 clusters Score -538327.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -534295.125000 Penalty: 4135.325195 Iteration 0F: 3 clusters Score -534295.1 nChanged 1552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -535207.937500 Penalty: 4135.325195 Iteration 1F: 3 clusters Score -535207.9 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -535374.750000 Penalty: 4135.325195 Iteration 2F: 3 clusters Score -535374.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -535470.062500 Penalty: 4135.325195 Iteration 3Q: 3 clusters Score -535470.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -535533.562500 Penalty: 4135.325195 Iteration 4Q: 3 clusters Score -535533.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -535579.125000 Penalty: 4135.325195 Iteration 5Q: 3 clusters Score -535579.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -535608.562500 Penalty: 4135.325195 Iteration 6Q: 3 clusters Score -535608.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -535624.875000 Penalty: 4135.325195 Iteration 7Q: 3 clusters Score -535624.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -535642.000000 Penalty: 4135.325195 Iteration 8Q: 3 clusters Score -535642 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -535659.812500 Penalty: 4135.325195 Iteration 9Q: 3 clusters Score -535659.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -535670.625000 Penalty: 4135.325195 Iteration 10Q: 3 clusters Score -535670.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -535680.312500 Penalty: 4135.325195 Iteration 11Q: 3 clusters Score -535680.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -535687.875000 Penalty: 4135.325195 Iteration 12Q: 3 clusters Score -535687.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -535698.000000 Penalty: 4135.325195 Iteration 13Q: 3 clusters Score -535698 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -535707.437500 Penalty: 4135.325195 Iteration 14Q: 3 clusters Score -535707.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -535715.562500 Penalty: 4135.325195 Iteration 15Q: 3 clusters Score -535715.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -535727.750000 Penalty: 4135.325195 Iteration 16Q: 3 clusters Score -535727.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -535738.812500 Penalty: 4135.325195 Iteration 17Q: 3 clusters Score -535738.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -535745.500000 Penalty: 4135.325195 Iteration 18Q: 3 clusters Score -535745.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -535750.875000 Penalty: 4135.325195 Iteration 19Q: 3 clusters Score -535750.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -535755.312500 Penalty: 4135.325195 Iteration 20F: 3 clusters Score -535755.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -535761.062500 Penalty: 4135.325195 Iteration 21Q: 3 clusters Score -535761.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -535767.375000 Penalty: 4135.325195 Iteration 22Q: 3 clusters Score -535767.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -535774.500000 Penalty: 4135.325195 Iteration 23Q: 3 clusters Score -535774.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -535780.187500 Penalty: 4135.325195 Iteration 24Q: 3 clusters Score -535780.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -535785.625000 Penalty: 4135.325195 Iteration 25Q: 3 clusters Score -535785.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -535789.937500 Penalty: 4135.325195 Iteration 26Q: 3 clusters Score -535789.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -535793.000000 Penalty: 4135.325195 Iteration 27Q: 3 clusters Score -535793 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -535796.312500 Penalty: 4135.325195 Iteration 28Q: 3 clusters Score -535796.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -535798.875000 Penalty: 4135.325195 Iteration 29Q: 3 clusters Score -535798.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -535801.625000 Penalty: 4135.325195 Iteration 30Q: 3 clusters Score -535801.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -535805.750000 Penalty: 4135.325195 Iteration 31Q: 3 clusters Score -535805.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -535810.687500 Penalty: 4135.325195 Iteration 32Q: 3 clusters Score -535810.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -535815.187500 Penalty: 4135.325195 Iteration 33Q: 3 clusters Score -535815.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -535818.812500 Penalty: 4135.325195 Iteration 34Q: 3 clusters Score -535818.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -535823.937500 Penalty: 4135.325195 Iteration 35Q: 3 clusters Score -535823.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -535827.750000 Penalty: 4135.325195 Iteration 36Q: 3 clusters Score -535827.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -535833.187500 Penalty: 4135.325195 Iteration 37Q: 3 clusters Score -535833.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -535835.500000 Penalty: 4135.325195 Iteration 38Q: 3 clusters Score -535835.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -535840.062500 Penalty: 4135.325195 Iteration 39Q: 3 clusters Score -535840.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -535846.437500 Penalty: 4135.325195 Iteration 40F: 3 clusters Score -535846.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -535851.937500 Penalty: 4135.325195 Iteration 41Q: 3 clusters Score -535851.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -535854.062500 Penalty: 4135.325195 Iteration 42Q: 3 clusters Score -535854.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -535856.187500 Penalty: 4135.325195 Iteration 43Q: 3 clusters Score -535856.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -535855.562500 Penalty: 4135.325195 Iteration 44Q: 3 clusters Score -535855.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -535857.875000 Penalty: 4135.325195 Iteration 45Q: 3 clusters Score -535857.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -535858.812500 Penalty: 4135.325195 Iteration 46Q: 3 clusters Score -535858.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -535861.062500 Penalty: 4135.325195 Iteration 47Q: 3 clusters Score -535861.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -535862.000000 Penalty: 4135.325195 Iteration 48Q: 3 clusters Score -535862 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -535863.687500 Penalty: 4135.325195 Iteration 49Q: 3 clusters Score -535863.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -535865.687500 Penalty: 4135.325195 Iteration 50Q: 3 clusters Score -535865.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -535866.437500 Penalty: 4135.325195 Iteration 51Q: 3 clusters Score -535866.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -535866.687500 Penalty: 4135.325195 Iteration 52Q: 3 clusters Score -535866.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -535867.125000 Penalty: 4135.325195 Iteration 53Q: 3 clusters Score -535867.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -535868.062500 Penalty: 4135.325195 Iteration 54Q: 3 clusters Score -535868.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -535868.062500 Penalty: 4135.325195 Iteration 55F: 3 clusters Score -535868.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3097 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Entering Unmasked Estep Score: -368057.437500 Penalty: 1993.470825 Iteration 0F: 2 clusters Score -368057.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -364795.750000 Penalty: 3986.941650 Iteration 0F: 3 clusters Score -364795.8 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -365600.656250 Penalty: 3986.941650 Iteration 1F: 3 clusters Score -365600.7 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -365792.843750 Penalty: 3986.941650 Iteration 2F: 3 clusters Score -365792.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -365907.781250 Penalty: 3986.941650 Iteration 3F: 3 clusters Score -365907.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -365994.812500 Penalty: 3986.941650 Iteration 4Q: 3 clusters Score -365994.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -366065.218750 Penalty: 3986.941650 Iteration 5Q: 3 clusters Score -366065.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -366123.125000 Penalty: 3986.941650 Iteration 6Q: 3 clusters Score -366123.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -366176.343750 Penalty: 3986.941650 Iteration 7Q: 3 clusters Score -366176.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -366220.406250 Penalty: 3986.941650 Iteration 8Q: 3 clusters Score -366220.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -366272.000000 Penalty: 3986.941650 Iteration 9Q: 3 clusters Score -366272 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -366331.031250 Penalty: 3986.941650 Iteration 10Q: 3 clusters Score -366331 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -366413.312500 Penalty: 3986.941650 Iteration 11Q: 3 clusters Score -366413.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -366494.812500 Penalty: 3986.941650 Iteration 12Q: 3 clusters Score -366494.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -366574.906250 Penalty: 3986.941650 Iteration 13Q: 3 clusters Score -366574.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -366644.000000 Penalty: 3986.941650 Iteration 14Q: 3 clusters Score -366644 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -366708.156250 Penalty: 3986.941650 Iteration 15Q: 3 clusters Score -366708.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -366763.156250 Penalty: 3986.941650 Iteration 16Q: 3 clusters Score -366763.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -366802.531250 Penalty: 3986.941650 Iteration 17Q: 3 clusters Score -366802.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -366832.843750 Penalty: 3986.941650 Iteration 18Q: 3 clusters Score -366832.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -366852.687500 Penalty: 3986.941650 Iteration 19Q: 3 clusters Score -366852.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -366875.125000 Penalty: 3986.941650 Iteration 20F: 3 clusters Score -366875.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -366893.906250 Penalty: 3986.941650 Iteration 21Q: 3 clusters Score -366893.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -366907.812500 Penalty: 3986.941650 Iteration 22Q: 3 clusters Score -366907.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -366915.375000 Penalty: 3986.941650 Iteration 23Q: 3 clusters Score -366915.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -366923.375000 Penalty: 3986.941650 Iteration 24Q: 3 clusters Score -366923.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -366926.687500 Penalty: 3986.941650 Iteration 25Q: 3 clusters Score -366926.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -366931.625000 Penalty: 3986.941650 Iteration 26Q: 3 clusters Score -366931.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -366936.250000 Penalty: 3986.941650 Iteration 27Q: 3 clusters Score -366936.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -366939.687500 Penalty: 3986.941650 Iteration 28Q: 3 clusters Score -366939.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -366944.250000 Penalty: 3986.941650 Iteration 29Q: 3 clusters Score -366944.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -366951.156250 Penalty: 3986.941650 Iteration 30Q: 3 clusters Score -366951.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -366954.968750 Penalty: 3986.941650 Iteration 31Q: 3 clusters Score -366955 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -366958.281250 Penalty: 3986.941650 Iteration 32Q: 3 clusters Score -366958.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -366959.687500 Penalty: 3986.941650 Iteration 33Q: 3 clusters Score -366959.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -366961.218750 Penalty: 3986.941650 Iteration 34Q: 3 clusters Score -366961.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -366961.656250 Penalty: 3986.941650 Iteration 35Q: 3 clusters Score -366961.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -366961.656250 Penalty: 3986.941650 Iteration 36F: 3 clusters Score -366961.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Entering Unmasked Estep Score: -367008.906250 Penalty: 1994.828369 Iteration 0F: 2 clusters Score -367008.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -363699.375000 Penalty: 3989.656738 Iteration 0F: 3 clusters Score -363699.4 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -364432.781250 Penalty: 3989.656738 Iteration 1F: 3 clusters Score -364432.8 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -364677.343750 Penalty: 3989.656738 Iteration 2F: 3 clusters Score -364677.3 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -364849.656250 Penalty: 3989.656738 Iteration 3F: 3 clusters Score -364849.7 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -365071.625000 Penalty: 3989.656738 Iteration 4F: 3 clusters Score -365071.6 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -365308.718750 Penalty: 3989.656738 Iteration 5F: 3 clusters Score -365308.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -365496.312500 Penalty: 3989.656738 Iteration 6F: 3 clusters Score -365496.3 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -365658.562500 Penalty: 3989.656738 Iteration 7Q: 3 clusters Score -365658.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -365825.000000 Penalty: 3989.656738 Iteration 8Q: 3 clusters Score -365825 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -365916.968750 Penalty: 3989.656738 Iteration 9Q: 3 clusters Score -365917 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -365963.468750 Penalty: 3989.656738 Iteration 10Q: 3 clusters Score -365963.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -365994.812500 Penalty: 3989.656738 Iteration 11Q: 3 clusters Score -365994.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -366014.437500 Penalty: 3989.656738 Iteration 12Q: 3 clusters Score -366014.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -366023.468750 Penalty: 3989.656738 Iteration 13Q: 3 clusters Score -366023.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -366031.375000 Penalty: 3989.656738 Iteration 14Q: 3 clusters Score -366031.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -366036.750000 Penalty: 3989.656738 Iteration 15Q: 3 clusters Score -366036.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -366043.343750 Penalty: 3989.656738 Iteration 16Q: 3 clusters Score -366043.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -366046.968750 Penalty: 3989.656738 Iteration 17Q: 3 clusters Score -366047 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -366049.750000 Penalty: 3989.656738 Iteration 18Q: 3 clusters Score -366049.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -366053.031250 Penalty: 3989.656738 Iteration 19Q: 3 clusters Score -366053 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -366055.250000 Penalty: 3989.656738 Iteration 20F: 3 clusters Score -366055.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -366055.687500 Penalty: 3989.656738 Iteration 21Q: 3 clusters Score -366055.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -366056.843750 Penalty: 3989.656738 Iteration 22Q: 3 clusters Score -366056.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -366057.562500 Penalty: 3989.656738 Iteration 23Q: 3 clusters Score -366057.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -366058.093750 Penalty: 3989.656738 Iteration 24Q: 3 clusters Score -366058.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -366058.093750 Penalty: 3989.656738 Iteration 25F: 3 clusters Score -366058.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (4500 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Entering Unmasked Estep Score: -575264.875000 Penalty: 2086.134521 Iteration 0F: 2 clusters Score -575264.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -570987.750000 Penalty: 4172.269043 Iteration 0F: 3 clusters Score -570987.8 nChanged 1698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -571953.812500 Penalty: 4172.269043 Iteration 1F: 3 clusters Score -571953.8 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -572143.875000 Penalty: 4172.269043 Iteration 2F: 3 clusters Score -572143.9 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -572232.375000 Penalty: 4172.269043 Iteration 3Q: 3 clusters Score -572232.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -572284.375000 Penalty: 4172.269043 Iteration 4Q: 3 clusters Score -572284.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -572320.750000 Penalty: 4172.269043 Iteration 5Q: 3 clusters Score -572320.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -572343.812500 Penalty: 4172.269043 Iteration 6Q: 3 clusters Score -572343.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -572366.312500 Penalty: 4172.269043 Iteration 7Q: 3 clusters Score -572366.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -572386.250000 Penalty: 4172.269043 Iteration 8Q: 3 clusters Score -572386.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -572401.937500 Penalty: 4172.269043 Iteration 9Q: 3 clusters Score -572401.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -572414.812500 Penalty: 4172.269043 Iteration 10Q: 3 clusters Score -572414.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -572429.000000 Penalty: 4172.269043 Iteration 11Q: 3 clusters Score -572429 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -572443.375000 Penalty: 4172.269043 Iteration 12Q: 3 clusters Score -572443.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -572452.062500 Penalty: 4172.269043 Iteration 13Q: 3 clusters Score -572452.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -572462.500000 Penalty: 4172.269043 Iteration 14Q: 3 clusters Score -572462.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -572476.812500 Penalty: 4172.269043 Iteration 15Q: 3 clusters Score -572476.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -572489.750000 Penalty: 4172.269043 Iteration 16Q: 3 clusters Score -572489.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -572500.500000 Penalty: 4172.269043 Iteration 17Q: 3 clusters Score -572500.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -572512.062500 Penalty: 4172.269043 Iteration 18Q: 3 clusters Score -572512.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -572525.812500 Penalty: 4172.269043 Iteration 19Q: 3 clusters Score -572525.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -572539.625000 Penalty: 4172.269043 Iteration 20F: 3 clusters Score -572539.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -572553.062500 Penalty: 4172.269043 Iteration 21Q: 3 clusters Score -572553.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -572566.000000 Penalty: 4172.269043 Iteration 22Q: 3 clusters Score -572566 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -572582.062500 Penalty: 4172.269043 Iteration 23Q: 3 clusters Score -572582.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -572593.937500 Penalty: 4172.269043 Iteration 24Q: 3 clusters Score -572593.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -572609.750000 Penalty: 4172.269043 Iteration 25Q: 3 clusters Score -572609.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -572629.875000 Penalty: 4172.269043 Iteration 26Q: 3 clusters Score -572629.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -572648.562500 Penalty: 4172.269043 Iteration 27Q: 3 clusters Score -572648.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -572664.125000 Penalty: 4172.269043 Iteration 28Q: 3 clusters Score -572664.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -572678.625000 Penalty: 4172.269043 Iteration 29Q: 3 clusters Score -572678.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -572690.562500 Penalty: 4172.269043 Iteration 30Q: 3 clusters Score -572690.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -572704.562500 Penalty: 4172.269043 Iteration 31Q: 3 clusters Score -572704.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -572714.812500 Penalty: 4172.269043 Iteration 32Q: 3 clusters Score -572714.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -572730.937500 Penalty: 4172.269043 Iteration 33Q: 3 clusters Score -572730.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -572750.500000 Penalty: 4172.269043 Iteration 34Q: 3 clusters Score -572750.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -572761.562500 Penalty: 4172.269043 Iteration 35Q: 3 clusters Score -572761.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -572778.812500 Penalty: 4172.269043 Iteration 36Q: 3 clusters Score -572778.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -572801.625000 Penalty: 4172.269043 Iteration 37Q: 3 clusters Score -572801.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -572819.625000 Penalty: 4172.269043 Iteration 38Q: 3 clusters Score -572819.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -572836.000000 Penalty: 4172.269043 Iteration 39Q: 3 clusters Score -572836 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -572855.125000 Penalty: 4172.269043 Iteration 40F: 3 clusters Score -572855.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -572872.750000 Penalty: 4172.269043 Iteration 41Q: 3 clusters Score -572872.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -572886.750000 Penalty: 4172.269043 Iteration 42Q: 3 clusters Score -572886.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -572903.875000 Penalty: 4172.269043 Iteration 43Q: 3 clusters Score -572903.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -572914.375000 Penalty: 4172.269043 Iteration 44Q: 3 clusters Score -572914.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -572922.500000 Penalty: 4172.269043 Iteration 45Q: 3 clusters Score -572922.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -572927.687500 Penalty: 4172.269043 Iteration 46Q: 3 clusters Score -572927.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -572933.750000 Penalty: 4172.269043 Iteration 47Q: 3 clusters Score -572933.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -572942.750000 Penalty: 4172.269043 Iteration 48Q: 3 clusters Score -572942.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -572948.375000 Penalty: 4172.269043 Iteration 49Q: 3 clusters Score -572948.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -572958.937500 Penalty: 4172.269043 Iteration 50Q: 3 clusters Score -572958.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -572968.437500 Penalty: 4172.269043 Iteration 51Q: 3 clusters Score -572968.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -572979.625000 Penalty: 4172.269043 Iteration 52Q: 3 clusters Score -572979.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -572983.812500 Penalty: 4172.269043 Iteration 53Q: 3 clusters Score -572983.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -572988.125000 Penalty: 4172.269043 Iteration 54Q: 3 clusters Score -572988.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -572992.812500 Penalty: 4172.269043 Iteration 55Q: 3 clusters Score -572992.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -572998.000000 Penalty: 4172.269043 Iteration 56Q: 3 clusters Score -572998 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -573009.000000 Penalty: 4172.269043 Iteration 57Q: 3 clusters Score -573009 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -573017.625000 Penalty: 4172.269043 Iteration 58Q: 3 clusters Score -573017.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -573027.875000 Penalty: 4172.269043 Iteration 59Q: 3 clusters Score -573027.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -573039.375000 Penalty: 4172.269043 Iteration 60F: 3 clusters Score -573039.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -573048.937500 Penalty: 4172.269043 Iteration 61Q: 3 clusters Score -573048.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -573058.250000 Penalty: 4172.269043 Iteration 62Q: 3 clusters Score -573058.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -573065.937500 Penalty: 4172.269043 Iteration 63Q: 3 clusters Score -573065.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -573074.312500 Penalty: 4172.269043 Iteration 64Q: 3 clusters Score -573074.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -573078.125000 Penalty: 4172.269043 Iteration 65Q: 3 clusters Score -573078.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -573085.312500 Penalty: 4172.269043 Iteration 66Q: 3 clusters Score -573085.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -573094.937500 Penalty: 4172.269043 Iteration 67Q: 3 clusters Score -573094.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -573105.875000 Penalty: 4172.269043 Iteration 68Q: 3 clusters Score -573105.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -573125.125000 Penalty: 4172.269043 Iteration 69Q: 3 clusters Score -573125.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -573146.000000 Penalty: 4172.269043 Iteration 70Q: 3 clusters Score -573146 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -573177.625000 Penalty: 4172.269043 Iteration 71Q: 3 clusters Score -573177.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -573201.625000 Penalty: 4172.269043 Iteration 72Q: 3 clusters Score -573201.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -573223.437500 Penalty: 4172.269043 Iteration 73Q: 3 clusters Score -573223.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -573247.875000 Penalty: 4172.269043 Iteration 74Q: 3 clusters Score -573247.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -573278.937500 Penalty: 4172.269043 Iteration 75Q: 3 clusters Score -573278.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -573302.125000 Penalty: 4172.269043 Iteration 76Q: 3 clusters Score -573302.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -573326.250000 Penalty: 4172.269043 Iteration 77Q: 3 clusters Score -573326.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -573344.437500 Penalty: 4172.269043 Iteration 78Q: 3 clusters Score -573344.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -573360.875000 Penalty: 4172.269043 Iteration 79Q: 3 clusters Score -573360.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -573379.687500 Penalty: 4172.269043 Iteration 80F: 3 clusters Score -573379.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -573392.125000 Penalty: 4172.269043 Iteration 81Q: 3 clusters Score -573392.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -573397.937500 Penalty: 4172.269043 Iteration 82Q: 3 clusters Score -573397.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -573402.125000 Penalty: 4172.269043 Iteration 83Q: 3 clusters Score -573402.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -573404.625000 Penalty: 4172.269043 Iteration 84Q: 3 clusters Score -573404.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -573407.125000 Penalty: 4172.269043 Iteration 85Q: 3 clusters Score -573407.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -573411.000000 Penalty: 4172.269043 Iteration 86Q: 3 clusters Score -573411 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -573419.812500 Penalty: 4172.269043 Iteration 87Q: 3 clusters Score -573419.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -573426.500000 Penalty: 4172.269043 Iteration 88Q: 3 clusters Score -573426.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -573430.562500 Penalty: 4172.269043 Iteration 89Q: 3 clusters Score -573430.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -573439.937500 Penalty: 4172.269043 Iteration 90Q: 3 clusters Score -573439.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -573451.625000 Penalty: 4172.269043 Iteration 91Q: 3 clusters Score -573451.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -573458.562500 Penalty: 4172.269043 Iteration 92Q: 3 clusters Score -573458.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -573466.437500 Penalty: 4172.269043 Iteration 93Q: 3 clusters Score -573466.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -573470.250000 Penalty: 4172.269043 Iteration 94Q: 3 clusters Score -573470.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -573473.750000 Penalty: 4172.269043 Iteration 95Q: 3 clusters Score -573473.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -573477.750000 Penalty: 4172.269043 Iteration 96Q: 3 clusters Score -573477.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -573480.437500 Penalty: 4172.269043 Iteration 97Q: 3 clusters Score -573480.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -573481.687500 Penalty: 4172.269043 Iteration 98Q: 3 clusters Score -573481.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -573487.562500 Penalty: 4172.269043 Iteration 99Q: 3 clusters Score -573487.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -573489.062500 Penalty: 4172.269043 Iteration 100F: 3 clusters Score -573489.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -573490.437500 Penalty: 4172.269043 Iteration 101Q: 3 clusters Score -573490.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -573492.437500 Penalty: 4172.269043 Iteration 102Q: 3 clusters Score -573492.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -573493.437500 Penalty: 4172.269043 Iteration 103Q: 3 clusters Score -573493.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -573493.750000 Penalty: 4172.269043 Iteration 104Q: 3 clusters Score -573493.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -573495.000000 Penalty: 4172.269043 Iteration 105Q: 3 clusters Score -573495 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -573495.000000 Penalty: 4172.269043 Iteration 106F: 3 clusters Score -573495 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Entering Unmasked Estep Score: -74018.500000 Penalty: 1591.349609 Iteration 0F: 2 clusters Score -74018.5 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 317 members Entering Unmasked Estep Score: -72360.906250 Penalty: 3182.699219 Iteration 0F: 3 clusters Score -72360.91 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -72543.101562 Penalty: 3182.699219 Iteration 1F: 3 clusters Score -72543.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -72580.601562 Penalty: 3182.699219 Iteration 2Q: 3 clusters Score -72580.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -72599.968750 Penalty: 3182.699219 Iteration 3Q: 3 clusters Score -72599.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -72613.109375 Penalty: 3182.699219 Iteration 4Q: 3 clusters Score -72613.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -72624.101562 Penalty: 3182.699219 Iteration 5Q: 3 clusters Score -72624.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -72630.554688 Penalty: 3182.699219 Iteration 6Q: 3 clusters Score -72630.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -72633.375000 Penalty: 3182.699219 Iteration 7Q: 3 clusters Score -72633.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -72639.171875 Penalty: 3182.699219 Iteration 8Q: 3 clusters Score -72639.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -72645.125000 Penalty: 3182.699219 Iteration 9Q: 3 clusters Score -72645.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -72647.164062 Penalty: 3182.699219 Iteration 10Q: 3 clusters Score -72647.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -72647.164062 Penalty: 3182.699219 Iteration 11F: 3 clusters Score -72647.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 105168 members Mstep: Class 3 contains 56301 members Mstep: Class 4 contains 64377 members Mstep: Class 5 contains 163800 members Mstep: Class 6 contains 5907 members Mstep: Class 7 contains 14303 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 3507 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10957 members Mstep: Class 15 contains 4177 members Mstep: Class 16 contains 3097 members Mstep: Class 17 contains 3114 members Mstep: Class 18 contains 4500 members Mstep: Class 19 contains 612 members Entering Unmasked Estep ConsiderDeletion Score: -55420856.000000 Penalty: 64550.628906 Iteration 79Q: 21 clusters Score -5.542086e+07 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 244 members Mstep: Class 1 contains 5494 members Mstep: Class 2 contains 104819 members Mstep: Class 3 contains 56269 members Mstep: Class 4 contains 64379 members Mstep: Class 5 contains 164122 members Mstep: Class 6 contains 5947 members Mstep: Class 7 contains 14296 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 691 members Mstep: Class 11 contains 3507 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10935 members Mstep: Class 14 contains 257 members Mstep: Class 15 contains 4174 members Mstep: Class 16 contains 3098 members Mstep: Class 17 contains 3120 members Mstep: Class 18 contains 4534 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 505 members Entering Unmasked Estep ConsiderDeletion Score: -55421044.000000 Penalty: 64550.628906 Iteration 80F: 21 clusters Score -5.542104e+07 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 237 members Mstep: Class 1 contains 5492 members Mstep: Class 2 contains 104468 members Mstep: Class 3 contains 56253 members Mstep: Class 4 contains 64380 members Mstep: Class 5 contains 164460 members Mstep: Class 6 contains 5982 members Mstep: Class 7 contains 14293 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 691 members Mstep: Class 11 contains 3506 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10919 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 4166 members Mstep: Class 16 contains 3099 members Mstep: Class 17 contains 3121 members Mstep: Class 18 contains 4555 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 507 members Entering Unmasked Estep ConsiderDeletion Score: -55421324.000000 Penalty: 64550.628906 Iteration 81Q: 21 clusters Score -5.542132e+07 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 104123 members Mstep: Class 3 contains 56240 members Mstep: Class 4 contains 64381 members Mstep: Class 5 contains 164780 members Mstep: Class 6 contains 6020 members Mstep: Class 7 contains 14292 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 3506 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10898 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 4160 members Mstep: Class 16 contains 3097 members Mstep: Class 17 contains 3120 members Mstep: Class 18 contains 4578 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 507 members Entering Unmasked Estep ConsiderDeletion Score: -55421384.000000 Penalty: 64550.628906 Iteration 82Q: 21 clusters Score -5.542138e+07 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 1 contains 5501 members Mstep: Class 2 contains 103761 members Mstep: Class 3 contains 56231 members Mstep: Class 4 contains 64379 members Mstep: Class 5 contains 165121 members Mstep: Class 6 contains 6061 members Mstep: Class 7 contains 14283 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 694 members Mstep: Class 11 contains 3506 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10881 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 4158 members Mstep: Class 16 contains 3099 members Mstep: Class 17 contains 3119 members Mstep: Class 18 contains 4594 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 505 members Entering Unmasked Estep ConsiderDeletion Score: -55421532.000000 Penalty: 64550.628906 Iteration 83Q: 21 clusters Score -5.542153e+07 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 1 contains 5505 members Mstep: Class 2 contains 103384 members Mstep: Class 3 contains 56219 members Mstep: Class 4 contains 64383 members Mstep: Class 5 contains 165463 members Mstep: Class 6 contains 6104 members Mstep: Class 7 contains 14278 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 696 members Mstep: Class 11 contains 3506 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10868 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 4156 members Mstep: Class 16 contains 3100 members Mstep: Class 17 contains 3118 members Mstep: Class 18 contains 4610 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 503 members Entering Unmasked Estep ConsiderDeletion Score: -55421388.000000 Penalty: 64550.628906 Iteration 84Q: 21 clusters Score -5.542139e+07 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 1 contains 5510 members Mstep: Class 2 contains 102999 members Mstep: Class 3 contains 56210 members Mstep: Class 4 contains 64388 members Mstep: Class 5 contains 165822 members Mstep: Class 6 contains 6138 members Mstep: Class 7 contains 14280 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 696 members Mstep: Class 11 contains 3506 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10858 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 4147 members Mstep: Class 16 contains 3099 members Mstep: Class 17 contains 3118 members Mstep: Class 18 contains 4619 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 503 members Entering Unmasked Estep ConsiderDeletion Score: -55421308.000000 Penalty: 64550.628906 Iteration 85Q: 21 clusters Score -5.542131e+07 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 1 contains 5515 members Mstep: Class 2 contains 102598 members Mstep: Class 3 contains 56201 members Mstep: Class 4 contains 64390 members Mstep: Class 5 contains 166215 members Mstep: Class 6 contains 6172 members Mstep: Class 7 contains 14277 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 696 members Mstep: Class 11 contains 3506 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10848 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 4133 members Mstep: Class 16 contains 3098 members Mstep: Class 17 contains 3117 members Mstep: Class 18 contains 4624 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 503 members Entering Unmasked Estep ConsiderDeletion Score: -55421356.000000 Penalty: 64550.628906 Iteration 86Q: 21 clusters Score -5.542136e+07 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 1 contains 5516 members Mstep: Class 2 contains 102192 members Mstep: Class 3 contains 56195 members Mstep: Class 4 contains 64388 members Mstep: Class 5 contains 166613 members Mstep: Class 6 contains 6207 members Mstep: Class 7 contains 14272 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 696 members Mstep: Class 11 contains 3506 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10833 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 4117 members Mstep: Class 16 contains 3099 members Mstep: Class 17 contains 3117 members Mstep: Class 18 contains 4639 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 503 members Entering Unmasked Estep ConsiderDeletion Score: -55421332.000000 Penalty: 64550.628906 Iteration 87Q: 21 clusters Score -5.542133e+07 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 1 contains 5513 members Mstep: Class 2 contains 101808 members Mstep: Class 3 contains 56190 members Mstep: Class 4 contains 64387 members Mstep: Class 5 contains 167001 members Mstep: Class 6 contains 6239 members Mstep: Class 7 contains 14267 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 696 members Mstep: Class 11 contains 3506 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10813 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 4102 members Mstep: Class 16 contains 3104 members Mstep: Class 17 contains 3115 members Mstep: Class 18 contains 4649 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 503 members Entering Unmasked Estep ConsiderDeletion Score: -55421196.000000 Penalty: 64550.628906 Iteration 88Q: 21 clusters Score -5.54212e+07 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 101418 members Mstep: Class 3 contains 56181 members Mstep: Class 4 contains 64384 members Mstep: Class 5 contains 167403 members Mstep: Class 6 contains 6278 members Mstep: Class 7 contains 14255 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 696 members Mstep: Class 11 contains 3506 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10792 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 4092 members Mstep: Class 16 contains 3103 members Mstep: Class 17 contains 3117 members Mstep: Class 18 contains 4657 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 503 members Entering Unmasked Estep ConsiderDeletion Score: -55421176.000000 Penalty: 64550.628906 Iteration 89Q: 21 clusters Score -5.542118e+07 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 1 contains 5510 members Mstep: Class 2 contains 101033 members Mstep: Class 3 contains 56178 members Mstep: Class 4 contains 64386 members Mstep: Class 5 contains 167791 members Mstep: Class 6 contains 6318 members Mstep: Class 7 contains 14247 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 696 members Mstep: Class 11 contains 3505 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10774 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 4079 members Mstep: Class 16 contains 3102 members Mstep: Class 17 contains 3117 members Mstep: Class 18 contains 4654 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 503 members Entering Unmasked Estep ConsiderDeletion Score: -55421180.000000 Penalty: 64550.628906 Iteration 90Q: 21 clusters Score -5.542118e+07 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 1 contains 5513 members Mstep: Class 2 contains 100642 members Mstep: Class 3 contains 56164 members Mstep: Class 4 contains 64384 members Mstep: Class 5 contains 168174 members Mstep: Class 6 contains 6363 members Mstep: Class 7 contains 14246 members Mstep: Class 8 contains 245 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 696 members Mstep: Class 11 contains 3505 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10758 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 4069 members Mstep: Class 16 contains 3101 members Mstep: Class 17 contains 3121 members Mstep: Class 18 contains 4655 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 503 members Entering Unmasked Estep ConsiderDeletion Score: -55421224.000000 Penalty: 64550.628906 Iteration 91Q: 21 clusters Score -5.542122e+07 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 1 contains 5515 members Mstep: Class 2 contains 100287 members Mstep: Class 3 contains 56150 members Mstep: Class 4 contains 64385 members Mstep: Class 5 contains 168552 members Mstep: Class 6 contains 6391 members Mstep: Class 7 contains 14240 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 696 members Mstep: Class 11 contains 3505 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10732 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 4061 members Mstep: Class 16 contains 3098 members Mstep: Class 17 contains 3120 members Mstep: Class 18 contains 4658 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 503 members Entering Unmasked Estep ConsiderDeletion Score: -55421296.000000 Penalty: 64550.628906 Iteration 92Q: 21 clusters Score -5.54213e+07 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 1 contains 5513 members Mstep: Class 2 contains 99948 members Mstep: Class 3 contains 56142 members Mstep: Class 4 contains 64387 members Mstep: Class 5 contains 168892 members Mstep: Class 6 contains 6425 members Mstep: Class 7 contains 14229 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 696 members Mstep: Class 11 contains 3505 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10712 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 4066 members Mstep: Class 16 contains 3097 members Mstep: Class 17 contains 3118 members Mstep: Class 18 contains 4660 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 503 members Entering Unmasked Estep ConsiderDeletion Score: -55421168.000000 Penalty: 64550.628906 Iteration 93Q: 21 clusters Score -5.542117e+07 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 1 contains 5512 members Mstep: Class 2 contains 99585 members Mstep: Class 3 contains 56149 members Mstep: Class 4 contains 64385 members Mstep: Class 5 contains 169234 members Mstep: Class 6 contains 6458 members Mstep: Class 7 contains 14228 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 696 members Mstep: Class 11 contains 3506 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10697 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 4063 members Mstep: Class 16 contains 3097 members Mstep: Class 17 contains 3116 members Mstep: Class 18 contains 4664 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 503 members Entering Unmasked Estep ConsiderDeletion Score: -55421220.000000 Penalty: 64550.628906 Iteration 94Q: 21 clusters Score -5.542122e+07 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 1 contains 5510 members Mstep: Class 2 contains 99246 members Mstep: Class 3 contains 56152 members Mstep: Class 4 contains 64388 members Mstep: Class 5 contains 169563 members Mstep: Class 6 contains 6490 members Mstep: Class 7 contains 14218 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 696 members Mstep: Class 11 contains 3505 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10683 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 4056 members Mstep: Class 16 contains 3098 members Mstep: Class 17 contains 3115 members Mstep: Class 18 contains 4670 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 503 members Entering Unmasked Estep ConsiderDeletion Score: -55421152.000000 Penalty: 64550.628906 Iteration 95Q: 21 clusters Score -5.542115e+07 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 1 contains 5505 members Mstep: Class 2 contains 98919 members Mstep: Class 3 contains 56150 members Mstep: Class 4 contains 64395 members Mstep: Class 5 contains 169896 members Mstep: Class 6 contains 6516 members Mstep: Class 7 contains 14205 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 696 members Mstep: Class 11 contains 3505 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10670 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 4050 members Mstep: Class 16 contains 3099 members Mstep: Class 17 contains 3114 members Mstep: Class 18 contains 4670 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 503 members Entering Unmasked Estep ConsiderDeletion Score: -55421096.000000 Penalty: 64550.628906 Iteration 96Q: 21 clusters Score -5.54211e+07 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 1 contains 5502 members Mstep: Class 2 contains 98613 members Mstep: Class 3 contains 56152 members Mstep: Class 4 contains 64400 members Mstep: Class 5 contains 170197 members Mstep: Class 6 contains 6539 members Mstep: Class 7 contains 14197 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 696 members Mstep: Class 11 contains 3505 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10658 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 4046 members Mstep: Class 16 contains 3095 members Mstep: Class 17 contains 3115 members Mstep: Class 18 contains 4675 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 503 members Entering Unmasked Estep ConsiderDeletion Score: -55421056.000000 Penalty: 64550.628906 Iteration 97Q: 21 clusters Score -5.542106e+07 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 98305 members Mstep: Class 3 contains 56144 members Mstep: Class 4 contains 64399 members Mstep: Class 5 contains 170518 members Mstep: Class 6 contains 6555 members Mstep: Class 7 contains 14185 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 696 members Mstep: Class 11 contains 3505 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10650 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 4038 members Mstep: Class 16 contains 3096 members Mstep: Class 17 contains 3115 members Mstep: Class 18 contains 4680 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 503 members Entering Unmasked Estep ConsiderDeletion Score: -55420956.000000 Penalty: 64550.628906 Iteration 98Q: 21 clusters Score -5.542096e+07 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 1 contains 5505 members Mstep: Class 2 contains 97993 members Mstep: Class 3 contains 56136 members Mstep: Class 4 contains 64398 members Mstep: Class 5 contains 170827 members Mstep: Class 6 contains 6580 members Mstep: Class 7 contains 14176 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 696 members Mstep: Class 11 contains 3506 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10643 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 4034 members Mstep: Class 16 contains 3096 members Mstep: Class 17 contains 3116 members Mstep: Class 18 contains 4684 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 503 members Entering Unmasked Estep ConsiderDeletion Score: -55420848.000000 Penalty: 64550.628906 Iteration 99Q: 21 clusters Score -5.542085e+07 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 1 contains 5505 members Mstep: Class 2 contains 97678 members Mstep: Class 3 contains 56137 members Mstep: Class 4 contains 64397 members Mstep: Class 5 contains 171149 members Mstep: Class 6 contains 6600 members Mstep: Class 7 contains 14163 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 696 members Mstep: Class 11 contains 3506 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10633 members Mstep: Class 14 contains 262 members Mstep: Class 15 contains 4029 members Mstep: Class 16 contains 3096 members Mstep: Class 17 contains 3116 members Mstep: Class 18 contains 4685 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 503 members Entering Unmasked Estep ConsiderDeletion Score: -55421872.000000 Penalty: 64550.628906 Iteration 100F: 21 clusters Score -5.542187e+07 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 211 members Mstep: Class 1 contains 5500 members Mstep: Class 2 contains 97352 members Mstep: Class 3 contains 56138 members Mstep: Class 4 contains 64398 members Mstep: Class 5 contains 171487 members Mstep: Class 6 contains 6619 members Mstep: Class 7 contains 14148 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 696 members Mstep: Class 11 contains 3505 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10621 members Mstep: Class 14 contains 280 members Mstep: Class 15 contains 4024 members Mstep: Class 16 contains 3098 members Mstep: Class 17 contains 3116 members Mstep: Class 18 contains 4688 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Entering Unmasked Estep ConsiderDeletion Score: -55423296.000000 Penalty: 64550.628906 Iteration 101Q: 21 clusters Score -5.54233e+07 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 206 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 97002 members Mstep: Class 3 contains 56138 members Mstep: Class 4 contains 64401 members Mstep: Class 5 contains 171849 members Mstep: Class 6 contains 6639 members Mstep: Class 7 contains 14132 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 697 members Mstep: Class 11 contains 3505 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10607 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 4019 members Mstep: Class 16 contains 3098 members Mstep: Class 17 contains 3118 members Mstep: Class 18 contains 4687 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 509 members Entering Unmasked Estep ConsiderDeletion Score: -55423356.000000 Penalty: 64550.628906 Iteration 102Q: 21 clusters Score -5.542336e+07 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 206 members Mstep: Class 1 contains 5495 members Mstep: Class 2 contains 96674 members Mstep: Class 3 contains 56143 members Mstep: Class 4 contains 64405 members Mstep: Class 5 contains 172194 members Mstep: Class 6 contains 6654 members Mstep: Class 7 contains 14121 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 699 members Mstep: Class 11 contains 3505 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10590 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 4012 members Mstep: Class 16 contains 3098 members Mstep: Class 17 contains 3118 members Mstep: Class 18 contains 4685 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 507 members Entering Unmasked Estep ConsiderDeletion Score: -55423404.000000 Penalty: 64550.628906 Iteration 103Q: 21 clusters Score -5.54234e+07 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 206 members Mstep: Class 1 contains 5495 members Mstep: Class 2 contains 96376 members Mstep: Class 3 contains 56151 members Mstep: Class 4 contains 64409 members Mstep: Class 5 contains 172484 members Mstep: Class 6 contains 6667 members Mstep: Class 7 contains 14107 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 704 members Mstep: Class 11 contains 3505 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10581 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 4008 members Mstep: Class 16 contains 3099 members Mstep: Class 17 contains 3121 members Mstep: Class 18 contains 4691 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 502 members Entering Unmasked Estep ConsiderDeletion Score: -55423228.000000 Penalty: 64550.628906 Iteration 104Q: 21 clusters Score -5.542323e+07 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 206 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 96087 members Mstep: Class 3 contains 56149 members Mstep: Class 4 contains 64410 members Mstep: Class 5 contains 172777 members Mstep: Class 6 contains 6678 members Mstep: Class 7 contains 14100 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 715 members Mstep: Class 11 contains 3505 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10568 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 4006 members Mstep: Class 16 contains 3099 members Mstep: Class 17 contains 3125 members Mstep: Class 18 contains 4693 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 491 members Entering Unmasked Estep ConsiderDeletion Score: -55423212.000000 Penalty: 64550.628906 Iteration 105Q: 21 clusters Score -5.542321e+07 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 206 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 95787 members Mstep: Class 3 contains 56149 members Mstep: Class 4 contains 64415 members Mstep: Class 5 contains 173082 members Mstep: Class 6 contains 6687 members Mstep: Class 7 contains 14093 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 725 members Mstep: Class 11 contains 3505 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10553 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 4003 members Mstep: Class 16 contains 3101 members Mstep: Class 17 contains 3124 members Mstep: Class 18 contains 4698 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 481 members Entering Unmasked Estep ConsiderDeletion Score: -55423220.000000 Penalty: 64550.628906 Iteration 106Q: 21 clusters Score -5.542322e+07 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 206 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 95511 members Mstep: Class 3 contains 56148 members Mstep: Class 4 contains 64417 members Mstep: Class 5 contains 173376 members Mstep: Class 6 contains 6697 members Mstep: Class 7 contains 14081 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 737 members Mstep: Class 11 contains 3505 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10534 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 4001 members Mstep: Class 16 contains 3100 members Mstep: Class 17 contains 3126 members Mstep: Class 18 contains 4701 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 469 members Entering Unmasked Estep ConsiderDeletion Score: -55423308.000000 Penalty: 64550.628906 Iteration 107Q: 21 clusters Score -5.542331e+07 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 206 members Mstep: Class 1 contains 5500 members Mstep: Class 2 contains 95252 members Mstep: Class 3 contains 56149 members Mstep: Class 4 contains 64421 members Mstep: Class 5 contains 173644 members Mstep: Class 6 contains 6706 members Mstep: Class 7 contains 14073 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 745 members Mstep: Class 11 contains 3505 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10517 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 3997 members Mstep: Class 16 contains 3098 members Mstep: Class 17 contains 3125 members Mstep: Class 18 contains 4707 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 461 members Entering Unmasked Estep ConsiderDeletion Score: -55423424.000000 Penalty: 64550.628906 Iteration 108Q: 21 clusters Score -5.542342e+07 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 206 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 94997 members Mstep: Class 3 contains 56153 members Mstep: Class 4 contains 64424 members Mstep: Class 5 contains 173923 members Mstep: Class 6 contains 6712 members Mstep: Class 7 contains 14067 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 745 members Mstep: Class 11 contains 3505 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10492 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 3992 members Mstep: Class 16 contains 3096 members Mstep: Class 17 contains 3125 members Mstep: Class 18 contains 4709 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 461 members Entering Unmasked Estep ConsiderDeletion Score: -55423316.000000 Penalty: 64550.628906 Iteration 109Q: 21 clusters Score -5.542332e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 206 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 94743 members Mstep: Class 3 contains 56155 members Mstep: Class 4 contains 64426 members Mstep: Class 5 contains 174196 members Mstep: Class 6 contains 6721 members Mstep: Class 7 contains 14064 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 743 members Mstep: Class 11 contains 3505 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10472 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 3988 members Mstep: Class 16 contains 3094 members Mstep: Class 17 contains 3124 members Mstep: Class 18 contains 4709 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 463 members Entering Unmasked Estep ConsiderDeletion Score: -55423240.000000 Penalty: 64550.628906 Iteration 110Q: 21 clusters Score -5.542324e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 206 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 94503 members Mstep: Class 3 contains 56153 members Mstep: Class 4 contains 64430 members Mstep: Class 5 contains 174448 members Mstep: Class 6 contains 6728 members Mstep: Class 7 contains 14062 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 736 members Mstep: Class 11 contains 3505 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10460 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 3983 members Mstep: Class 16 contains 3093 members Mstep: Class 17 contains 3123 members Mstep: Class 18 contains 4707 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 470 members Entering Unmasked Estep ConsiderDeletion Score: -55423312.000000 Penalty: 64550.628906 Iteration 111Q: 21 clusters Score -5.542331e+07 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 206 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 94268 members Mstep: Class 3 contains 56157 members Mstep: Class 4 contains 64434 members Mstep: Class 5 contains 174694 members Mstep: Class 6 contains 6732 members Mstep: Class 7 contains 14059 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 731 members Mstep: Class 11 contains 3505 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10447 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 3980 members Mstep: Class 16 contains 3092 members Mstep: Class 17 contains 3122 members Mstep: Class 18 contains 4707 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 475 members Entering Unmasked Estep ConsiderDeletion Score: -55423236.000000 Penalty: 64550.628906 Iteration 112Q: 21 clusters Score -5.542324e+07 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 206 members Mstep: Class 1 contains 5492 members Mstep: Class 2 contains 94014 members Mstep: Class 3 contains 56153 members Mstep: Class 4 contains 64436 members Mstep: Class 5 contains 174979 members Mstep: Class 6 contains 6735 members Mstep: Class 7 contains 14056 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 728 members Mstep: Class 11 contains 3505 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10430 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 3975 members Mstep: Class 16 contains 3091 members Mstep: Class 17 contains 3120 members Mstep: Class 18 contains 4708 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 478 members Entering Unmasked Estep ConsiderDeletion Score: -55423192.000000 Penalty: 64550.628906 Iteration 113Q: 21 clusters Score -5.542319e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 206 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 93793 members Mstep: Class 3 contains 56156 members Mstep: Class 4 contains 64438 members Mstep: Class 5 contains 175224 members Mstep: Class 6 contains 6738 members Mstep: Class 7 contains 14053 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 3504 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10414 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 3964 members Mstep: Class 16 contains 3092 members Mstep: Class 17 contains 3119 members Mstep: Class 18 contains 4708 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55423236.000000 Penalty: 64550.628906 Iteration 114Q: 21 clusters Score -5.542324e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 206 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 93559 members Mstep: Class 3 contains 56159 members Mstep: Class 4 contains 64441 members Mstep: Class 5 contains 175481 members Mstep: Class 6 contains 6742 members Mstep: Class 7 contains 14043 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 718 members Mstep: Class 11 contains 3504 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10398 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 3957 members Mstep: Class 16 contains 3090 members Mstep: Class 17 contains 3121 members Mstep: Class 18 contains 4708 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 488 members Entering Unmasked Estep ConsiderDeletion Score: -55423232.000000 Penalty: 64550.628906 Iteration 115Q: 21 clusters Score -5.542323e+07 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 206 members Mstep: Class 1 contains 5492 members Mstep: Class 2 contains 93318 members Mstep: Class 3 contains 56164 members Mstep: Class 4 contains 64444 members Mstep: Class 5 contains 175750 members Mstep: Class 6 contains 6742 members Mstep: Class 7 contains 14035 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 714 members Mstep: Class 11 contains 3504 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10382 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 3945 members Mstep: Class 16 contains 3090 members Mstep: Class 17 contains 3122 members Mstep: Class 18 contains 4706 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 492 members Entering Unmasked Estep ConsiderDeletion Score: -55423228.000000 Penalty: 64550.628906 Iteration 116Q: 21 clusters Score -5.542323e+07 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 206 members Mstep: Class 1 contains 5487 members Mstep: Class 2 contains 93047 members Mstep: Class 3 contains 56164 members Mstep: Class 4 contains 64446 members Mstep: Class 5 contains 176054 members Mstep: Class 6 contains 6745 members Mstep: Class 7 contains 14021 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 708 members Mstep: Class 11 contains 3504 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10367 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 3938 members Mstep: Class 16 contains 3092 members Mstep: Class 17 contains 3123 members Mstep: Class 18 contains 4706 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 498 members Entering Unmasked Estep ConsiderDeletion Score: -55423360.000000 Penalty: 64550.628906 Iteration 117Q: 21 clusters Score -5.542336e+07 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 206 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 92776 members Mstep: Class 3 contains 56160 members Mstep: Class 4 contains 64442 members Mstep: Class 5 contains 176364 members Mstep: Class 6 contains 6751 members Mstep: Class 7 contains 14014 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 706 members Mstep: Class 11 contains 3504 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10347 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 3929 members Mstep: Class 16 contains 3095 members Mstep: Class 17 contains 3122 members Mstep: Class 18 contains 4706 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 500 members Entering Unmasked Estep ConsiderDeletion Score: -55423364.000000 Penalty: 64550.628906 Iteration 118Q: 21 clusters Score -5.542336e+07 nChanged 353 Entering ConstructFrom: Score: -55423364.000000 Penalty: 64550.628906 Entering ConstructFrom: Trying to split cluster 1 (5480 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5480 members Entering Unmasked Estep Score: -699231.312500 Penalty: 2134.997314 Iteration 0F: 2 clusters Score -699231.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -694342.062500 Penalty: 4269.994629 Iteration 0F: 3 clusters Score -694342.1 nChanged 2110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -695534.625000 Penalty: 4269.994629 Iteration 1F: 3 clusters Score -695534.6 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -695764.500000 Penalty: 4269.994629 Iteration 2F: 3 clusters Score -695764.5 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -695894.750000 Penalty: 4269.994629 Iteration 3Q: 3 clusters Score -695894.8 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -695989.062500 Penalty: 4269.994629 Iteration 4Q: 3 clusters Score -695989.1 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -696059.000000 Penalty: 4269.994629 Iteration 5Q: 3 clusters Score -696059 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -696115.937500 Penalty: 4269.994629 Iteration 6Q: 3 clusters Score -696115.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -696151.000000 Penalty: 4269.994629 Iteration 7Q: 3 clusters Score -696151 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -696177.687500 Penalty: 4269.994629 Iteration 8Q: 3 clusters Score -696177.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -696204.875000 Penalty: 4269.994629 Iteration 9Q: 3 clusters Score -696204.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -696223.812500 Penalty: 4269.994629 Iteration 10Q: 3 clusters Score -696223.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -696239.687500 Penalty: 4269.994629 Iteration 11Q: 3 clusters Score -696239.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -696258.750000 Penalty: 4269.994629 Iteration 12Q: 3 clusters Score -696258.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -696280.125000 Penalty: 4269.994629 Iteration 13Q: 3 clusters Score -696280.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -696308.937500 Penalty: 4269.994629 Iteration 14Q: 3 clusters Score -696308.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -696332.750000 Penalty: 4269.994629 Iteration 15Q: 3 clusters Score -696332.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -696360.187500 Penalty: 4269.994629 Iteration 16Q: 3 clusters Score -696360.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -696387.125000 Penalty: 4269.994629 Iteration 17Q: 3 clusters Score -696387.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -696407.187500 Penalty: 4269.994629 Iteration 18Q: 3 clusters Score -696407.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -696424.875000 Penalty: 4269.994629 Iteration 19Q: 3 clusters Score -696424.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -696442.687500 Penalty: 4269.994629 Iteration 20F: 3 clusters Score -696442.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -696458.625000 Penalty: 4269.994629 Iteration 21Q: 3 clusters Score -696458.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -696469.062500 Penalty: 4269.994629 Iteration 22Q: 3 clusters Score -696469.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -696476.437500 Penalty: 4269.994629 Iteration 23Q: 3 clusters Score -696476.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -696487.125000 Penalty: 4269.994629 Iteration 24Q: 3 clusters Score -696487.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -696500.812500 Penalty: 4269.994629 Iteration 25Q: 3 clusters Score -696500.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -696514.937500 Penalty: 4269.994629 Iteration 26Q: 3 clusters Score -696514.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -696521.812500 Penalty: 4269.994629 Iteration 27Q: 3 clusters Score -696521.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -696537.812500 Penalty: 4269.994629 Iteration 28Q: 3 clusters Score -696537.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -696549.312500 Penalty: 4269.994629 Iteration 29Q: 3 clusters Score -696549.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -696564.812500 Penalty: 4269.994629 Iteration 30Q: 3 clusters Score -696564.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -696575.187500 Penalty: 4269.994629 Iteration 31Q: 3 clusters Score -696575.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -696582.562500 Penalty: 4269.994629 Iteration 32Q: 3 clusters Score -696582.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -696590.437500 Penalty: 4269.994629 Iteration 33Q: 3 clusters Score -696590.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -696601.812500 Penalty: 4269.994629 Iteration 34Q: 3 clusters Score -696601.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -696609.562500 Penalty: 4269.994629 Iteration 35Q: 3 clusters Score -696609.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -696623.375000 Penalty: 4269.994629 Iteration 36Q: 3 clusters Score -696623.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -696636.125000 Penalty: 4269.994629 Iteration 37Q: 3 clusters Score -696636.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -696648.875000 Penalty: 4269.994629 Iteration 38Q: 3 clusters Score -696648.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -696662.437500 Penalty: 4269.994629 Iteration 39Q: 3 clusters Score -696662.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -696673.937500 Penalty: 4269.994629 Iteration 40F: 3 clusters Score -696673.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -696688.812500 Penalty: 4269.994629 Iteration 41Q: 3 clusters Score -696688.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -696704.750000 Penalty: 4269.994629 Iteration 42Q: 3 clusters Score -696704.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -696721.000000 Penalty: 4269.994629 Iteration 43Q: 3 clusters Score -696721 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -696738.125000 Penalty: 4269.994629 Iteration 44Q: 3 clusters Score -696738.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -696751.750000 Penalty: 4269.994629 Iteration 45Q: 3 clusters Score -696751.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -696764.312500 Penalty: 4269.994629 Iteration 46Q: 3 clusters Score -696764.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -696785.875000 Penalty: 4269.994629 Iteration 47Q: 3 clusters Score -696785.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -696802.875000 Penalty: 4269.994629 Iteration 48Q: 3 clusters Score -696802.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -696822.750000 Penalty: 4269.994629 Iteration 49Q: 3 clusters Score -696822.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -696836.250000 Penalty: 4269.994629 Iteration 50Q: 3 clusters Score -696836.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -696856.250000 Penalty: 4269.994629 Iteration 51Q: 3 clusters Score -696856.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -696869.875000 Penalty: 4269.994629 Iteration 52Q: 3 clusters Score -696869.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -696884.687500 Penalty: 4269.994629 Iteration 53Q: 3 clusters Score -696884.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -696892.250000 Penalty: 4269.994629 Iteration 54Q: 3 clusters Score -696892.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -696901.812500 Penalty: 4269.994629 Iteration 55Q: 3 clusters Score -696901.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3969 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -696910.000000 Penalty: 4269.994629 Iteration 56Q: 3 clusters Score -696910 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -696924.312500 Penalty: 4269.994629 Iteration 57Q: 3 clusters Score -696924.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -696934.750000 Penalty: 4269.994629 Iteration 58Q: 3 clusters Score -696934.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -696946.312500 Penalty: 4269.994629 Iteration 59Q: 3 clusters Score -696946.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -696961.187500 Penalty: 4269.994629 Iteration 60F: 3 clusters Score -696961.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -696973.125000 Penalty: 4269.994629 Iteration 61Q: 3 clusters Score -696973.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -696988.562500 Penalty: 4269.994629 Iteration 62Q: 3 clusters Score -696988.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -696997.500000 Penalty: 4269.994629 Iteration 63Q: 3 clusters Score -696997.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -697006.750000 Penalty: 4269.994629 Iteration 64Q: 3 clusters Score -697006.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -697018.937500 Penalty: 4269.994629 Iteration 65Q: 3 clusters Score -697018.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -697031.125000 Penalty: 4269.994629 Iteration 66Q: 3 clusters Score -697031.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -697042.125000 Penalty: 4269.994629 Iteration 67Q: 3 clusters Score -697042.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -697053.625000 Penalty: 4269.994629 Iteration 68Q: 3 clusters Score -697053.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -697062.375000 Penalty: 4269.994629 Iteration 69Q: 3 clusters Score -697062.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4298 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -697069.500000 Penalty: 4269.994629 Iteration 70Q: 3 clusters Score -697069.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -697082.000000 Penalty: 4269.994629 Iteration 71Q: 3 clusters Score -697082 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -697090.875000 Penalty: 4269.994629 Iteration 72Q: 3 clusters Score -697090.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -697105.875000 Penalty: 4269.994629 Iteration 73Q: 3 clusters Score -697105.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -697119.125000 Penalty: 4269.994629 Iteration 74Q: 3 clusters Score -697119.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -697131.437500 Penalty: 4269.994629 Iteration 75Q: 3 clusters Score -697131.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -697142.062500 Penalty: 4269.994629 Iteration 76Q: 3 clusters Score -697142.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -697154.625000 Penalty: 4269.994629 Iteration 77Q: 3 clusters Score -697154.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -697163.062500 Penalty: 4269.994629 Iteration 78Q: 3 clusters Score -697163.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -697172.125000 Penalty: 4269.994629 Iteration 79Q: 3 clusters Score -697172.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -697179.062500 Penalty: 4269.994629 Iteration 80F: 3 clusters Score -697179.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -697185.625000 Penalty: 4269.994629 Iteration 81Q: 3 clusters Score -697185.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -697191.062500 Penalty: 4269.994629 Iteration 82Q: 3 clusters Score -697191.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -697200.125000 Penalty: 4269.994629 Iteration 83Q: 3 clusters Score -697200.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -697207.500000 Penalty: 4269.994629 Iteration 84Q: 3 clusters Score -697207.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4599 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -697215.000000 Penalty: 4269.994629 Iteration 85Q: 3 clusters Score -697215 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -697222.125000 Penalty: 4269.994629 Iteration 86Q: 3 clusters Score -697222.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4634 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -697230.125000 Penalty: 4269.994629 Iteration 87Q: 3 clusters Score -697230.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -697237.062500 Penalty: 4269.994629 Iteration 88Q: 3 clusters Score -697237.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -697244.000000 Penalty: 4269.994629 Iteration 89Q: 3 clusters Score -697244 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -697248.187500 Penalty: 4269.994629 Iteration 90Q: 3 clusters Score -697248.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -697254.187500 Penalty: 4269.994629 Iteration 91Q: 3 clusters Score -697254.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -697264.375000 Penalty: 4269.994629 Iteration 92Q: 3 clusters Score -697264.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -697270.937500 Penalty: 4269.994629 Iteration 93Q: 3 clusters Score -697270.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -697280.812500 Penalty: 4269.994629 Iteration 94Q: 3 clusters Score -697280.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -697286.812500 Penalty: 4269.994629 Iteration 95Q: 3 clusters Score -697286.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -697292.500000 Penalty: 4269.994629 Iteration 96Q: 3 clusters Score -697292.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -697297.875000 Penalty: 4269.994629 Iteration 97Q: 3 clusters Score -697297.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -697300.312500 Penalty: 4269.994629 Iteration 98Q: 3 clusters Score -697300.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -697303.437500 Penalty: 4269.994629 Iteration 99Q: 3 clusters Score -697303.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -697304.187500 Penalty: 4269.994629 Iteration 100F: 3 clusters Score -697304.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -697306.687500 Penalty: 4269.994629 Iteration 101Q: 3 clusters Score -697306.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4783 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -697306.000000 Penalty: 4269.994629 Iteration 102Q: 3 clusters Score -697306 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -697306.437500 Penalty: 4269.994629 Iteration 103Q: 3 clusters Score -697306.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -697307.437500 Penalty: 4269.994629 Iteration 104Q: 3 clusters Score -697307.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -697309.062500 Penalty: 4269.994629 Iteration 105Q: 3 clusters Score -697309.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -697310.875000 Penalty: 4269.994629 Iteration 106Q: 3 clusters Score -697310.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -697312.562500 Penalty: 4269.994629 Iteration 107Q: 3 clusters Score -697312.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -697312.125000 Penalty: 4269.994629 Iteration 108Q: 3 clusters Score -697312.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -697313.250000 Penalty: 4269.994629 Iteration 109Q: 3 clusters Score -697313.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -697315.687500 Penalty: 4269.994629 Iteration 110Q: 3 clusters Score -697315.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -697321.625000 Penalty: 4269.994629 Iteration 111Q: 3 clusters Score -697321.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -697326.875000 Penalty: 4269.994629 Iteration 112Q: 3 clusters Score -697326.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4820 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -697335.125000 Penalty: 4269.994629 Iteration 113Q: 3 clusters Score -697335.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4828 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -697340.687500 Penalty: 4269.994629 Iteration 114Q: 3 clusters Score -697340.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -697348.812500 Penalty: 4269.994629 Iteration 115Q: 3 clusters Score -697348.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4842 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -697355.875000 Penalty: 4269.994629 Iteration 116Q: 3 clusters Score -697355.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4851 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -697361.875000 Penalty: 4269.994629 Iteration 117Q: 3 clusters Score -697361.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -697368.625000 Penalty: 4269.994629 Iteration 118Q: 3 clusters Score -697368.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -697373.187500 Penalty: 4269.994629 Iteration 119Q: 3 clusters Score -697373.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -697378.125000 Penalty: 4269.994629 Iteration 120F: 3 clusters Score -697378.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -697379.687500 Penalty: 4269.994629 Iteration 121Q: 3 clusters Score -697379.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -697380.937500 Penalty: 4269.994629 Iteration 122Q: 3 clusters Score -697380.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -697381.937500 Penalty: 4269.994629 Iteration 123Q: 3 clusters Score -697381.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -697383.500000 Penalty: 4269.994629 Iteration 124Q: 3 clusters Score -697383.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -697383.500000 Penalty: 4269.994629 Iteration 125F: 3 clusters Score -697383.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (92511 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92511 members Entering Unmasked Estep Score: -11587816.000000 Penalty: 2835.900391 Iteration 0F: 2 clusters Score -1.158782e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46003 members Mstep: Class 2 contains 46508 members Entering Unmasked Estep Score: -11526136.000000 Penalty: 5671.800781 Iteration 0F: 3 clusters Score -1.152614e+07 nChanged 43529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42938 members Mstep: Class 2 contains 49573 members Entering Unmasked Estep Score: -11550965.000000 Penalty: 5671.800781 Iteration 1F: 3 clusters Score -1.155096e+07 nChanged 3296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41006 members Mstep: Class 2 contains 51505 members Entering Unmasked Estep Score: -11551932.000000 Penalty: 5671.800781 Iteration 2Q: 3 clusters Score -1.155193e+07 nChanged 3726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38072 members Mstep: Class 2 contains 54439 members Entering Unmasked Estep Score: -11553370.000000 Penalty: 5671.800781 Iteration 3Q: 3 clusters Score -1.155337e+07 nChanged 4655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33815 members Mstep: Class 2 contains 58696 members Entering Unmasked Estep Score: -11555703.000000 Penalty: 5671.800781 Iteration 4F: 3 clusters Score -1.15557e+07 nChanged 5983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27966 members Mstep: Class 2 contains 64545 members Entering Unmasked Estep Score: -11559825.000000 Penalty: 5671.800781 Iteration 5F: 3 clusters Score -1.155982e+07 nChanged 7318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20684 members Mstep: Class 2 contains 71827 members Entering Unmasked Estep Score: -11565915.000000 Penalty: 5671.800781 Iteration 6F: 3 clusters Score -1.156592e+07 nChanged 7490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13204 members Mstep: Class 2 contains 79307 members Entering Unmasked Estep Score: -11572798.000000 Penalty: 5671.800781 Iteration 7F: 3 clusters Score -1.15728e+07 nChanged 6099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7109 members Mstep: Class 2 contains 85402 members Entering Unmasked Estep Score: -11578736.000000 Penalty: 5671.800781 Iteration 8F: 3 clusters Score -1.157874e+07 nChanged 3811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 89211 members Entering Unmasked Estep Score: -11582500.000000 Penalty: 5671.800781 Iteration 9Q: 3 clusters Score -1.15825e+07 nChanged 1849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 91056 members Entering Unmasked Estep Score: -11584189.000000 Penalty: 5671.800781 Iteration 10Q: 3 clusters Score -1.158419e+07 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 91747 members Entering Unmasked Estep Score: -11584852.000000 Penalty: 5671.800781 Iteration 11Q: 3 clusters Score -1.158485e+07 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 92010 members Entering Unmasked Estep Score: -11585116.000000 Penalty: 5671.800781 Iteration 12Q: 3 clusters Score -1.158512e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 92111 members Entering Unmasked Estep Score: -11585207.000000 Penalty: 5671.800781 Iteration 13Q: 3 clusters Score -1.158521e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 92163 members Entering Unmasked Estep Score: -11585290.000000 Penalty: 5671.800781 Iteration 14Q: 3 clusters Score -1.158529e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 92195 members Entering Unmasked Estep Score: -11585337.000000 Penalty: 5671.800781 Iteration 15Q: 3 clusters Score -1.158534e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 92213 members Entering Unmasked Estep Score: -11585363.000000 Penalty: 5671.800781 Iteration 16Q: 3 clusters Score -1.158536e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 92224 members Entering Unmasked Estep Score: -11585374.000000 Penalty: 5671.800781 Iteration 17Q: 3 clusters Score -1.158537e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 92235 members Entering Unmasked Estep Score: -11585383.000000 Penalty: 5671.800781 Iteration 18Q: 3 clusters Score -1.158538e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 92241 members Entering Unmasked Estep Score: -11585387.000000 Penalty: 5671.800781 Iteration 19Q: 3 clusters Score -1.158539e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 92245 members Entering Unmasked Estep Score: -11585387.000000 Penalty: 5671.800781 Iteration 20F: 3 clusters Score -1.158539e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 92248 members Entering Unmasked Estep Score: -11585393.000000 Penalty: 5671.800781 Iteration 21Q: 3 clusters Score -1.158539e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 92250 members Entering Unmasked Estep Score: -11585402.000000 Penalty: 5671.800781 Iteration 22Q: 3 clusters Score -1.15854e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 92250 members Entering Unmasked Estep Score: -11585402.000000 Penalty: 5671.800781 Iteration 23F: 3 clusters Score -1.15854e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (56162 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56162 members Entering Unmasked Estep Score: -7167582.000000 Penalty: 2712.126953 Iteration 0F: 2 clusters Score -7167582 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28114 members Mstep: Class 2 contains 28048 members Entering Unmasked Estep Score: -7129719.500000 Penalty: 5424.253906 Iteration 0F: 3 clusters Score -7129720 nChanged 25985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28811 members Mstep: Class 2 contains 27351 members Entering Unmasked Estep Score: -7144424.500000 Penalty: 5424.253906 Iteration 1F: 3 clusters Score -7144424 nChanged 2347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29380 members Mstep: Class 2 contains 26782 members Entering Unmasked Estep Score: -7145166.000000 Penalty: 5424.253906 Iteration 2Q: 3 clusters Score -7145166 nChanged 2420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30304 members Mstep: Class 2 contains 25858 members Entering Unmasked Estep Score: -7146034.500000 Penalty: 5424.253906 Iteration 3Q: 3 clusters Score -7146034 nChanged 2595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31699 members Mstep: Class 2 contains 24463 members Entering Unmasked Estep Score: -7147105.000000 Penalty: 5424.253906 Iteration 4Q: 3 clusters Score -7147105 nChanged 3047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33868 members Mstep: Class 2 contains 22294 members Entering Unmasked Estep Score: -7148431.500000 Penalty: 5424.253906 Iteration 5F: 3 clusters Score -7148432 nChanged 3504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36912 members Mstep: Class 2 contains 19250 members Entering Unmasked Estep Score: -7150490.000000 Penalty: 5424.253906 Iteration 6F: 3 clusters Score -7150490 nChanged 4161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40869 members Mstep: Class 2 contains 15293 members Entering Unmasked Estep Score: -7153466.000000 Penalty: 5424.253906 Iteration 7F: 3 clusters Score -7153466 nChanged 4491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45284 members Mstep: Class 2 contains 10878 members Entering Unmasked Estep Score: -7157529.500000 Penalty: 5424.253906 Iteration 8F: 3 clusters Score -7157530 nChanged 3878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49130 members Mstep: Class 2 contains 7032 members Entering Unmasked Estep Score: -7161253.000000 Penalty: 5424.253906 Iteration 9F: 3 clusters Score -7161253 nChanged 2431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51537 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -7164029.000000 Penalty: 5424.253906 Iteration 10Q: 3 clusters Score -7164029 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52659 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -7165449.500000 Penalty: 5424.253906 Iteration 11Q: 3 clusters Score -7165450 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53178 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -7165945.500000 Penalty: 5424.253906 Iteration 12Q: 3 clusters Score -7165946 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53483 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -7166158.000000 Penalty: 5424.253906 Iteration 13Q: 3 clusters Score -7166158 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53701 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -7166258.500000 Penalty: 5424.253906 Iteration 14Q: 3 clusters Score -7166258 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53850 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -7166314.000000 Penalty: 5424.253906 Iteration 15Q: 3 clusters Score -7166314 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53957 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -7166358.000000 Penalty: 5424.253906 Iteration 16Q: 3 clusters Score -7166358 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54031 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -7166365.000000 Penalty: 5424.253906 Iteration 17Q: 3 clusters Score -7166365 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54094 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -7166362.000000 Penalty: 5424.253906 Iteration 18Q: 3 clusters Score -7166362 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54155 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -7166372.000000 Penalty: 5424.253906 Iteration 19Q: 3 clusters Score -7166372 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54206 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -7166375.000000 Penalty: 5424.253906 Iteration 20F: 3 clusters Score -7166375 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54254 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -7166405.000000 Penalty: 5424.253906 Iteration 21Q: 3 clusters Score -7166405 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54283 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -7166433.500000 Penalty: 5424.253906 Iteration 22Q: 3 clusters Score -7166434 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54306 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -7166436.000000 Penalty: 5424.253906 Iteration 23Q: 3 clusters Score -7166436 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54324 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -7166433.000000 Penalty: 5424.253906 Iteration 24Q: 3 clusters Score -7166433 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54339 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -7166433.500000 Penalty: 5424.253906 Iteration 25Q: 3 clusters Score -7166434 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54352 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -7166431.500000 Penalty: 5424.253906 Iteration 26Q: 3 clusters Score -7166432 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54359 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -7166427.500000 Penalty: 5424.253906 Iteration 27Q: 3 clusters Score -7166428 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54364 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -7166431.500000 Penalty: 5424.253906 Iteration 28Q: 3 clusters Score -7166432 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54367 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -7166434.500000 Penalty: 5424.253906 Iteration 29Q: 3 clusters Score -7166434 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54370 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -7166430.500000 Penalty: 5424.253906 Iteration 30Q: 3 clusters Score -7166430 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54375 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -7166428.500000 Penalty: 5424.253906 Iteration 31Q: 3 clusters Score -7166428 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54378 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -7166426.000000 Penalty: 5424.253906 Iteration 32Q: 3 clusters Score -7166426 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54380 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -7166426.000000 Penalty: 5424.253906 Iteration 33Q: 3 clusters Score -7166426 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54380 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -7166426.000000 Penalty: 5424.253906 Iteration 34F: 3 clusters Score -7166426 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (64441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64441 members Entering Unmasked Estep Score: -8108934.500000 Penalty: 2746.229248 Iteration 0F: 2 clusters Score -8108934 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32062 members Mstep: Class 2 contains 32379 members Entering Unmasked Estep Score: -8065749.500000 Penalty: 5492.458496 Iteration 0F: 3 clusters Score -8065750 nChanged 30035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30693 members Mstep: Class 2 contains 33748 members Entering Unmasked Estep Score: -8082826.000000 Penalty: 5492.458496 Iteration 1F: 3 clusters Score -8082826 nChanged 2943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29796 members Mstep: Class 2 contains 34645 members Entering Unmasked Estep Score: -8083992.000000 Penalty: 5492.458496 Iteration 2Q: 3 clusters Score -8083992 nChanged 3385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28373 members Mstep: Class 2 contains 36068 members Entering Unmasked Estep Score: -8085611.000000 Penalty: 5492.458496 Iteration 3F: 3 clusters Score -8085611 nChanged 3997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26378 members Mstep: Class 2 contains 38063 members Entering Unmasked Estep Score: -8088042.500000 Penalty: 5492.458496 Iteration 4F: 3 clusters Score -8088042 nChanged 4667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23677 members Mstep: Class 2 contains 40764 members Entering Unmasked Estep Score: -8091638.000000 Penalty: 5492.458496 Iteration 5F: 3 clusters Score -8091638 nChanged 4878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20875 members Mstep: Class 2 contains 43566 members Entering Unmasked Estep Score: -8095763.500000 Penalty: 5492.458496 Iteration 6F: 3 clusters Score -8095764 nChanged 4169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18712 members Mstep: Class 2 contains 45729 members Entering Unmasked Estep Score: -8099120.000000 Penalty: 5492.458496 Iteration 7F: 3 clusters Score -8099120 nChanged 3130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17372 members Mstep: Class 2 contains 47069 members Entering Unmasked Estep Score: -8101055.500000 Penalty: 5492.458496 Iteration 8Q: 3 clusters Score -8101056 nChanged 2061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16543 members Mstep: Class 2 contains 47898 members Entering Unmasked Estep Score: -8102049.500000 Penalty: 5492.458496 Iteration 9Q: 3 clusters Score -8102050 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15879 members Mstep: Class 2 contains 48562 members Entering Unmasked Estep Score: -8102517.000000 Penalty: 5492.458496 Iteration 10Q: 3 clusters Score -8102517 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15199 members Mstep: Class 2 contains 49242 members Entering Unmasked Estep Score: -8102856.000000 Penalty: 5492.458496 Iteration 11Q: 3 clusters Score -8102856 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14539 members Mstep: Class 2 contains 49902 members Entering Unmasked Estep Score: -8103055.000000 Penalty: 5492.458496 Iteration 12Q: 3 clusters Score -8103055 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13884 members Mstep: Class 2 contains 50557 members Entering Unmasked Estep Score: -8103249.000000 Penalty: 5492.458496 Iteration 13Q: 3 clusters Score -8103249 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13228 members Mstep: Class 2 contains 51213 members Entering Unmasked Estep Score: -8103441.500000 Penalty: 5492.458496 Iteration 14Q: 3 clusters Score -8103442 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12591 members Mstep: Class 2 contains 51850 members Entering Unmasked Estep Score: -8103641.000000 Penalty: 5492.458496 Iteration 15Q: 3 clusters Score -8103641 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11949 members Mstep: Class 2 contains 52492 members Entering Unmasked Estep Score: -8103884.500000 Penalty: 5492.458496 Iteration 16Q: 3 clusters Score -8103884 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11305 members Mstep: Class 2 contains 53136 members Entering Unmasked Estep Score: -8104134.500000 Penalty: 5492.458496 Iteration 17Q: 3 clusters Score -8104134 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10673 members Mstep: Class 2 contains 53768 members Entering Unmasked Estep Score: -8104394.000000 Penalty: 5492.458496 Iteration 18Q: 3 clusters Score -8104394 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10057 members Mstep: Class 2 contains 54384 members Entering Unmasked Estep Score: -8104687.500000 Penalty: 5492.458496 Iteration 19Q: 3 clusters Score -8104688 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9443 members Mstep: Class 2 contains 54998 members Entering Unmasked Estep Score: -8105051.000000 Penalty: 5492.458496 Iteration 20F: 3 clusters Score -8105051 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8846 members Mstep: Class 2 contains 55595 members Entering Unmasked Estep Score: -8105501.500000 Penalty: 5492.458496 Iteration 21Q: 3 clusters Score -8105502 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8291 members Mstep: Class 2 contains 56150 members Entering Unmasked Estep Score: -8106070.000000 Penalty: 5492.458496 Iteration 22Q: 3 clusters Score -8106070 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7767 members Mstep: Class 2 contains 56674 members Entering Unmasked Estep Score: -8106677.000000 Penalty: 5492.458496 Iteration 23Q: 3 clusters Score -8106677 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7359 members Mstep: Class 2 contains 57082 members Entering Unmasked Estep Score: -8107133.500000 Penalty: 5492.458496 Iteration 24Q: 3 clusters Score -8107134 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7061 members Mstep: Class 2 contains 57380 members Entering Unmasked Estep Score: -8107388.500000 Penalty: 5492.458496 Iteration 25Q: 3 clusters Score -8107388 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6823 members Mstep: Class 2 contains 57618 members Entering Unmasked Estep Score: -8107569.500000 Penalty: 5492.458496 Iteration 26Q: 3 clusters Score -8107570 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 57796 members Entering Unmasked Estep Score: -8107639.000000 Penalty: 5492.458496 Iteration 27Q: 3 clusters Score -8107639 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6490 members Mstep: Class 2 contains 57951 members Entering Unmasked Estep Score: -8107679.000000 Penalty: 5492.458496 Iteration 28Q: 3 clusters Score -8107679 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6367 members Mstep: Class 2 contains 58074 members Entering Unmasked Estep Score: -8107720.000000 Penalty: 5492.458496 Iteration 29Q: 3 clusters Score -8107720 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6280 members Mstep: Class 2 contains 58161 members Entering Unmasked Estep Score: -8107734.500000 Penalty: 5492.458496 Iteration 30Q: 3 clusters Score -8107734 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 58219 members Entering Unmasked Estep Score: -8107744.000000 Penalty: 5492.458496 Iteration 31Q: 3 clusters Score -8107744 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6173 members Mstep: Class 2 contains 58268 members Entering Unmasked Estep Score: -8107757.500000 Penalty: 5492.458496 Iteration 32Q: 3 clusters Score -8107758 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 58320 members Entering Unmasked Estep Score: -8107755.000000 Penalty: 5492.458496 Iteration 33Q: 3 clusters Score -8107755 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 58359 members Entering Unmasked Estep Score: -8107758.500000 Penalty: 5492.458496 Iteration 34Q: 3 clusters Score -8107758 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6039 members Mstep: Class 2 contains 58402 members Entering Unmasked Estep Score: -8107763.500000 Penalty: 5492.458496 Iteration 35Q: 3 clusters Score -8107764 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6002 members Mstep: Class 2 contains 58439 members Entering Unmasked Estep Score: -8107759.500000 Penalty: 5492.458496 Iteration 36Q: 3 clusters Score -8107760 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5961 members Mstep: Class 2 contains 58480 members Entering Unmasked Estep Score: -8107760.500000 Penalty: 5492.458496 Iteration 37Q: 3 clusters Score -8107760 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5930 members Mstep: Class 2 contains 58511 members Entering Unmasked Estep Score: -8107751.000000 Penalty: 5492.458496 Iteration 38Q: 3 clusters Score -8107751 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5901 members Mstep: Class 2 contains 58540 members Entering Unmasked Estep Score: -8107751.000000 Penalty: 5492.458496 Iteration 39Q: 3 clusters Score -8107751 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5877 members Mstep: Class 2 contains 58564 members Entering Unmasked Estep Score: -8107747.000000 Penalty: 5492.458496 Iteration 40F: 3 clusters Score -8107747 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5864 members Mstep: Class 2 contains 58577 members Entering Unmasked Estep Score: -8107749.500000 Penalty: 5492.458496 Iteration 41Q: 3 clusters Score -8107750 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5853 members Mstep: Class 2 contains 58588 members Entering Unmasked Estep Score: -8107747.000000 Penalty: 5492.458496 Iteration 42Q: 3 clusters Score -8107747 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 58597 members Entering Unmasked Estep Score: -8107751.000000 Penalty: 5492.458496 Iteration 43Q: 3 clusters Score -8107751 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5833 members Mstep: Class 2 contains 58608 members Entering Unmasked Estep Score: -8107755.000000 Penalty: 5492.458496 Iteration 44Q: 3 clusters Score -8107755 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5821 members Mstep: Class 2 contains 58620 members Entering Unmasked Estep Score: -8107758.000000 Penalty: 5492.458496 Iteration 45Q: 3 clusters Score -8107758 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5808 members Mstep: Class 2 contains 58633 members Entering Unmasked Estep Score: -8107748.500000 Penalty: 5492.458496 Iteration 46Q: 3 clusters Score -8107748 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 58638 members Entering Unmasked Estep Score: -8107753.000000 Penalty: 5492.458496 Iteration 47Q: 3 clusters Score -8107753 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5798 members Mstep: Class 2 contains 58643 members Entering Unmasked Estep Score: -8107755.000000 Penalty: 5492.458496 Iteration 48Q: 3 clusters Score -8107755 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5794 members Mstep: Class 2 contains 58647 members Entering Unmasked Estep Score: -8107750.000000 Penalty: 5492.458496 Iteration 49Q: 3 clusters Score -8107750 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5792 members Mstep: Class 2 contains 58649 members Entering Unmasked Estep Score: -8107756.000000 Penalty: 5492.458496 Iteration 50Q: 3 clusters Score -8107756 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5791 members Mstep: Class 2 contains 58650 members Entering Unmasked Estep Score: -8107754.000000 Penalty: 5492.458496 Iteration 51Q: 3 clusters Score -8107754 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5790 members Mstep: Class 2 contains 58651 members Entering Unmasked Estep Score: -8107755.000000 Penalty: 5492.458496 Iteration 52Q: 3 clusters Score -8107755 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 58653 members Entering Unmasked Estep Score: -8107748.500000 Penalty: 5492.458496 Iteration 53Q: 3 clusters Score -8107748 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 58653 members Entering Unmasked Estep Score: -8107748.500000 Penalty: 5492.458496 Iteration 54F: 3 clusters Score -8107748 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (176666 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176666 members Entering Unmasked Estep Score: -22097376.000000 Penalty: 2996.339844 Iteration 0F: 2 clusters Score -2.209738e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88513 members Mstep: Class 2 contains 88153 members Entering Unmasked Estep Score: -21980550.000000 Penalty: 5992.679688 Iteration 0F: 3 clusters Score -2.198055e+07 nChanged 85089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89336 members Mstep: Class 2 contains 87330 members Entering Unmasked Estep Score: -22029914.000000 Penalty: 5992.679688 Iteration 1F: 3 clusters Score -2.202991e+07 nChanged 4953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90367 members Mstep: Class 2 contains 86299 members Entering Unmasked Estep Score: -22030786.000000 Penalty: 5992.679688 Iteration 2Q: 3 clusters Score -2.203079e+07 nChanged 5216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92033 members Mstep: Class 2 contains 84633 members Entering Unmasked Estep Score: -22032074.000000 Penalty: 5992.679688 Iteration 3Q: 3 clusters Score -2.203207e+07 nChanged 5667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94594 members Mstep: Class 2 contains 82072 members Entering Unmasked Estep Score: -22033796.000000 Penalty: 5992.679688 Iteration 4Q: 3 clusters Score -2.20338e+07 nChanged 6590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98478 members Mstep: Class 2 contains 78188 members Entering Unmasked Estep Score: -22035964.000000 Penalty: 5992.679688 Iteration 5Q: 3 clusters Score -2.203596e+07 nChanged 8218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104248 members Mstep: Class 2 contains 72418 members Entering Unmasked Estep Score: -22039806.000000 Penalty: 5992.679688 Iteration 6Q: 3 clusters Score -2.203981e+07 nChanged 10609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112581 members Mstep: Class 2 contains 64085 members Entering Unmasked Estep Score: -22046574.000000 Penalty: 5992.679688 Iteration 7F: 3 clusters Score -2.204657e+07 nChanged 13090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123469 members Mstep: Class 2 contains 53197 members Entering Unmasked Estep Score: -22056116.000000 Penalty: 5992.679688 Iteration 8F: 3 clusters Score -2.205612e+07 nChanged 14115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135628 members Mstep: Class 2 contains 41038 members Entering Unmasked Estep Score: -22068236.000000 Penalty: 5992.679688 Iteration 9F: 3 clusters Score -2.206824e+07 nChanged 12138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146438 members Mstep: Class 2 contains 30228 members Entering Unmasked Estep Score: -22079234.000000 Penalty: 5992.679688 Iteration 10F: 3 clusters Score -2.207923e+07 nChanged 8341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153751 members Mstep: Class 2 contains 22915 members Entering Unmasked Estep Score: -22086880.000000 Penalty: 5992.679688 Iteration 11Q: 3 clusters Score -2.208688e+07 nChanged 5237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158112 members Mstep: Class 2 contains 18554 members Entering Unmasked Estep Score: -22091446.000000 Penalty: 5992.679688 Iteration 12Q: 3 clusters Score -2.209145e+07 nChanged 3326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160744 members Mstep: Class 2 contains 15922 members Entering Unmasked Estep Score: -22093990.000000 Penalty: 5992.679688 Iteration 13Q: 3 clusters Score -2.209399e+07 nChanged 2177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162463 members Mstep: Class 2 contains 14203 members Entering Unmasked Estep Score: -22095736.000000 Penalty: 5992.679688 Iteration 14Q: 3 clusters Score -2.209574e+07 nChanged 1544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163643 members Mstep: Class 2 contains 13023 members Entering Unmasked Estep Score: -22096742.000000 Penalty: 5992.679688 Iteration 15Q: 3 clusters Score -2.209674e+07 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164479 members Mstep: Class 2 contains 12187 members Entering Unmasked Estep Score: -22097414.000000 Penalty: 5992.679688 Iteration 16Q: 3 clusters Score -2.209741e+07 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165106 members Mstep: Class 2 contains 11560 members Entering Unmasked Estep Score: -22097714.000000 Penalty: 5992.679688 Iteration 17Q: 3 clusters Score -2.209771e+07 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165606 members Mstep: Class 2 contains 11060 members Entering Unmasked Estep Score: -22097968.000000 Penalty: 5992.679688 Iteration 18Q: 3 clusters Score -2.209797e+07 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166017 members Mstep: Class 2 contains 10649 members Entering Unmasked Estep Score: -22098152.000000 Penalty: 5992.679688 Iteration 19Q: 3 clusters Score -2.209815e+07 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166350 members Mstep: Class 2 contains 10316 members Entering Unmasked Estep Score: -22098196.000000 Penalty: 5992.679688 Iteration 20F: 3 clusters Score -2.20982e+07 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166654 members Mstep: Class 2 contains 10012 members Entering Unmasked Estep Score: -22098238.000000 Penalty: 5992.679688 Iteration 21Q: 3 clusters Score -2.209824e+07 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166891 members Mstep: Class 2 contains 9775 members Entering Unmasked Estep Score: -22098310.000000 Penalty: 5992.679688 Iteration 22Q: 3 clusters Score -2.209831e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167071 members Mstep: Class 2 contains 9595 members Entering Unmasked Estep Score: -22098338.000000 Penalty: 5992.679688 Iteration 23Q: 3 clusters Score -2.209834e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167236 members Mstep: Class 2 contains 9430 members Entering Unmasked Estep Score: -22098300.000000 Penalty: 5992.679688 Iteration 24Q: 3 clusters Score -2.20983e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167381 members Mstep: Class 2 contains 9285 members Entering Unmasked Estep Score: -22098316.000000 Penalty: 5992.679688 Iteration 25Q: 3 clusters Score -2.209832e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167494 members Mstep: Class 2 contains 9172 members Entering Unmasked Estep Score: -22098320.000000 Penalty: 5992.679688 Iteration 26Q: 3 clusters Score -2.209832e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167602 members Mstep: Class 2 contains 9064 members Entering Unmasked Estep Score: -22098292.000000 Penalty: 5992.679688 Iteration 27Q: 3 clusters Score -2.209829e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167694 members Mstep: Class 2 contains 8972 members Entering Unmasked Estep Score: -22098278.000000 Penalty: 5992.679688 Iteration 28Q: 3 clusters Score -2.209828e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167776 members Mstep: Class 2 contains 8890 members Entering Unmasked Estep Score: -22098290.000000 Penalty: 5992.679688 Iteration 29Q: 3 clusters Score -2.209829e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167855 members Mstep: Class 2 contains 8811 members Entering Unmasked Estep Score: -22098274.000000 Penalty: 5992.679688 Iteration 30Q: 3 clusters Score -2.209827e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167922 members Mstep: Class 2 contains 8744 members Entering Unmasked Estep Score: -22098282.000000 Penalty: 5992.679688 Iteration 31Q: 3 clusters Score -2.209828e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167976 members Mstep: Class 2 contains 8690 members Entering Unmasked Estep Score: -22098296.000000 Penalty: 5992.679688 Iteration 32Q: 3 clusters Score -2.20983e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168026 members Mstep: Class 2 contains 8640 members Entering Unmasked Estep Score: -22098298.000000 Penalty: 5992.679688 Iteration 33Q: 3 clusters Score -2.20983e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168083 members Mstep: Class 2 contains 8583 members Entering Unmasked Estep Score: -22098282.000000 Penalty: 5992.679688 Iteration 34Q: 3 clusters Score -2.209828e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168135 members Mstep: Class 2 contains 8531 members Entering Unmasked Estep Score: -22098278.000000 Penalty: 5992.679688 Iteration 35Q: 3 clusters Score -2.209828e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168184 members Mstep: Class 2 contains 8482 members Entering Unmasked Estep Score: -22098282.000000 Penalty: 5992.679688 Iteration 36Q: 3 clusters Score -2.209828e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168227 members Mstep: Class 2 contains 8439 members Entering Unmasked Estep Score: -22098322.000000 Penalty: 5992.679688 Iteration 37Q: 3 clusters Score -2.209832e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168267 members Mstep: Class 2 contains 8399 members Entering Unmasked Estep Score: -22098278.000000 Penalty: 5992.679688 Iteration 38Q: 3 clusters Score -2.209828e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168294 members Mstep: Class 2 contains 8372 members Entering Unmasked Estep Score: -22098232.000000 Penalty: 5992.679688 Iteration 39Q: 3 clusters Score -2.209823e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168317 members Mstep: Class 2 contains 8349 members Entering Unmasked Estep Score: -22098252.000000 Penalty: 5992.679688 Iteration 40F: 3 clusters Score -2.209825e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168344 members Mstep: Class 2 contains 8322 members Entering Unmasked Estep Score: -22098258.000000 Penalty: 5992.679688 Iteration 41Q: 3 clusters Score -2.209826e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168367 members Mstep: Class 2 contains 8299 members Entering Unmasked Estep Score: -22098258.000000 Penalty: 5992.679688 Iteration 42Q: 3 clusters Score -2.209826e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168389 members Mstep: Class 2 contains 8277 members Entering Unmasked Estep Score: -22098258.000000 Penalty: 5992.679688 Iteration 43Q: 3 clusters Score -2.209826e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168409 members Mstep: Class 2 contains 8257 members Entering Unmasked Estep Score: -22098280.000000 Penalty: 5992.679688 Iteration 44Q: 3 clusters Score -2.209828e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168433 members Mstep: Class 2 contains 8233 members Entering Unmasked Estep Score: -22098268.000000 Penalty: 5992.679688 Iteration 45Q: 3 clusters Score -2.209827e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168451 members Mstep: Class 2 contains 8215 members Entering Unmasked Estep Score: -22098230.000000 Penalty: 5992.679688 Iteration 46Q: 3 clusters Score -2.209823e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168473 members Mstep: Class 2 contains 8193 members Entering Unmasked Estep Score: -22098248.000000 Penalty: 5992.679688 Iteration 47Q: 3 clusters Score -2.209825e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168492 members Mstep: Class 2 contains 8174 members Entering Unmasked Estep Score: -22098240.000000 Penalty: 5992.679688 Iteration 48Q: 3 clusters Score -2.209824e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168510 members Mstep: Class 2 contains 8156 members Entering Unmasked Estep Score: -22098234.000000 Penalty: 5992.679688 Iteration 49Q: 3 clusters Score -2.209823e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168524 members Mstep: Class 2 contains 8142 members Entering Unmasked Estep Score: -22098238.000000 Penalty: 5992.679688 Iteration 50Q: 3 clusters Score -2.209824e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168532 members Mstep: Class 2 contains 8134 members Entering Unmasked Estep Score: -22098236.000000 Penalty: 5992.679688 Iteration 51Q: 3 clusters Score -2.209824e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168531 members Mstep: Class 2 contains 8135 members Entering Unmasked Estep Score: -22098236.000000 Penalty: 5992.679688 Iteration 52Q: 3 clusters Score -2.209824e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168531 members Mstep: Class 2 contains 8135 members Entering Unmasked Estep Score: -22098236.000000 Penalty: 5992.679688 Iteration 53F: 3 clusters Score -2.209824e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 206 members Mstep: Class 1 contains 5480 members Mstep: Class 2 contains 92511 members Mstep: Class 3 contains 56162 members Mstep: Class 4 contains 64441 members Mstep: Class 5 contains 168531 members Mstep: Class 6 contains 6753 members Mstep: Class 7 contains 14011 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 704 members Mstep: Class 11 contains 3504 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10324 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 3920 members Mstep: Class 16 contains 3095 members Mstep: Class 17 contains 3122 members Mstep: Class 18 contains 4705 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 502 members Mstep: Class 21 contains 8135 members Entering Unmasked Estep Score: -55424336.000000 Penalty: 67778.156250 Splitting cluster 5 changes total score from -55423364.000000 to -55424336.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 6 (6753 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6753 members Entering Unmasked Estep Score: -863953.937500 Penalty: 2186.800049 Iteration 0F: 2 clusters Score -863953.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -858280.562500 Penalty: 4373.600098 Iteration 0F: 3 clusters Score -858280.6 nChanged 2709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -859729.062500 Penalty: 4373.600098 Iteration 1F: 3 clusters Score -859729.1 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -859988.625000 Penalty: 4373.600098 Iteration 2F: 3 clusters Score -859988.6 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -860183.875000 Penalty: 4373.600098 Iteration 3F: 3 clusters Score -860183.9 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -860361.937500 Penalty: 4373.600098 Iteration 4Q: 3 clusters Score -860361.9 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -860529.687500 Penalty: 4373.600098 Iteration 5Q: 3 clusters Score -860529.7 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -860680.812500 Penalty: 4373.600098 Iteration 6Q: 3 clusters Score -860680.8 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -860865.500000 Penalty: 4373.600098 Iteration 7Q: 3 clusters Score -860865.5 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 5021 members Entering Unmasked Estep Score: -861117.125000 Penalty: 4373.600098 Iteration 8Q: 3 clusters Score -861117.1 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 5281 members Entering Unmasked Estep Score: -861374.687500 Penalty: 4373.600098 Iteration 9Q: 3 clusters Score -861374.7 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 5526 members Entering Unmasked Estep Score: -861649.562500 Penalty: 4373.600098 Iteration 10Q: 3 clusters Score -861649.6 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -861898.875000 Penalty: 4373.600098 Iteration 11Q: 3 clusters Score -861898.9 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 5898 members Entering Unmasked Estep Score: -862074.312500 Penalty: 4373.600098 Iteration 12Q: 3 clusters Score -862074.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 6012 members Entering Unmasked Estep Score: -862185.500000 Penalty: 4373.600098 Iteration 13Q: 3 clusters Score -862185.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 6093 members Entering Unmasked Estep Score: -862260.687500 Penalty: 4373.600098 Iteration 14Q: 3 clusters Score -862260.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 6149 members Entering Unmasked Estep Score: -862318.812500 Penalty: 4373.600098 Iteration 15Q: 3 clusters Score -862318.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 6191 members Entering Unmasked Estep Score: -862359.125000 Penalty: 4373.600098 Iteration 16Q: 3 clusters Score -862359.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 6234 members Entering Unmasked Estep Score: -862401.250000 Penalty: 4373.600098 Iteration 17Q: 3 clusters Score -862401.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 6255 members Entering Unmasked Estep Score: -862423.062500 Penalty: 4373.600098 Iteration 18Q: 3 clusters Score -862423.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 6272 members Entering Unmasked Estep Score: -862438.687500 Penalty: 4373.600098 Iteration 19Q: 3 clusters Score -862438.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -862459.125000 Penalty: 4373.600098 Iteration 20F: 3 clusters Score -862459.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 6299 members Entering Unmasked Estep Score: -862475.000000 Penalty: 4373.600098 Iteration 21Q: 3 clusters Score -862475 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 6313 members Entering Unmasked Estep Score: -862487.687500 Penalty: 4373.600098 Iteration 22Q: 3 clusters Score -862487.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -862495.625000 Penalty: 4373.600098 Iteration 23Q: 3 clusters Score -862495.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 6330 members Entering Unmasked Estep Score: -862503.312500 Penalty: 4373.600098 Iteration 24Q: 3 clusters Score -862503.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 6331 members Entering Unmasked Estep Score: -862503.687500 Penalty: 4373.600098 Iteration 25Q: 3 clusters Score -862503.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 6333 members Entering Unmasked Estep Score: -862504.875000 Penalty: 4373.600098 Iteration 26Q: 3 clusters Score -862504.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 6334 members Entering Unmasked Estep Score: -862505.250000 Penalty: 4373.600098 Iteration 27Q: 3 clusters Score -862505.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 6335 members Entering Unmasked Estep Score: -862506.437500 Penalty: 4373.600098 Iteration 28Q: 3 clusters Score -862506.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 6336 members Entering Unmasked Estep Score: -862507.000000 Penalty: 4373.600098 Iteration 29Q: 3 clusters Score -862507 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 6336 members Entering Unmasked Estep Score: -862507.000000 Penalty: 4373.600098 Iteration 30F: 3 clusters Score -862507 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (14011 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14011 members Entering Unmasked Estep Score: -1711196.000000 Penalty: 2367.804199 Iteration 0F: 2 clusters Score -1711196 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7091 members Mstep: Class 2 contains 6920 members Entering Unmasked Estep Score: -1701050.000000 Penalty: 4735.608398 Iteration 0F: 3 clusters Score -1701050 nChanged 5989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7772 members Mstep: Class 2 contains 6239 members Entering Unmasked Estep Score: -1705055.500000 Penalty: 4735.608398 Iteration 1F: 3 clusters Score -1705056 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8433 members Mstep: Class 2 contains 5578 members Entering Unmasked Estep Score: -1706572.750000 Penalty: 4735.608398 Iteration 2F: 3 clusters Score -1706573 nChanged 1475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9294 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -1708168.375000 Penalty: 4735.608398 Iteration 3F: 3 clusters Score -1708168 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10152 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -1709416.500000 Penalty: 4735.608398 Iteration 4F: 3 clusters Score -1709416 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10687 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -1710005.875000 Penalty: 4735.608398 Iteration 5F: 3 clusters Score -1710006 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10952 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -1710197.375000 Penalty: 4735.608398 Iteration 6Q: 3 clusters Score -1710197 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11109 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -1710293.875000 Penalty: 4735.608398 Iteration 7Q: 3 clusters Score -1710294 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11218 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -1710334.125000 Penalty: 4735.608398 Iteration 8Q: 3 clusters Score -1710334 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11290 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -1710356.500000 Penalty: 4735.608398 Iteration 9Q: 3 clusters Score -1710356 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11322 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -1710369.000000 Penalty: 4735.608398 Iteration 10Q: 3 clusters Score -1710369 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11340 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -1710369.125000 Penalty: 4735.608398 Iteration 11Q: 3 clusters Score -1710369 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11351 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -1710372.375000 Penalty: 4735.608398 Iteration 12Q: 3 clusters Score -1710372 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11360 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -1710378.250000 Penalty: 4735.608398 Iteration 13Q: 3 clusters Score -1710378 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11366 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -1710378.625000 Penalty: 4735.608398 Iteration 14Q: 3 clusters Score -1710379 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11368 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -1710376.875000 Penalty: 4735.608398 Iteration 15Q: 3 clusters Score -1710377 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11369 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -1710378.875000 Penalty: 4735.608398 Iteration 16Q: 3 clusters Score -1710379 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11370 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -1710379.875000 Penalty: 4735.608398 Iteration 17Q: 3 clusters Score -1710380 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11371 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -1710377.625000 Penalty: 4735.608398 Iteration 18Q: 3 clusters Score -1710378 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11372 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -1710379.250000 Penalty: 4735.608398 Iteration 19Q: 3 clusters Score -1710379 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11373 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -1710381.125000 Penalty: 4735.608398 Iteration 20F: 3 clusters Score -1710381 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11375 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -1710380.500000 Penalty: 4735.608398 Iteration 21Q: 3 clusters Score -1710380 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11375 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -1710378.000000 Penalty: 4735.608398 Iteration 22Q: 3 clusters Score -1710378 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11376 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -1710379.875000 Penalty: 4735.608398 Iteration 23Q: 3 clusters Score -1710380 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11377 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -1710381.125000 Penalty: 4735.608398 Iteration 24Q: 3 clusters Score -1710381 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11378 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -1710384.000000 Penalty: 4735.608398 Iteration 25Q: 3 clusters Score -1710384 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11378 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -1710384.000000 Penalty: 4735.608398 Iteration 26F: 3 clusters Score -1710384 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (246 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Entering Unmasked Estep Score: -27543.455078 Penalty: 1365.322266 Iteration 0F: 2 clusters Score -27543.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -26350.560547 Penalty: 2730.644531 Iteration 0F: 3 clusters Score -26350.56 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -26455.527344 Penalty: 2730.644531 Iteration 1F: 3 clusters Score -26455.53 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -26482.279297 Penalty: 2730.644531 Iteration 2Q: 3 clusters Score -26482.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -26489.537109 Penalty: 2730.644531 Iteration 3Q: 3 clusters Score -26489.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -26491.927734 Penalty: 2730.644531 Iteration 4Q: 3 clusters Score -26491.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -26491.927734 Penalty: 2730.644531 Iteration 5F: 3 clusters Score -26491.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (900 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Entering Unmasked Estep Score: -95300.351562 Penalty: 1686.993896 Iteration 0F: 2 clusters Score -95300.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -93633.804688 Penalty: 3373.987793 Iteration 0F: 3 clusters Score -93633.8 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -94118.500000 Penalty: 3373.987793 Iteration 1F: 3 clusters Score -94118.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -94279.500000 Penalty: 3373.987793 Iteration 2F: 3 clusters Score -94279.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -94408.593750 Penalty: 3373.987793 Iteration 3F: 3 clusters Score -94408.59 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -94501.046875 Penalty: 3373.987793 Iteration 4Q: 3 clusters Score -94501.05 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -94587.703125 Penalty: 3373.987793 Iteration 5Q: 3 clusters Score -94587.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -94634.343750 Penalty: 3373.987793 Iteration 6Q: 3 clusters Score -94634.34 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -94659.257812 Penalty: 3373.987793 Iteration 7Q: 3 clusters Score -94659.26 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -94679.757812 Penalty: 3373.987793 Iteration 8Q: 3 clusters Score -94679.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -94691.015625 Penalty: 3373.987793 Iteration 9Q: 3 clusters Score -94691.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -94697.312500 Penalty: 3373.987793 Iteration 10Q: 3 clusters Score -94697.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -94701.757812 Penalty: 3373.987793 Iteration 11Q: 3 clusters Score -94701.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -94709.695312 Penalty: 3373.987793 Iteration 12Q: 3 clusters Score -94709.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -94713.750000 Penalty: 3373.987793 Iteration 13Q: 3 clusters Score -94713.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -94730.062500 Penalty: 3373.987793 Iteration 14Q: 3 clusters Score -94730.06 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -94789.898438 Penalty: 3373.987793 Iteration 15Q: 3 clusters Score -94789.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -94892.226562 Penalty: 3373.987793 Iteration 16Q: 3 clusters Score -94892.23 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -95032.421875 Penalty: 3373.987793 Iteration 17Q: 3 clusters Score -95032.42 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -95327.109375 Penalty: 3373.987793 Iteration 18Q: 3 clusters Score -95327.11 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -96059.046875 Penalty: 3373.987793 Iteration 19Q: 3 clusters Score -96059.05 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -96172.507812 Penalty: 3373.987793 Iteration 20F: 3 clusters Score -96172.51 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -96292.195312 Penalty: 3373.987793 Iteration 21Q: 3 clusters Score -96292.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -96441.179688 Penalty: 3373.987793 Iteration 22Q: 3 clusters Score -96441.18 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -96580.265625 Penalty: 3373.987793 Iteration 23Q: 3 clusters Score -96580.27 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -96679.320312 Penalty: 3373.987793 Iteration 24Q: 3 clusters Score -96679.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -96818.828125 Penalty: 3373.987793 Iteration 25Q: 3 clusters Score -96818.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -96863.781250 Penalty: 3373.987793 Iteration 26Q: 3 clusters Score -96863.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -96893.289062 Penalty: 3373.987793 Iteration 27Q: 3 clusters Score -96893.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -96897.765625 Penalty: 3373.987793 Iteration 28Q: 3 clusters Score -96897.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -96897.765625 Penalty: 3373.987793 Iteration 29F: 3 clusters Score -96897.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 206 members Mstep: Class 1 contains 5480 members Mstep: Class 2 contains 92511 members Mstep: Class 3 contains 56162 members Mstep: Class 4 contains 64441 members Mstep: Class 5 contains 168531 members Mstep: Class 6 contains 6753 members Mstep: Class 7 contains 14011 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 319 members Mstep: Class 10 contains 704 members Mstep: Class 11 contains 3504 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10324 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 3920 members Mstep: Class 16 contains 3095 members Mstep: Class 17 contains 3122 members Mstep: Class 18 contains 4705 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 502 members Mstep: Class 21 contains 8135 members Mstep: Class 22 contains 581 members Entering Unmasked Estep Score: -55424424.000000 Penalty: 71005.687500 Splitting cluster 9 changes total score from -55423364.000000 to -55424424.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 10 (704 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Entering Unmasked Estep Score: -74122.234375 Penalty: 1626.081055 Iteration 0F: 2 clusters Score -74122.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -72440.218750 Penalty: 3252.162109 Iteration 0F: 3 clusters Score -72440.22 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -72772.898438 Penalty: 3252.162109 Iteration 1F: 3 clusters Score -72772.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -72947.820312 Penalty: 3252.162109 Iteration 2F: 3 clusters Score -72947.82 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -73058.007812 Penalty: 3252.162109 Iteration 3Q: 3 clusters Score -73058.01 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -73194.984375 Penalty: 3252.162109 Iteration 4Q: 3 clusters Score -73194.98 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -73343.375000 Penalty: 3252.162109 Iteration 5Q: 3 clusters Score -73343.38 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -73450.234375 Penalty: 3252.162109 Iteration 6Q: 3 clusters Score -73450.23 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -73501.281250 Penalty: 3252.162109 Iteration 7Q: 3 clusters Score -73501.28 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -73518.601562 Penalty: 3252.162109 Iteration 8Q: 3 clusters Score -73518.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -73546.335938 Penalty: 3252.162109 Iteration 9Q: 3 clusters Score -73546.34 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -73567.148438 Penalty: 3252.162109 Iteration 10Q: 3 clusters Score -73567.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -73591.109375 Penalty: 3252.162109 Iteration 11Q: 3 clusters Score -73591.11 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -73615.531250 Penalty: 3252.162109 Iteration 12Q: 3 clusters Score -73615.53 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -73648.781250 Penalty: 3252.162109 Iteration 13Q: 3 clusters Score -73648.78 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -73682.375000 Penalty: 3252.162109 Iteration 14Q: 3 clusters Score -73682.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -73722.882812 Penalty: 3252.162109 Iteration 15Q: 3 clusters Score -73722.88 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -73809.531250 Penalty: 3252.162109 Iteration 16Q: 3 clusters Score -73809.53 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -73958.703125 Penalty: 3252.162109 Iteration 17Q: 3 clusters Score -73958.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -74384.414062 Penalty: 3252.162109 Iteration 18Q: 3 clusters Score -74384.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -74424.898438 Penalty: 3252.162109 Iteration 19Q: 3 clusters Score -74424.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -74518.906250 Penalty: 3252.162109 Iteration 20F: 3 clusters Score -74518.91 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -74662.398438 Penalty: 3252.162109 Iteration 21Q: 3 clusters Score -74662.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -74857.015625 Penalty: 3252.162109 Iteration 22Q: 3 clusters Score -74857.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -75109.070312 Penalty: 3252.162109 Iteration 23Q: 3 clusters Score -75109.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -75159.968750 Penalty: 3252.162109 Iteration 24Q: 3 clusters Score -75159.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -75159.968750 Penalty: 3252.162109 Iteration 25F: 3 clusters Score -75159.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 206 members Mstep: Class 1 contains 5480 members Mstep: Class 2 contains 92511 members Mstep: Class 3 contains 56162 members Mstep: Class 4 contains 64441 members Mstep: Class 5 contains 168531 members Mstep: Class 6 contains 6753 members Mstep: Class 7 contains 14011 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 319 members Mstep: Class 10 contains 365 members Mstep: Class 11 contains 3504 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10324 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 3920 members Mstep: Class 16 contains 3095 members Mstep: Class 17 contains 3122 members Mstep: Class 18 contains 4705 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 502 members Mstep: Class 21 contains 8135 members Mstep: Class 22 contains 581 members Mstep: Class 23 contains 339 members Entering Unmasked Estep Score: -55423808.000000 Penalty: 74233.218750 Splitting cluster 10 changes total score from -55423364.000000 to -55423808.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 11 (3504 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Entering Unmasked Estep Score: -435652.093750 Penalty: 2024.091675 Iteration 0F: 2 clusters Score -435652.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -432030.281250 Penalty: 4048.183350 Iteration 0F: 3 clusters Score -432030.3 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -432794.000000 Penalty: 4048.183350 Iteration 1F: 3 clusters Score -432794 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -433004.062500 Penalty: 4048.183350 Iteration 2F: 3 clusters Score -433004.1 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -433156.062500 Penalty: 4048.183350 Iteration 3F: 3 clusters Score -433156.1 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -433282.156250 Penalty: 4048.183350 Iteration 4Q: 3 clusters Score -433282.2 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -433414.093750 Penalty: 4048.183350 Iteration 5Q: 3 clusters Score -433414.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -433507.062500 Penalty: 4048.183350 Iteration 6Q: 3 clusters Score -433507.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -433587.406250 Penalty: 4048.183350 Iteration 7Q: 3 clusters Score -433587.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -433667.687500 Penalty: 4048.183350 Iteration 8Q: 3 clusters Score -433667.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -433737.562500 Penalty: 4048.183350 Iteration 9Q: 3 clusters Score -433737.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -433823.375000 Penalty: 4048.183350 Iteration 10Q: 3 clusters Score -433823.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -433902.968750 Penalty: 4048.183350 Iteration 11Q: 3 clusters Score -433903 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -433958.437500 Penalty: 4048.183350 Iteration 12Q: 3 clusters Score -433958.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -434022.500000 Penalty: 4048.183350 Iteration 13Q: 3 clusters Score -434022.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -434091.656250 Penalty: 4048.183350 Iteration 14Q: 3 clusters Score -434091.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -434157.218750 Penalty: 4048.183350 Iteration 15Q: 3 clusters Score -434157.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -434217.406250 Penalty: 4048.183350 Iteration 16Q: 3 clusters Score -434217.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -434269.281250 Penalty: 4048.183350 Iteration 17Q: 3 clusters Score -434269.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -434313.031250 Penalty: 4048.183350 Iteration 18Q: 3 clusters Score -434313 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -434354.375000 Penalty: 4048.183350 Iteration 19Q: 3 clusters Score -434354.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -434385.875000 Penalty: 4048.183350 Iteration 20F: 3 clusters Score -434385.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -434415.562500 Penalty: 4048.183350 Iteration 21Q: 3 clusters Score -434415.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -434431.281250 Penalty: 4048.183350 Iteration 22Q: 3 clusters Score -434431.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -434441.250000 Penalty: 4048.183350 Iteration 23Q: 3 clusters Score -434441.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -434446.781250 Penalty: 4048.183350 Iteration 24Q: 3 clusters Score -434446.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -434449.312500 Penalty: 4048.183350 Iteration 25Q: 3 clusters Score -434449.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -434454.875000 Penalty: 4048.183350 Iteration 26Q: 3 clusters Score -434454.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -434456.500000 Penalty: 4048.183350 Iteration 27Q: 3 clusters Score -434456.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -434458.562500 Penalty: 4048.183350 Iteration 28Q: 3 clusters Score -434458.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -434458.812500 Penalty: 4048.183350 Iteration 29Q: 3 clusters Score -434458.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -434459.968750 Penalty: 4048.183350 Iteration 30Q: 3 clusters Score -434460 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -434459.968750 Penalty: 4048.183350 Iteration 31F: 3 clusters Score -434460 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (609 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Entering Unmasked Estep Score: -72396.820312 Penalty: 1590.130981 Iteration 0F: 2 clusters Score -72396.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -70764.625000 Penalty: 3180.261963 Iteration 0F: 3 clusters Score -70764.62 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -70929.171875 Penalty: 3180.261963 Iteration 1F: 3 clusters Score -70929.17 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -70980.765625 Penalty: 3180.261963 Iteration 2Q: 3 clusters Score -70980.77 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -71004.507812 Penalty: 3180.261963 Iteration 3Q: 3 clusters Score -71004.51 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -71024.140625 Penalty: 3180.261963 Iteration 4Q: 3 clusters Score -71024.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -71029.070312 Penalty: 3180.261963 Iteration 5Q: 3 clusters Score -71029.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -71032.906250 Penalty: 3180.261963 Iteration 6Q: 3 clusters Score -71032.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -71034.640625 Penalty: 3180.261963 Iteration 7Q: 3 clusters Score -71034.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -71034.640625 Penalty: 3180.261963 Iteration 8F: 3 clusters Score -71034.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (10324 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10324 members Entering Unmasked Estep Score: -1318577.500000 Penalty: 2292.072266 Iteration 0F: 2 clusters Score -1318578 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 5185 members Entering Unmasked Estep Score: -1310714.625000 Penalty: 4584.144531 Iteration 0F: 3 clusters Score -1310715 nChanged 4338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -1313209.375000 Penalty: 4584.144531 Iteration 1F: 3 clusters Score -1313209 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4690 members Mstep: Class 2 contains 5634 members Entering Unmasked Estep Score: -1314000.875000 Penalty: 4584.144531 Iteration 2F: 3 clusters Score -1314001 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 6041 members Entering Unmasked Estep Score: -1314915.625000 Penalty: 4584.144531 Iteration 3F: 3 clusters Score -1314916 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 6550 members Entering Unmasked Estep Score: -1315808.000000 Penalty: 4584.144531 Iteration 4F: 3 clusters Score -1315808 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 7087 members Entering Unmasked Estep Score: -1316458.875000 Penalty: 4584.144531 Iteration 5F: 3 clusters Score -1316459 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 7558 members Entering Unmasked Estep Score: -1316873.000000 Penalty: 4584.144531 Iteration 6F: 3 clusters Score -1316873 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 7913 members Entering Unmasked Estep Score: -1317122.875000 Penalty: 4584.144531 Iteration 7Q: 3 clusters Score -1317123 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 8191 members Entering Unmasked Estep Score: -1317297.625000 Penalty: 4584.144531 Iteration 8Q: 3 clusters Score -1317298 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 8427 members Entering Unmasked Estep Score: -1317436.125000 Penalty: 4584.144531 Iteration 9Q: 3 clusters Score -1317436 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 8598 members Entering Unmasked Estep Score: -1317524.000000 Penalty: 4584.144531 Iteration 10Q: 3 clusters Score -1317524 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 8726 members Entering Unmasked Estep Score: -1317588.750000 Penalty: 4584.144531 Iteration 11Q: 3 clusters Score -1317589 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 8842 members Entering Unmasked Estep Score: -1317645.375000 Penalty: 4584.144531 Iteration 12Q: 3 clusters Score -1317645 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 8919 members Entering Unmasked Estep Score: -1317673.500000 Penalty: 4584.144531 Iteration 13Q: 3 clusters Score -1317674 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 8989 members Entering Unmasked Estep Score: -1317700.125000 Penalty: 4584.144531 Iteration 14Q: 3 clusters Score -1317700 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 9050 members Entering Unmasked Estep Score: -1317721.250000 Penalty: 4584.144531 Iteration 15Q: 3 clusters Score -1317721 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 9098 members Entering Unmasked Estep Score: -1317744.000000 Penalty: 4584.144531 Iteration 16Q: 3 clusters Score -1317744 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 9143 members Entering Unmasked Estep Score: -1317761.375000 Penalty: 4584.144531 Iteration 17Q: 3 clusters Score -1317761 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 9180 members Entering Unmasked Estep Score: -1317777.125000 Penalty: 4584.144531 Iteration 18Q: 3 clusters Score -1317777 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 9215 members Entering Unmasked Estep Score: -1317795.500000 Penalty: 4584.144531 Iteration 19Q: 3 clusters Score -1317796 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 9249 members Entering Unmasked Estep Score: -1317812.375000 Penalty: 4584.144531 Iteration 20F: 3 clusters Score -1317812 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 9269 members Entering Unmasked Estep Score: -1317813.625000 Penalty: 4584.144531 Iteration 21Q: 3 clusters Score -1317814 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 9282 members Entering Unmasked Estep Score: -1317818.375000 Penalty: 4584.144531 Iteration 22Q: 3 clusters Score -1317818 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 9290 members Entering Unmasked Estep Score: -1317819.125000 Penalty: 4584.144531 Iteration 23Q: 3 clusters Score -1317819 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 9292 members Entering Unmasked Estep Score: -1317821.750000 Penalty: 4584.144531 Iteration 24Q: 3 clusters Score -1317822 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 9294 members Entering Unmasked Estep Score: -1317820.500000 Penalty: 4584.144531 Iteration 25Q: 3 clusters Score -1317820 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 9296 members Entering Unmasked Estep Score: -1317818.250000 Penalty: 4584.144531 Iteration 26Q: 3 clusters Score -1317818 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 9300 members Entering Unmasked Estep Score: -1317822.375000 Penalty: 4584.144531 Iteration 27Q: 3 clusters Score -1317822 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 9302 members Entering Unmasked Estep Score: -1317820.875000 Penalty: 4584.144531 Iteration 28Q: 3 clusters Score -1317821 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 9303 members Entering Unmasked Estep Score: -1317821.625000 Penalty: 4584.144531 Iteration 29Q: 3 clusters Score -1317822 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 9306 members Entering Unmasked Estep Score: -1317825.125000 Penalty: 4584.144531 Iteration 30Q: 3 clusters Score -1317825 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 9306 members Entering Unmasked Estep Score: -1317825.125000 Penalty: 4584.144531 Iteration 31F: 3 clusters Score -1317825 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (285 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Entering Unmasked Estep Score: -27630.748047 Penalty: 1401.817261 Iteration 0F: 2 clusters Score -27630.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -26417.808594 Penalty: 2803.634521 Iteration 0F: 3 clusters Score -26417.81 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -26584.281250 Penalty: 2803.634521 Iteration 1F: 3 clusters Score -26584.28 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -26631.896484 Penalty: 2803.634521 Iteration 2Q: 3 clusters Score -26631.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -26661.259766 Penalty: 2803.634521 Iteration 3Q: 3 clusters Score -26661.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -26703.156250 Penalty: 2803.634521 Iteration 4Q: 3 clusters Score -26703.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -26724.041016 Penalty: 2803.634521 Iteration 5Q: 3 clusters Score -26724.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -26730.333984 Penalty: 2803.634521 Iteration 6Q: 3 clusters Score -26730.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -26730.333984 Penalty: 2803.634521 Iteration 7F: 3 clusters Score -26730.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3920 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Entering Unmasked Estep Score: -505584.937500 Penalty: 2051.914062 Iteration 0F: 2 clusters Score -505584.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -501641.593750 Penalty: 4103.828125 Iteration 0F: 3 clusters Score -501641.6 nChanged 1457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -502487.093750 Penalty: 4103.828125 Iteration 1F: 3 clusters Score -502487.1 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -502676.156250 Penalty: 4103.828125 Iteration 2F: 3 clusters Score -502676.2 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -502769.375000 Penalty: 4103.828125 Iteration 3Q: 3 clusters Score -502769.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -502842.843750 Penalty: 4103.828125 Iteration 4Q: 3 clusters Score -502842.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -502894.781250 Penalty: 4103.828125 Iteration 5Q: 3 clusters Score -502894.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -502932.343750 Penalty: 4103.828125 Iteration 6Q: 3 clusters Score -502932.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -502971.468750 Penalty: 4103.828125 Iteration 7Q: 3 clusters Score -502971.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -503009.656250 Penalty: 4103.828125 Iteration 8Q: 3 clusters Score -503009.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -503045.437500 Penalty: 4103.828125 Iteration 9Q: 3 clusters Score -503045.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -503068.937500 Penalty: 4103.828125 Iteration 10Q: 3 clusters Score -503068.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -503085.312500 Penalty: 4103.828125 Iteration 11Q: 3 clusters Score -503085.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -503099.187500 Penalty: 4103.828125 Iteration 12Q: 3 clusters Score -503099.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -503112.156250 Penalty: 4103.828125 Iteration 13Q: 3 clusters Score -503112.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -503125.093750 Penalty: 4103.828125 Iteration 14Q: 3 clusters Score -503125.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -503131.593750 Penalty: 4103.828125 Iteration 15Q: 3 clusters Score -503131.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -503134.906250 Penalty: 4103.828125 Iteration 16Q: 3 clusters Score -503134.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -503137.187500 Penalty: 4103.828125 Iteration 17Q: 3 clusters Score -503137.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -503139.062500 Penalty: 4103.828125 Iteration 18Q: 3 clusters Score -503139.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -503142.062500 Penalty: 4103.828125 Iteration 19Q: 3 clusters Score -503142.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -503144.062500 Penalty: 4103.828125 Iteration 20F: 3 clusters Score -503144.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -503145.156250 Penalty: 4103.828125 Iteration 21Q: 3 clusters Score -503145.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -503148.343750 Penalty: 4103.828125 Iteration 22Q: 3 clusters Score -503148.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -503148.906250 Penalty: 4103.828125 Iteration 23Q: 3 clusters Score -503148.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -503152.000000 Penalty: 4103.828125 Iteration 24Q: 3 clusters Score -503152 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -503153.062500 Penalty: 4103.828125 Iteration 25Q: 3 clusters Score -503153.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -503153.781250 Penalty: 4103.828125 Iteration 26Q: 3 clusters Score -503153.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -503153.750000 Penalty: 4103.828125 Iteration 27Q: 3 clusters Score -503153.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -503154.875000 Penalty: 4103.828125 Iteration 28Q: 3 clusters Score -503154.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -503155.562500 Penalty: 4103.828125 Iteration 29Q: 3 clusters Score -503155.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -503155.781250 Penalty: 4103.828125 Iteration 30Q: 3 clusters Score -503155.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -503156.062500 Penalty: 4103.828125 Iteration 31Q: 3 clusters Score -503156.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -503157.656250 Penalty: 4103.828125 Iteration 32Q: 3 clusters Score -503157.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -503157.656250 Penalty: 4103.828125 Iteration 33F: 3 clusters Score -503157.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3095 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Entering Unmasked Estep Score: -367835.937500 Penalty: 1993.310791 Iteration 0F: 2 clusters Score -367835.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -364516.093750 Penalty: 3986.621582 Iteration 0F: 3 clusters Score -364516.1 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -365212.250000 Penalty: 3986.621582 Iteration 1F: 3 clusters Score -365212.2 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -365380.343750 Penalty: 3986.621582 Iteration 2F: 3 clusters Score -365380.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -365493.843750 Penalty: 3986.621582 Iteration 3Q: 3 clusters Score -365493.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -365561.937500 Penalty: 3986.621582 Iteration 4Q: 3 clusters Score -365561.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -365604.281250 Penalty: 3986.621582 Iteration 5Q: 3 clusters Score -365604.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -365641.531250 Penalty: 3986.621582 Iteration 6Q: 3 clusters Score -365641.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -365673.968750 Penalty: 3986.621582 Iteration 7Q: 3 clusters Score -365674 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -365717.718750 Penalty: 3986.621582 Iteration 8Q: 3 clusters Score -365717.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -365747.968750 Penalty: 3986.621582 Iteration 9Q: 3 clusters Score -365748 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -365776.468750 Penalty: 3986.621582 Iteration 10Q: 3 clusters Score -365776.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -365797.218750 Penalty: 3986.621582 Iteration 11Q: 3 clusters Score -365797.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -365822.656250 Penalty: 3986.621582 Iteration 12Q: 3 clusters Score -365822.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -365844.531250 Penalty: 3986.621582 Iteration 13Q: 3 clusters Score -365844.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -365860.093750 Penalty: 3986.621582 Iteration 14Q: 3 clusters Score -365860.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -365875.593750 Penalty: 3986.621582 Iteration 15Q: 3 clusters Score -365875.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -365891.156250 Penalty: 3986.621582 Iteration 16Q: 3 clusters Score -365891.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -365908.812500 Penalty: 3986.621582 Iteration 17Q: 3 clusters Score -365908.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -365932.437500 Penalty: 3986.621582 Iteration 18Q: 3 clusters Score -365932.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -365959.531250 Penalty: 3986.621582 Iteration 19Q: 3 clusters Score -365959.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -365984.500000 Penalty: 3986.621582 Iteration 20F: 3 clusters Score -365984.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -366005.406250 Penalty: 3986.621582 Iteration 21Q: 3 clusters Score -366005.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -366025.968750 Penalty: 3986.621582 Iteration 22Q: 3 clusters Score -366026 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -366058.250000 Penalty: 3986.621582 Iteration 23Q: 3 clusters Score -366058.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -366093.468750 Penalty: 3986.621582 Iteration 24Q: 3 clusters Score -366093.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -366131.687500 Penalty: 3986.621582 Iteration 25Q: 3 clusters Score -366131.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -366163.593750 Penalty: 3986.621582 Iteration 26Q: 3 clusters Score -366163.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -366193.531250 Penalty: 3986.621582 Iteration 27Q: 3 clusters Score -366193.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -366223.250000 Penalty: 3986.621582 Iteration 28Q: 3 clusters Score -366223.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -366250.406250 Penalty: 3986.621582 Iteration 29Q: 3 clusters Score -366250.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -366271.937500 Penalty: 3986.621582 Iteration 30Q: 3 clusters Score -366271.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -366295.062500 Penalty: 3986.621582 Iteration 31Q: 3 clusters Score -366295.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -366315.687500 Penalty: 3986.621582 Iteration 32Q: 3 clusters Score -366315.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -366329.906250 Penalty: 3986.621582 Iteration 33Q: 3 clusters Score -366329.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -366341.875000 Penalty: 3986.621582 Iteration 34Q: 3 clusters Score -366341.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -366351.281250 Penalty: 3986.621582 Iteration 35Q: 3 clusters Score -366351.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -366366.468750 Penalty: 3986.621582 Iteration 36Q: 3 clusters Score -366366.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -366374.437500 Penalty: 3986.621582 Iteration 37Q: 3 clusters Score -366374.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -366384.781250 Penalty: 3986.621582 Iteration 38Q: 3 clusters Score -366384.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -366393.375000 Penalty: 3986.621582 Iteration 39Q: 3 clusters Score -366393.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -366400.375000 Penalty: 3986.621582 Iteration 40F: 3 clusters Score -366400.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -366411.187500 Penalty: 3986.621582 Iteration 41Q: 3 clusters Score -366411.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -366420.656250 Penalty: 3986.621582 Iteration 42Q: 3 clusters Score -366420.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -366428.343750 Penalty: 3986.621582 Iteration 43Q: 3 clusters Score -366428.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -366433.156250 Penalty: 3986.621582 Iteration 44Q: 3 clusters Score -366433.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -366436.968750 Penalty: 3986.621582 Iteration 45Q: 3 clusters Score -366437 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -366442.531250 Penalty: 3986.621582 Iteration 46Q: 3 clusters Score -366442.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -366449.968750 Penalty: 3986.621582 Iteration 47Q: 3 clusters Score -366450 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -366454.750000 Penalty: 3986.621582 Iteration 48Q: 3 clusters Score -366454.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -366459.187500 Penalty: 3986.621582 Iteration 49Q: 3 clusters Score -366459.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -366461.000000 Penalty: 3986.621582 Iteration 50Q: 3 clusters Score -366461 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -366461.781250 Penalty: 3986.621582 Iteration 51Q: 3 clusters Score -366461.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -366461.781250 Penalty: 3986.621582 Iteration 52F: 3 clusters Score -366461.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3122 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Entering Unmasked Estep Score: -367856.750000 Penalty: 1995.464844 Iteration 0F: 2 clusters Score -367856.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -364576.687500 Penalty: 3990.929688 Iteration 0F: 3 clusters Score -364576.7 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -365410.656250 Penalty: 3990.929688 Iteration 1F: 3 clusters Score -365410.7 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -365692.781250 Penalty: 3990.929688 Iteration 2F: 3 clusters Score -365692.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -365936.093750 Penalty: 3990.929688 Iteration 3F: 3 clusters Score -365936.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -366179.968750 Penalty: 3990.929688 Iteration 4F: 3 clusters Score -366180 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -366459.718750 Penalty: 3990.929688 Iteration 5F: 3 clusters Score -366459.7 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -366687.125000 Penalty: 3990.929688 Iteration 6F: 3 clusters Score -366687.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -366840.250000 Penalty: 3990.929688 Iteration 7Q: 3 clusters Score -366840.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -366927.875000 Penalty: 3990.929688 Iteration 8Q: 3 clusters Score -366927.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -366967.781250 Penalty: 3990.929688 Iteration 9Q: 3 clusters Score -366967.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -366986.250000 Penalty: 3990.929688 Iteration 10Q: 3 clusters Score -366986.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -366998.375000 Penalty: 3990.929688 Iteration 11Q: 3 clusters Score -366998.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -367006.500000 Penalty: 3990.929688 Iteration 12Q: 3 clusters Score -367006.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -367010.531250 Penalty: 3990.929688 Iteration 13Q: 3 clusters Score -367010.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -367011.812500 Penalty: 3990.929688 Iteration 14Q: 3 clusters Score -367011.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -367015.937500 Penalty: 3990.929688 Iteration 15Q: 3 clusters Score -367015.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -367021.031250 Penalty: 3990.929688 Iteration 16Q: 3 clusters Score -367021 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -367022.187500 Penalty: 3990.929688 Iteration 17Q: 3 clusters Score -367022.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -367024.593750 Penalty: 3990.929688 Iteration 18Q: 3 clusters Score -367024.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -367025.531250 Penalty: 3990.929688 Iteration 19Q: 3 clusters Score -367025.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -367028.500000 Penalty: 3990.929688 Iteration 20F: 3 clusters Score -367028.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -367032.843750 Penalty: 3990.929688 Iteration 21Q: 3 clusters Score -367032.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -367032.843750 Penalty: 3990.929688 Iteration 22F: 3 clusters Score -367032.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (4705 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Entering Unmasked Estep Score: -601234.000000 Penalty: 2097.182373 Iteration 0F: 2 clusters Score -601234 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -596875.187500 Penalty: 4194.364746 Iteration 0F: 3 clusters Score -596875.2 nChanged 1802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -597887.312500 Penalty: 4194.364746 Iteration 1F: 3 clusters Score -597887.3 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -598058.500000 Penalty: 4194.364746 Iteration 2F: 3 clusters Score -598058.5 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -598164.937500 Penalty: 4194.364746 Iteration 3Q: 3 clusters Score -598164.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -598225.500000 Penalty: 4194.364746 Iteration 4Q: 3 clusters Score -598225.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -598263.375000 Penalty: 4194.364746 Iteration 5Q: 3 clusters Score -598263.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -598300.750000 Penalty: 4194.364746 Iteration 6Q: 3 clusters Score -598300.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -598325.937500 Penalty: 4194.364746 Iteration 7Q: 3 clusters Score -598325.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -598344.375000 Penalty: 4194.364746 Iteration 8Q: 3 clusters Score -598344.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -598354.812500 Penalty: 4194.364746 Iteration 9Q: 3 clusters Score -598354.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -598366.437500 Penalty: 4194.364746 Iteration 10Q: 3 clusters Score -598366.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -598377.250000 Penalty: 4194.364746 Iteration 11Q: 3 clusters Score -598377.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -598382.062500 Penalty: 4194.364746 Iteration 12Q: 3 clusters Score -598382.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -598388.312500 Penalty: 4194.364746 Iteration 13Q: 3 clusters Score -598388.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -598392.000000 Penalty: 4194.364746 Iteration 14Q: 3 clusters Score -598392 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -598396.812500 Penalty: 4194.364746 Iteration 15Q: 3 clusters Score -598396.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -598401.750000 Penalty: 4194.364746 Iteration 16Q: 3 clusters Score -598401.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -598406.500000 Penalty: 4194.364746 Iteration 17Q: 3 clusters Score -598406.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -598410.187500 Penalty: 4194.364746 Iteration 18Q: 3 clusters Score -598410.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -598413.750000 Penalty: 4194.364746 Iteration 19Q: 3 clusters Score -598413.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -598416.937500 Penalty: 4194.364746 Iteration 20F: 3 clusters Score -598416.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -598418.812500 Penalty: 4194.364746 Iteration 21Q: 3 clusters Score -598418.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -598423.125000 Penalty: 4194.364746 Iteration 22Q: 3 clusters Score -598423.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -598422.437500 Penalty: 4194.364746 Iteration 23Q: 3 clusters Score -598422.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -598423.687500 Penalty: 4194.364746 Iteration 24Q: 3 clusters Score -598423.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -598425.125000 Penalty: 4194.364746 Iteration 25Q: 3 clusters Score -598425.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -598428.500000 Penalty: 4194.364746 Iteration 26Q: 3 clusters Score -598428.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -598430.437500 Penalty: 4194.364746 Iteration 27Q: 3 clusters Score -598430.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -598430.500000 Penalty: 4194.364746 Iteration 28Q: 3 clusters Score -598430.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -598432.187500 Penalty: 4194.364746 Iteration 29Q: 3 clusters Score -598432.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -598436.437500 Penalty: 4194.364746 Iteration 30Q: 3 clusters Score -598436.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -598437.062500 Penalty: 4194.364746 Iteration 31Q: 3 clusters Score -598437.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -598437.437500 Penalty: 4194.364746 Iteration 32Q: 3 clusters Score -598437.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -598437.937500 Penalty: 4194.364746 Iteration 33Q: 3 clusters Score -598437.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -598437.875000 Penalty: 4194.364746 Iteration 34Q: 3 clusters Score -598437.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -598438.625000 Penalty: 4194.364746 Iteration 35Q: 3 clusters Score -598438.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -598437.875000 Penalty: 4194.364746 Iteration 36Q: 3 clusters Score -598437.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -598437.875000 Penalty: 4194.364746 Iteration 37F: 3 clusters Score -598437.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Entering Unmasked Estep Score: -74018.500000 Penalty: 1591.349609 Iteration 0F: 2 clusters Score -74018.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -72401.195312 Penalty: 3182.699219 Iteration 0F: 3 clusters Score -72401.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -72585.820312 Penalty: 3182.699219 Iteration 1F: 3 clusters Score -72585.82 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -72650.328125 Penalty: 3182.699219 Iteration 2Q: 3 clusters Score -72650.33 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -72682.968750 Penalty: 3182.699219 Iteration 3Q: 3 clusters Score -72682.97 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -72705.250000 Penalty: 3182.699219 Iteration 4Q: 3 clusters Score -72705.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -72709.890625 Penalty: 3182.699219 Iteration 5Q: 3 clusters Score -72709.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -72711.945312 Penalty: 3182.699219 Iteration 6Q: 3 clusters Score -72711.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -72711.945312 Penalty: 3182.699219 Iteration 7F: 3 clusters Score -72711.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (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: -50530.390625 Penalty: 1542.212891 Iteration 0F: 2 clusters Score -50530.39 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 243 members Entering Unmasked Estep Score: -49084.867188 Penalty: 3084.425781 Iteration 0F: 3 clusters Score -49084.87 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -49381.773438 Penalty: 3084.425781 Iteration 1F: 3 clusters Score -49381.77 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -49646.246094 Penalty: 3084.425781 Iteration 2F: 3 clusters Score -49646.25 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -50030.089844 Penalty: 3084.425781 Iteration 3F: 3 clusters Score -50030.09 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -50208.343750 Penalty: 3084.425781 Iteration 4F: 3 clusters Score -50208.34 nChanged 31 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: -50384.507812 Penalty: 3084.425781 Iteration 5F: 3 clusters Score -50384.51 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -50470.753906 Penalty: 3084.425781 Iteration 6Q: 3 clusters Score -50470.75 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -50560.011719 Penalty: 3084.425781 Iteration 7Q: 3 clusters Score -50560.01 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -50622.960938 Penalty: 3084.425781 Iteration 8Q: 3 clusters Score -50622.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -50640.429688 Penalty: 3084.425781 Iteration 9Q: 3 clusters Score -50640.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -50640.429688 Penalty: 3084.425781 Iteration 10F: 3 clusters Score -50640.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 206 members Mstep: Class 1 contains 5480 members Mstep: Class 2 contains 92511 members Mstep: Class 3 contains 56162 members Mstep: Class 4 contains 64441 members Mstep: Class 5 contains 168531 members Mstep: Class 6 contains 6753 members Mstep: Class 7 contains 14011 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 319 members Mstep: Class 10 contains 365 members Mstep: Class 11 contains 3504 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10324 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 3920 members Mstep: Class 16 contains 3095 members Mstep: Class 17 contains 3122 members Mstep: Class 18 contains 4705 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 86 members Mstep: Class 21 contains 8135 members Mstep: Class 22 contains 581 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 416 members Entering Unmasked Estep Score: -55422240.000000 Penalty: 77460.750000 Splitting cluster 20 changes total score from -55423364.000000 to -55422240.000000 So it's not getting split. Entering Unmasked Mstep Mstep: Class 0 contains 206 members Mstep: Class 1 contains 5480 members Mstep: Class 2 contains 92511 members Mstep: Class 3 contains 56162 members Mstep: Class 4 contains 64441 members Mstep: Class 5 contains 168531 members Mstep: Class 6 contains 6753 members Mstep: Class 7 contains 14011 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 319 members Mstep: Class 10 contains 365 members Mstep: Class 11 contains 3504 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10324 members Mstep: Class 14 contains 285 members Mstep: Class 15 contains 3920 members Mstep: Class 16 contains 3095 members Mstep: Class 17 contains 3122 members Mstep: Class 18 contains 4705 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 502 members Entering Unmasked Estep ConsiderDeletion Score: -55424208.000000 Penalty: 74233.218750 Iteration 119Q: 24 clusters Score -5.542421e+07 nChanged 3278 Entering Unmasked Mstep Mstep: Class 0 contains 206 members Mstep: Class 1 contains 5492 members Mstep: Class 2 contains 92137 members Mstep: Class 3 contains 56247 members Mstep: Class 4 contains 64369 members Mstep: Class 5 contains 169054 members Mstep: Class 6 contains 6773 members Mstep: Class 7 contains 13997 members Mstep: Class 8 contains 246 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 370 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10242 members Mstep: Class 14 contains 286 members Mstep: Class 15 contains 3872 members Mstep: Class 16 contains 3098 members Mstep: Class 17 contains 3096 members Mstep: Class 18 contains 4716 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 497 members Mstep: Class 21 contains 8093 members Mstep: Class 22 contains 581 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55428552.000000 Penalty: 74233.218750 Iteration 120F: 24 clusters Score -5.542855e+07 nChanged 2044 Entering Unmasked Mstep Mstep: Class 0 contains 132 members Mstep: Class 1 contains 5501 members Mstep: Class 2 contains 91667 members Mstep: Class 3 contains 56271 members Mstep: Class 4 contains 64350 members Mstep: Class 5 contains 169553 members Mstep: Class 6 contains 6787 members Mstep: Class 7 contains 13985 members Mstep: Class 8 contains 245 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 375 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10158 members Mstep: Class 14 contains 339 members Mstep: Class 15 contains 3827 members Mstep: Class 16 contains 3094 members Mstep: Class 17 contains 3086 members Mstep: Class 18 contains 4720 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 508 members Mstep: Class 21 contains 8188 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55430964.000000 Penalty: 74233.218750 Iteration 121Q: 24 clusters Score -5.543096e+07 nChanged 1424 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 5498 members Mstep: Class 2 contains 91253 members Mstep: Class 3 contains 56296 members Mstep: Class 4 contains 64343 members Mstep: Class 5 contains 169967 members Mstep: Class 6 contains 6777 members Mstep: Class 7 contains 14001 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 378 members Mstep: Class 11 contains 3509 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10081 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3787 members Mstep: Class 16 contains 3092 members Mstep: Class 17 contains 3082 members Mstep: Class 18 contains 4720 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 505 members Mstep: Class 21 contains 8287 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55431448.000000 Penalty: 74233.218750 Iteration 122Q: 24 clusters Score -5.543145e+07 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 5492 members Mstep: Class 2 contains 90814 members Mstep: Class 3 contains 56309 members Mstep: Class 4 contains 64341 members Mstep: Class 5 contains 170389 members Mstep: Class 6 contains 6774 members Mstep: Class 7 contains 14022 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 382 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 10010 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3741 members Mstep: Class 16 contains 3092 members Mstep: Class 17 contains 3081 members Mstep: Class 18 contains 4736 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 501 members Mstep: Class 21 contains 8384 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55431568.000000 Penalty: 74233.218750 Iteration 123Q: 24 clusters Score -5.543157e+07 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 90403 members Mstep: Class 3 contains 56314 members Mstep: Class 4 contains 64338 members Mstep: Class 5 contains 170807 members Mstep: Class 6 contains 6771 members Mstep: Class 7 contains 14037 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 384 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 9938 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3684 members Mstep: Class 16 contains 3092 members Mstep: Class 17 contains 3078 members Mstep: Class 18 contains 4738 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 499 members Mstep: Class 21 contains 8497 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55431652.000000 Penalty: 74233.218750 Iteration 124Q: 24 clusters Score -5.543165e+07 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 5487 members Mstep: Class 2 contains 90006 members Mstep: Class 3 contains 56316 members Mstep: Class 4 contains 64342 members Mstep: Class 5 contains 171184 members Mstep: Class 6 contains 6764 members Mstep: Class 7 contains 14058 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 386 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 9867 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3632 members Mstep: Class 16 contains 3094 members Mstep: Class 17 contains 3077 members Mstep: Class 18 contains 4736 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 497 members Mstep: Class 21 contains 8622 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55431600.000000 Penalty: 74233.218750 Iteration 125Q: 24 clusters Score -5.54316e+07 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 5483 members Mstep: Class 2 contains 89654 members Mstep: Class 3 contains 56320 members Mstep: Class 4 contains 64342 members Mstep: Class 5 contains 171512 members Mstep: Class 6 contains 6761 members Mstep: Class 7 contains 14075 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 388 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 9797 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3603 members Mstep: Class 16 contains 3093 members Mstep: Class 17 contains 3079 members Mstep: Class 18 contains 4721 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 495 members Mstep: Class 21 contains 8745 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55431680.000000 Penalty: 74233.218750 Iteration 126Q: 24 clusters Score -5.543168e+07 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 5485 members Mstep: Class 2 contains 89334 members Mstep: Class 3 contains 56325 members Mstep: Class 4 contains 64343 members Mstep: Class 5 contains 171841 members Mstep: Class 6 contains 6755 members Mstep: Class 7 contains 14083 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 390 members Mstep: Class 11 contains 3507 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 9735 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3560 members Mstep: Class 16 contains 3092 members Mstep: Class 17 contains 3079 members Mstep: Class 18 contains 4706 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 493 members Mstep: Class 21 contains 8848 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55431684.000000 Penalty: 74233.218750 Iteration 127Q: 24 clusters Score -5.543168e+07 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 89033 members Mstep: Class 3 contains 56320 members Mstep: Class 4 contains 64346 members Mstep: Class 5 contains 172168 members Mstep: Class 6 contains 6751 members Mstep: Class 7 contains 14091 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 390 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 9679 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3518 members Mstep: Class 16 contains 3088 members Mstep: Class 17 contains 3075 members Mstep: Class 18 contains 4693 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 493 members Mstep: Class 21 contains 8939 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55431756.000000 Penalty: 74233.218750 Iteration 128Q: 24 clusters Score -5.543176e+07 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 88763 members Mstep: Class 3 contains 56322 members Mstep: Class 4 contains 64348 members Mstep: Class 5 contains 172447 members Mstep: Class 6 contains 6755 members Mstep: Class 7 contains 14098 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 390 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 9637 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3468 members Mstep: Class 16 contains 3087 members Mstep: Class 17 contains 3070 members Mstep: Class 18 contains 4682 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 493 members Mstep: Class 21 contains 9024 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55431768.000000 Penalty: 74233.218750 Iteration 129Q: 24 clusters Score -5.543177e+07 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 5479 members Mstep: Class 2 contains 88539 members Mstep: Class 3 contains 56314 members Mstep: Class 4 contains 64351 members Mstep: Class 5 contains 172729 members Mstep: Class 6 contains 6759 members Mstep: Class 7 contains 14094 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 390 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 9585 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3416 members Mstep: Class 16 contains 3086 members Mstep: Class 17 contains 3069 members Mstep: Class 18 contains 4665 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 493 members Mstep: Class 21 contains 9099 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55431832.000000 Penalty: 74233.218750 Iteration 130Q: 24 clusters Score -5.543183e+07 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 5473 members Mstep: Class 2 contains 88329 members Mstep: Class 3 contains 56307 members Mstep: Class 4 contains 64352 members Mstep: Class 5 contains 172967 members Mstep: Class 6 contains 6758 members Mstep: Class 7 contains 14089 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 390 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 9537 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3369 members Mstep: Class 16 contains 3087 members Mstep: Class 17 contains 3068 members Mstep: Class 18 contains 4660 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 493 members Mstep: Class 21 contains 9189 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55431724.000000 Penalty: 74233.218750 Iteration 131Q: 24 clusters Score -5.543172e+07 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 5471 members Mstep: Class 2 contains 88126 members Mstep: Class 3 contains 56288 members Mstep: Class 4 contains 64354 members Mstep: Class 5 contains 173191 members Mstep: Class 6 contains 6760 members Mstep: Class 7 contains 14089 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 390 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 9482 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3337 members Mstep: Class 16 contains 3086 members Mstep: Class 17 contains 3067 members Mstep: Class 18 contains 4661 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 493 members Mstep: Class 21 contains 9273 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55431596.000000 Penalty: 74233.218750 Iteration 132Q: 24 clusters Score -5.54316e+07 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 5470 members Mstep: Class 2 contains 87935 members Mstep: Class 3 contains 56278 members Mstep: Class 4 contains 64358 members Mstep: Class 5 contains 173411 members Mstep: Class 6 contains 6763 members Mstep: Class 7 contains 14088 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 390 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 9432 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3308 members Mstep: Class 16 contains 3086 members Mstep: Class 17 contains 3061 members Mstep: Class 18 contains 4663 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 493 members Mstep: Class 21 contains 9332 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55431628.000000 Penalty: 74233.218750 Iteration 133Q: 24 clusters Score -5.543163e+07 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 87738 members Mstep: Class 3 contains 56279 members Mstep: Class 4 contains 64364 members Mstep: Class 5 contains 173609 members Mstep: Class 6 contains 6767 members Mstep: Class 7 contains 14091 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 390 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 9373 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3285 members Mstep: Class 16 contains 3085 members Mstep: Class 17 contains 3055 members Mstep: Class 18 contains 4667 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 493 members Mstep: Class 21 contains 9405 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55431708.000000 Penalty: 74233.218750 Iteration 134Q: 24 clusters Score -5.543171e+07 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 5463 members Mstep: Class 2 contains 87542 members Mstep: Class 3 contains 56267 members Mstep: Class 4 contains 64367 members Mstep: Class 5 contains 173856 members Mstep: Class 6 contains 6770 members Mstep: Class 7 contains 14095 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 390 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 9303 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3258 members Mstep: Class 16 contains 3084 members Mstep: Class 17 contains 3055 members Mstep: Class 18 contains 4661 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 493 members Mstep: Class 21 contains 9464 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55431636.000000 Penalty: 74233.218750 Iteration 135Q: 24 clusters Score -5.543164e+07 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 5458 members Mstep: Class 2 contains 87355 members Mstep: Class 3 contains 56256 members Mstep: Class 4 contains 64369 members Mstep: Class 5 contains 174087 members Mstep: Class 6 contains 6767 members Mstep: Class 7 contains 14101 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 390 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 9236 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3238 members Mstep: Class 16 contains 3082 members Mstep: Class 17 contains 3055 members Mstep: Class 18 contains 4656 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 493 members Mstep: Class 21 contains 9525 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55431696.000000 Penalty: 74233.218750 Iteration 136Q: 24 clusters Score -5.54317e+07 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 87185 members Mstep: Class 3 contains 56245 members Mstep: Class 4 contains 64368 members Mstep: Class 5 contains 174308 members Mstep: Class 6 contains 6769 members Mstep: Class 7 contains 14101 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 390 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 9172 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3225 members Mstep: Class 16 contains 3083 members Mstep: Class 17 contains 3053 members Mstep: Class 18 contains 4650 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 493 members Mstep: Class 21 contains 9574 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55431736.000000 Penalty: 74233.218750 Iteration 137Q: 24 clusters Score -5.543174e+07 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 5447 members Mstep: Class 2 contains 87016 members Mstep: Class 3 contains 56239 members Mstep: Class 4 contains 64370 members Mstep: Class 5 contains 174544 members Mstep: Class 6 contains 6767 members Mstep: Class 7 contains 14103 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 390 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 9106 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3198 members Mstep: Class 16 contains 3084 members Mstep: Class 17 contains 3053 members Mstep: Class 18 contains 4644 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 493 members Mstep: Class 21 contains 9614 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55431728.000000 Penalty: 74233.218750 Iteration 138Q: 24 clusters Score -5.543173e+07 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 5444 members Mstep: Class 2 contains 86832 members Mstep: Class 3 contains 56232 members Mstep: Class 4 contains 64372 members Mstep: Class 5 contains 174776 members Mstep: Class 6 contains 6767 members Mstep: Class 7 contains 14102 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 390 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 9047 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3176 members Mstep: Class 16 contains 3083 members Mstep: Class 17 contains 3049 members Mstep: Class 18 contains 4642 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 493 members Mstep: Class 21 contains 9663 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55431772.000000 Penalty: 74233.218750 Iteration 139Q: 24 clusters Score -5.543177e+07 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 5438 members Mstep: Class 2 contains 86674 members Mstep: Class 3 contains 56224 members Mstep: Class 4 contains 64374 members Mstep: Class 5 contains 174995 members Mstep: Class 6 contains 6769 members Mstep: Class 7 contains 14093 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 390 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8987 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 3154 members Mstep: Class 16 contains 3086 members Mstep: Class 17 contains 3048 members Mstep: Class 18 contains 4643 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 493 members Mstep: Class 21 contains 9700 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55432508.000000 Penalty: 74233.218750 Iteration 140F: 24 clusters Score -5.543251e+07 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 1 contains 5437 members Mstep: Class 2 contains 86505 members Mstep: Class 3 contains 56212 members Mstep: Class 4 contains 64375 members Mstep: Class 5 contains 175219 members Mstep: Class 6 contains 6769 members Mstep: Class 7 contains 14091 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 391 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8914 members Mstep: Class 14 contains 349 members Mstep: Class 15 contains 3135 members Mstep: Class 16 contains 3088 members Mstep: Class 17 contains 3051 members Mstep: Class 18 contains 4645 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 507 members Mstep: Class 21 contains 9744 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55433392.000000 Penalty: 74233.218750 Iteration 141Q: 24 clusters Score -5.543339e+07 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 86330 members Mstep: Class 3 contains 56193 members Mstep: Class 4 contains 64378 members Mstep: Class 5 contains 175460 members Mstep: Class 6 contains 6772 members Mstep: Class 7 contains 14083 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 395 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8856 members Mstep: Class 14 contains 350 members Mstep: Class 15 contains 3120 members Mstep: Class 16 contains 3090 members Mstep: Class 17 contains 3051 members Mstep: Class 18 contains 4640 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 504 members Mstep: Class 21 contains 9777 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55433464.000000 Penalty: 74233.218750 Iteration 142Q: 24 clusters Score -5.543346e+07 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 5430 members Mstep: Class 2 contains 86127 members Mstep: Class 3 contains 56184 members Mstep: Class 4 contains 64383 members Mstep: Class 5 contains 175701 members Mstep: Class 6 contains 6772 members Mstep: Class 7 contains 14079 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 398 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8803 members Mstep: Class 14 contains 350 members Mstep: Class 15 contains 3108 members Mstep: Class 16 contains 3092 members Mstep: Class 17 contains 3051 members Mstep: Class 18 contains 4640 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 501 members Mstep: Class 21 contains 9815 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55433524.000000 Penalty: 74233.218750 Iteration 143Q: 24 clusters Score -5.543352e+07 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 5425 members Mstep: Class 2 contains 85926 members Mstep: Class 3 contains 56175 members Mstep: Class 4 contains 64386 members Mstep: Class 5 contains 175961 members Mstep: Class 6 contains 6772 members Mstep: Class 7 contains 14071 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 403 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8746 members Mstep: Class 14 contains 350 members Mstep: Class 15 contains 3089 members Mstep: Class 16 contains 3092 members Mstep: Class 17 contains 3050 members Mstep: Class 18 contains 4639 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 496 members Mstep: Class 21 contains 9853 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55433516.000000 Penalty: 74233.218750 Iteration 144Q: 24 clusters Score -5.543352e+07 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 85734 members Mstep: Class 3 contains 56156 members Mstep: Class 4 contains 64390 members Mstep: Class 5 contains 176240 members Mstep: Class 6 contains 6773 members Mstep: Class 7 contains 14062 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 410 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8683 members Mstep: Class 14 contains 350 members Mstep: Class 15 contains 3068 members Mstep: Class 16 contains 3093 members Mstep: Class 17 contains 3050 members Mstep: Class 18 contains 4631 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 9883 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55433500.000000 Penalty: 74233.218750 Iteration 145Q: 24 clusters Score -5.54335e+07 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 85523 members Mstep: Class 3 contains 56137 members Mstep: Class 4 contains 64391 members Mstep: Class 5 contains 176524 members Mstep: Class 6 contains 6773 members Mstep: Class 7 contains 14062 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 412 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8629 members Mstep: Class 14 contains 350 members Mstep: Class 15 contains 3045 members Mstep: Class 16 contains 3093 members Mstep: Class 17 contains 3050 members Mstep: Class 18 contains 4628 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 487 members Mstep: Class 21 contains 9907 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55433572.000000 Penalty: 74233.218750 Iteration 146Q: 24 clusters Score -5.543357e+07 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 85301 members Mstep: Class 3 contains 56116 members Mstep: Class 4 contains 64395 members Mstep: Class 5 contains 176817 members Mstep: Class 6 contains 6773 members Mstep: Class 7 contains 14055 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 413 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8577 members Mstep: Class 14 contains 350 members Mstep: Class 15 contains 3024 members Mstep: Class 16 contains 3094 members Mstep: Class 17 contains 3050 members Mstep: Class 18 contains 4622 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 486 members Mstep: Class 21 contains 9939 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55433572.000000 Penalty: 74233.218750 Iteration 147Q: 24 clusters Score -5.543357e+07 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 85045 members Mstep: Class 3 contains 56105 members Mstep: Class 4 contains 64399 members Mstep: Class 5 contains 177145 members Mstep: Class 6 contains 6776 members Mstep: Class 7 contains 14049 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 415 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8527 members Mstep: Class 14 contains 350 members Mstep: Class 15 contains 3001 members Mstep: Class 16 contains 3096 members Mstep: Class 17 contains 3047 members Mstep: Class 18 contains 4613 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 9963 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55433500.000000 Penalty: 74233.218750 Iteration 148Q: 24 clusters Score -5.54335e+07 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 5414 members Mstep: Class 2 contains 84789 members Mstep: Class 3 contains 56095 members Mstep: Class 4 contains 64403 members Mstep: Class 5 contains 177467 members Mstep: Class 6 contains 6776 members Mstep: Class 7 contains 14051 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 415 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8480 members Mstep: Class 14 contains 350 members Mstep: Class 15 contains 2983 members Mstep: Class 16 contains 3094 members Mstep: Class 17 contains 3048 members Mstep: Class 18 contains 4597 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 9988 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55433532.000000 Penalty: 74233.218750 Iteration 149Q: 24 clusters Score -5.543353e+07 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 84518 members Mstep: Class 3 contains 56085 members Mstep: Class 4 contains 64405 members Mstep: Class 5 contains 177807 members Mstep: Class 6 contains 6777 members Mstep: Class 7 contains 14046 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 415 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8432 members Mstep: Class 14 contains 350 members Mstep: Class 15 contains 2969 members Mstep: Class 16 contains 3096 members Mstep: Class 17 contains 3051 members Mstep: Class 18 contains 4581 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 10006 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55433524.000000 Penalty: 74233.218750 Iteration 150Q: 24 clusters Score -5.543352e+07 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 84261 members Mstep: Class 3 contains 56073 members Mstep: Class 4 contains 64414 members Mstep: Class 5 contains 178128 members Mstep: Class 6 contains 6779 members Mstep: Class 7 contains 14037 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 415 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8385 members Mstep: Class 14 contains 350 members Mstep: Class 15 contains 2958 members Mstep: Class 16 contains 3095 members Mstep: Class 17 contains 3052 members Mstep: Class 18 contains 4571 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 10021 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55433392.000000 Penalty: 74233.218750 Iteration 151Q: 24 clusters Score -5.543339e+07 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 84017 members Mstep: Class 3 contains 56059 members Mstep: Class 4 contains 64417 members Mstep: Class 5 contains 178433 members Mstep: Class 6 contains 6782 members Mstep: Class 7 contains 14029 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 415 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8340 members Mstep: Class 14 contains 350 members Mstep: Class 15 contains 2949 members Mstep: Class 16 contains 3096 members Mstep: Class 17 contains 3056 members Mstep: Class 18 contains 4565 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 10032 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55433336.000000 Penalty: 74233.218750 Iteration 152Q: 24 clusters Score -5.543334e+07 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 83780 members Mstep: Class 3 contains 56048 members Mstep: Class 4 contains 64417 members Mstep: Class 5 contains 178723 members Mstep: Class 6 contains 6786 members Mstep: Class 7 contains 14023 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 415 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8305 members Mstep: Class 14 contains 350 members Mstep: Class 15 contains 2941 members Mstep: Class 16 contains 3096 members Mstep: Class 17 contains 3060 members Mstep: Class 18 contains 4558 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 10039 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55433328.000000 Penalty: 74233.218750 Iteration 153Q: 24 clusters Score -5.543333e+07 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 83558 members Mstep: Class 3 contains 56045 members Mstep: Class 4 contains 64419 members Mstep: Class 5 contains 178997 members Mstep: Class 6 contains 6787 members Mstep: Class 7 contains 14015 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 415 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8269 members Mstep: Class 14 contains 350 members Mstep: Class 15 contains 2930 members Mstep: Class 16 contains 3096 members Mstep: Class 17 contains 3060 members Mstep: Class 18 contains 4555 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 10049 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55433400.000000 Penalty: 74233.218750 Iteration 154Q: 24 clusters Score -5.54334e+07 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 83315 members Mstep: Class 3 contains 56040 members Mstep: Class 4 contains 64423 members Mstep: Class 5 contains 179289 members Mstep: Class 6 contains 6792 members Mstep: Class 7 contains 14006 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 415 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8231 members Mstep: Class 14 contains 350 members Mstep: Class 15 contains 2921 members Mstep: Class 16 contains 3096 members Mstep: Class 17 contains 3058 members Mstep: Class 18 contains 4556 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 10054 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55433360.000000 Penalty: 74233.218750 Iteration 155Q: 24 clusters Score -5.543336e+07 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 83071 members Mstep: Class 3 contains 56042 members Mstep: Class 4 contains 64426 members Mstep: Class 5 contains 179588 members Mstep: Class 6 contains 6797 members Mstep: Class 7 contains 13990 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 415 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8196 members Mstep: Class 14 contains 350 members Mstep: Class 15 contains 2908 members Mstep: Class 16 contains 3095 members Mstep: Class 17 contains 3059 members Mstep: Class 18 contains 4551 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 10062 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55433332.000000 Penalty: 74233.218750 Iteration 156Q: 24 clusters Score -5.543333e+07 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 5402 members Mstep: Class 2 contains 82813 members Mstep: Class 3 contains 56039 members Mstep: Class 4 contains 64428 members Mstep: Class 5 contains 179891 members Mstep: Class 6 contains 6802 members Mstep: Class 7 contains 13976 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 415 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8165 members Mstep: Class 14 contains 350 members Mstep: Class 15 contains 2896 members Mstep: Class 16 contains 3094 members Mstep: Class 17 contains 3061 members Mstep: Class 18 contains 4548 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 10070 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55433392.000000 Penalty: 74233.218750 Iteration 157Q: 24 clusters Score -5.543339e+07 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 82541 members Mstep: Class 3 contains 56036 members Mstep: Class 4 contains 64430 members Mstep: Class 5 contains 180231 members Mstep: Class 6 contains 6804 members Mstep: Class 7 contains 13966 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 415 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8119 members Mstep: Class 14 contains 350 members Mstep: Class 15 contains 2883 members Mstep: Class 16 contains 3094 members Mstep: Class 17 contains 3062 members Mstep: Class 18 contains 4545 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 10076 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55433388.000000 Penalty: 74233.218750 Iteration 158Q: 24 clusters Score -5.543339e+07 nChanged 396 Entering ConstructFrom: Score: -55433388.000000 Penalty: 74233.218750 Entering ConstructFrom: Trying to split cluster 1 (5394 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Entering Unmasked Estep Score: -688369.250000 Penalty: 2131.074463 Iteration 0F: 2 clusters Score -688369.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -683594.187500 Penalty: 4262.148926 Iteration 0F: 3 clusters Score -683594.2 nChanged 2112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -684775.312500 Penalty: 4262.148926 Iteration 1F: 3 clusters Score -684775.3 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -685024.312500 Penalty: 4262.148926 Iteration 2F: 3 clusters Score -685024.3 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -685185.125000 Penalty: 4262.148926 Iteration 3F: 3 clusters Score -685185.1 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -685320.812500 Penalty: 4262.148926 Iteration 4Q: 3 clusters Score -685320.8 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -685414.062500 Penalty: 4262.148926 Iteration 5Q: 3 clusters Score -685414.1 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -685513.500000 Penalty: 4262.148926 Iteration 6Q: 3 clusters Score -685513.5 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -685621.062500 Penalty: 4262.148926 Iteration 7Q: 3 clusters Score -685621.1 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -685740.937500 Penalty: 4262.148926 Iteration 8Q: 3 clusters Score -685740.9 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -685882.937500 Penalty: 4262.148926 Iteration 9Q: 3 clusters Score -685882.9 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -686016.562500 Penalty: 4262.148926 Iteration 10Q: 3 clusters Score -686016.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -686112.500000 Penalty: 4262.148926 Iteration 11Q: 3 clusters Score -686112.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -686187.187500 Penalty: 4262.148926 Iteration 12Q: 3 clusters Score -686187.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -686245.687500 Penalty: 4262.148926 Iteration 13Q: 3 clusters Score -686245.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -686297.500000 Penalty: 4262.148926 Iteration 14Q: 3 clusters Score -686297.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -686344.187500 Penalty: 4262.148926 Iteration 15Q: 3 clusters Score -686344.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -686394.250000 Penalty: 4262.148926 Iteration 16Q: 3 clusters Score -686394.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -686443.437500 Penalty: 4262.148926 Iteration 17Q: 3 clusters Score -686443.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -686468.937500 Penalty: 4262.148926 Iteration 18Q: 3 clusters Score -686468.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -686488.562500 Penalty: 4262.148926 Iteration 19Q: 3 clusters Score -686488.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -686505.812500 Penalty: 4262.148926 Iteration 20F: 3 clusters Score -686505.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -686517.312500 Penalty: 4262.148926 Iteration 21Q: 3 clusters Score -686517.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -686527.687500 Penalty: 4262.148926 Iteration 22Q: 3 clusters Score -686527.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -686538.125000 Penalty: 4262.148926 Iteration 23Q: 3 clusters Score -686538.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -686543.500000 Penalty: 4262.148926 Iteration 24Q: 3 clusters Score -686543.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -686549.750000 Penalty: 4262.148926 Iteration 25Q: 3 clusters Score -686549.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 4430 members Entering Unmasked Estep Score: -686554.500000 Penalty: 4262.148926 Iteration 26Q: 3 clusters Score -686554.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -686560.812500 Penalty: 4262.148926 Iteration 27Q: 3 clusters Score -686560.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -686566.687500 Penalty: 4262.148926 Iteration 28Q: 3 clusters Score -686566.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -686570.437500 Penalty: 4262.148926 Iteration 29Q: 3 clusters Score -686570.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -686574.187500 Penalty: 4262.148926 Iteration 30Q: 3 clusters Score -686574.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -686578.625000 Penalty: 4262.148926 Iteration 31Q: 3 clusters Score -686578.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -686585.562500 Penalty: 4262.148926 Iteration 32Q: 3 clusters Score -686585.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -686588.375000 Penalty: 4262.148926 Iteration 33Q: 3 clusters Score -686588.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -686593.625000 Penalty: 4262.148926 Iteration 34Q: 3 clusters Score -686593.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -686599.687500 Penalty: 4262.148926 Iteration 35Q: 3 clusters Score -686599.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -686603.125000 Penalty: 4262.148926 Iteration 36Q: 3 clusters Score -686603.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -686605.437500 Penalty: 4262.148926 Iteration 37Q: 3 clusters Score -686605.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -686608.125000 Penalty: 4262.148926 Iteration 38Q: 3 clusters Score -686608.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -686612.187500 Penalty: 4262.148926 Iteration 39Q: 3 clusters Score -686612.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -686614.437500 Penalty: 4262.148926 Iteration 40F: 3 clusters Score -686614.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -686615.687500 Penalty: 4262.148926 Iteration 41Q: 3 clusters Score -686615.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -686617.875000 Penalty: 4262.148926 Iteration 42Q: 3 clusters Score -686617.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -686618.062500 Penalty: 4262.148926 Iteration 43Q: 3 clusters Score -686618.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -686619.500000 Penalty: 4262.148926 Iteration 44Q: 3 clusters Score -686619.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -686619.500000 Penalty: 4262.148926 Iteration 45F: 3 clusters Score -686619.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (82272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82272 members Entering Unmasked Estep Score: -10308934.000000 Penalty: 2806.811035 Iteration 0F: 2 clusters Score -1.030893e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41278 members Mstep: Class 2 contains 40994 members Entering Unmasked Estep Score: -10253759.000000 Penalty: 5613.622070 Iteration 0F: 3 clusters Score -1.025376e+07 nChanged 38735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42315 members Mstep: Class 2 contains 39957 members Entering Unmasked Estep Score: -10275506.000000 Penalty: 5613.622070 Iteration 1F: 3 clusters Score -1.027551e+07 nChanged 2671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43232 members Mstep: Class 2 contains 39040 members Entering Unmasked Estep Score: -10276176.000000 Penalty: 5613.622070 Iteration 2Q: 3 clusters Score -1.027618e+07 nChanged 2627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44611 members Mstep: Class 2 contains 37661 members Entering Unmasked Estep Score: -10276799.000000 Penalty: 5613.622070 Iteration 3Q: 3 clusters Score -1.02768e+07 nChanged 2677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46552 members Mstep: Class 2 contains 35720 members Entering Unmasked Estep Score: -10277676.000000 Penalty: 5613.622070 Iteration 4Q: 3 clusters Score -1.027768e+07 nChanged 3187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49421 members Mstep: Class 2 contains 32851 members Entering Unmasked Estep Score: -10278839.000000 Penalty: 5613.622070 Iteration 5Q: 3 clusters Score -1.027884e+07 nChanged 4163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53488 members Mstep: Class 2 contains 28784 members Entering Unmasked Estep Score: -10280988.000000 Penalty: 5613.622070 Iteration 6F: 3 clusters Score -1.028099e+07 nChanged 5756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59212 members Mstep: Class 2 contains 23060 members Entering Unmasked Estep Score: -10284771.000000 Penalty: 5613.622070 Iteration 7F: 3 clusters Score -1.028477e+07 nChanged 7022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66230 members Mstep: Class 2 contains 16042 members Entering Unmasked Estep Score: -10290545.000000 Penalty: 5613.622070 Iteration 8F: 3 clusters Score -1.029054e+07 nChanged 7321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73549 members Mstep: Class 2 contains 8723 members Entering Unmasked Estep Score: -10297793.000000 Penalty: 5613.622070 Iteration 9F: 3 clusters Score -1.029779e+07 nChanged 5291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78840 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -10303042.000000 Penalty: 5613.622070 Iteration 10F: 3 clusters Score -1.030304e+07 nChanged 2397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81237 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -10305357.000000 Penalty: 5613.622070 Iteration 11Q: 3 clusters Score -1.030536e+07 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81936 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -10306092.000000 Penalty: 5613.622070 Iteration 12Q: 3 clusters Score -1.030609e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82072 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -10306303.000000 Penalty: 5613.622070 Iteration 13Q: 3 clusters Score -1.03063e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82104 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -10306394.000000 Penalty: 5613.622070 Iteration 14Q: 3 clusters Score -1.030639e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82115 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -10306437.000000 Penalty: 5613.622070 Iteration 15Q: 3 clusters Score -1.030644e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82119 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -10306460.000000 Penalty: 5613.622070 Iteration 16Q: 3 clusters Score -1.030646e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82120 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -10306464.000000 Penalty: 5613.622070 Iteration 17Q: 3 clusters Score -1.030646e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82120 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -10306464.000000 Penalty: 5613.622070 Iteration 18Q: 3 clusters Score -1.030646e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82121 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -10306460.000000 Penalty: 5613.622070 Iteration 19Q: 3 clusters Score -1.030646e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82121 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -10306460.000000 Penalty: 5613.622070 Iteration 20F: 3 clusters Score -1.030646e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (56030 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56030 members Entering Unmasked Estep Score: -7151130.500000 Penalty: 2711.543213 Iteration 0F: 2 clusters Score -7151130 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28295 members Mstep: Class 2 contains 27735 members Entering Unmasked Estep Score: -7113356.500000 Penalty: 5423.086426 Iteration 0F: 3 clusters Score -7113356 nChanged 26026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29985 members Mstep: Class 2 contains 26045 members Entering Unmasked Estep Score: -7127804.500000 Penalty: 5423.086426 Iteration 1F: 3 clusters Score -7127804 nChanged 2243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31040 members Mstep: Class 2 contains 24990 members Entering Unmasked Estep Score: -7128665.000000 Penalty: 5423.086426 Iteration 2Q: 3 clusters Score -7128665 nChanged 2474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32666 members Mstep: Class 2 contains 23364 members Entering Unmasked Estep Score: -7129835.500000 Penalty: 5423.086426 Iteration 3Q: 3 clusters Score -7129836 nChanged 2686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34812 members Mstep: Class 2 contains 21218 members Entering Unmasked Estep Score: -7131278.500000 Penalty: 5423.086426 Iteration 4Q: 3 clusters Score -7131278 nChanged 3025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37585 members Mstep: Class 2 contains 18445 members Entering Unmasked Estep Score: -7133057.000000 Penalty: 5423.086426 Iteration 5F: 3 clusters Score -7133057 nChanged 3621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41144 members Mstep: Class 2 contains 14886 members Entering Unmasked Estep Score: -7135612.500000 Penalty: 5423.086426 Iteration 6F: 3 clusters Score -7135612 nChanged 4249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45383 members Mstep: Class 2 contains 10647 members Entering Unmasked Estep Score: -7139117.500000 Penalty: 5423.086426 Iteration 7F: 3 clusters Score -7139118 nChanged 4198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49575 members Mstep: Class 2 contains 6455 members Entering Unmasked Estep Score: -7142877.000000 Penalty: 5423.086426 Iteration 8F: 3 clusters Score -7142877 nChanged 3326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52901 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -7145942.000000 Penalty: 5423.086426 Iteration 9F: 3 clusters Score -7145942 nChanged 1799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54700 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -7147640.000000 Penalty: 5423.086426 Iteration 10Q: 3 clusters Score -7147640 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55401 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -7148321.000000 Penalty: 5423.086426 Iteration 11Q: 3 clusters Score -7148321 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55631 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -7148554.000000 Penalty: 5423.086426 Iteration 12Q: 3 clusters Score -7148554 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55698 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -7148639.500000 Penalty: 5423.086426 Iteration 13Q: 3 clusters Score -7148640 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55742 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -7148690.000000 Penalty: 5423.086426 Iteration 14Q: 3 clusters Score -7148690 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55761 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -7148721.500000 Penalty: 5423.086426 Iteration 15Q: 3 clusters Score -7148722 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55774 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -7148753.000000 Penalty: 5423.086426 Iteration 16Q: 3 clusters Score -7148753 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55784 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -7148777.500000 Penalty: 5423.086426 Iteration 17Q: 3 clusters Score -7148778 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55787 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -7148783.000000 Penalty: 5423.086426 Iteration 18Q: 3 clusters Score -7148783 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55790 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -7148784.000000 Penalty: 5423.086426 Iteration 19Q: 3 clusters Score -7148784 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55794 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -7148790.500000 Penalty: 5423.086426 Iteration 20F: 3 clusters Score -7148790 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55797 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -7148798.000000 Penalty: 5423.086426 Iteration 21Q: 3 clusters Score -7148798 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55799 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -7148805.000000 Penalty: 5423.086426 Iteration 22Q: 3 clusters Score -7148805 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55799 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -7148805.000000 Penalty: 5423.086426 Iteration 23F: 3 clusters Score -7148805 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (64437 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64437 members Entering Unmasked Estep Score: -8108524.500000 Penalty: 2746.213867 Iteration 0F: 2 clusters Score -8108524 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32195 members Mstep: Class 2 contains 32242 members Entering Unmasked Estep Score: -8065274.000000 Penalty: 5492.427734 Iteration 0F: 3 clusters Score -8065274 nChanged 30172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31421 members Mstep: Class 2 contains 33016 members Entering Unmasked Estep Score: -8082794.000000 Penalty: 5492.427734 Iteration 1F: 3 clusters Score -8082794 nChanged 2637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30892 members Mstep: Class 2 contains 33545 members Entering Unmasked Estep Score: -8083659.500000 Penalty: 5492.427734 Iteration 2Q: 3 clusters Score -8083660 nChanged 2668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30210 members Mstep: Class 2 contains 34227 members Entering Unmasked Estep Score: -8084607.500000 Penalty: 5492.427734 Iteration 3Q: 3 clusters Score -8084608 nChanged 2758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29320 members Mstep: Class 2 contains 35117 members Entering Unmasked Estep Score: -8085616.000000 Penalty: 5492.427734 Iteration 4Q: 3 clusters Score -8085616 nChanged 2860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28128 members Mstep: Class 2 contains 36309 members Entering Unmasked Estep Score: -8086806.000000 Penalty: 5492.427734 Iteration 5Q: 3 clusters Score -8086806 nChanged 3138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26510 members Mstep: Class 2 contains 37927 members Entering Unmasked Estep Score: -8088393.500000 Penalty: 5492.427734 Iteration 6Q: 3 clusters Score -8088394 nChanged 3369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24549 members Mstep: Class 2 contains 39888 members Entering Unmasked Estep Score: -8090231.000000 Penalty: 5492.427734 Iteration 7F: 3 clusters Score -8090231 nChanged 3529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22318 members Mstep: Class 2 contains 42119 members Entering Unmasked Estep Score: -8092277.500000 Penalty: 5492.427734 Iteration 8F: 3 clusters Score -8092278 nChanged 3458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19936 members Mstep: Class 2 contains 44501 members Entering Unmasked Estep Score: -8094297.500000 Penalty: 5492.427734 Iteration 9F: 3 clusters Score -8094298 nChanged 3191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17569 members Mstep: Class 2 contains 46868 members Entering Unmasked Estep Score: -8096392.000000 Penalty: 5492.427734 Iteration 10Q: 3 clusters Score -8096392 nChanged 2848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15297 members Mstep: Class 2 contains 49140 members Entering Unmasked Estep Score: -8098493.000000 Penalty: 5492.427734 Iteration 11Q: 3 clusters Score -8098493 nChanged 2442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13271 members Mstep: Class 2 contains 51166 members Entering Unmasked Estep Score: -8100417.500000 Penalty: 5492.427734 Iteration 12Q: 3 clusters Score -8100418 nChanged 1944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11633 members Mstep: Class 2 contains 52804 members Entering Unmasked Estep Score: -8101974.500000 Penalty: 5492.427734 Iteration 13Q: 3 clusters Score -8101974 nChanged 1466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10353 members Mstep: Class 2 contains 54084 members Entering Unmasked Estep Score: -8102959.000000 Penalty: 5492.427734 Iteration 14Q: 3 clusters Score -8102959 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9310 members Mstep: Class 2 contains 55127 members Entering Unmasked Estep Score: -8103679.500000 Penalty: 5492.427734 Iteration 15Q: 3 clusters Score -8103680 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8385 members Mstep: Class 2 contains 56052 members Entering Unmasked Estep Score: -8104150.000000 Penalty: 5492.427734 Iteration 16Q: 3 clusters Score -8104150 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7586 members Mstep: Class 2 contains 56851 members Entering Unmasked Estep Score: -8104565.500000 Penalty: 5492.427734 Iteration 17Q: 3 clusters Score -8104566 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6894 members Mstep: Class 2 contains 57543 members Entering Unmasked Estep Score: -8104890.500000 Penalty: 5492.427734 Iteration 18Q: 3 clusters Score -8104890 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6286 members Mstep: Class 2 contains 58151 members Entering Unmasked Estep Score: -8105143.500000 Penalty: 5492.427734 Iteration 19Q: 3 clusters Score -8105144 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5739 members Mstep: Class 2 contains 58698 members Entering Unmasked Estep Score: -8105356.500000 Penalty: 5492.427734 Iteration 20F: 3 clusters Score -8105356 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5301 members Mstep: Class 2 contains 59136 members Entering Unmasked Estep Score: -8105529.500000 Penalty: 5492.427734 Iteration 21Q: 3 clusters Score -8105530 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 59508 members Entering Unmasked Estep Score: -8105666.000000 Penalty: 5492.427734 Iteration 22Q: 3 clusters Score -8105666 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 59879 members Entering Unmasked Estep Score: -8105794.500000 Penalty: 5492.427734 Iteration 23Q: 3 clusters Score -8105794 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 60192 members Entering Unmasked Estep Score: -8105933.000000 Penalty: 5492.427734 Iteration 24Q: 3 clusters Score -8105933 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 60504 members Entering Unmasked Estep Score: -8106054.000000 Penalty: 5492.427734 Iteration 25Q: 3 clusters Score -8106054 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 60761 members Entering Unmasked Estep Score: -8106141.000000 Penalty: 5492.427734 Iteration 26Q: 3 clusters Score -8106141 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 60986 members Entering Unmasked Estep Score: -8106201.500000 Penalty: 5492.427734 Iteration 27Q: 3 clusters Score -8106202 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 61157 members Entering Unmasked Estep Score: -8106253.500000 Penalty: 5492.427734 Iteration 28Q: 3 clusters Score -8106254 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 61315 members Entering Unmasked Estep Score: -8106295.500000 Penalty: 5492.427734 Iteration 29Q: 3 clusters Score -8106296 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 61470 members Entering Unmasked Estep Score: -8106329.500000 Penalty: 5492.427734 Iteration 30Q: 3 clusters Score -8106330 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 61602 members Entering Unmasked Estep Score: -8106383.500000 Penalty: 5492.427734 Iteration 31Q: 3 clusters Score -8106384 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 61717 members Entering Unmasked Estep Score: -8106385.000000 Penalty: 5492.427734 Iteration 32Q: 3 clusters Score -8106385 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 61828 members Entering Unmasked Estep Score: -8106395.500000 Penalty: 5492.427734 Iteration 33Q: 3 clusters Score -8106396 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 61925 members Entering Unmasked Estep Score: -8106446.000000 Penalty: 5492.427734 Iteration 34Q: 3 clusters Score -8106446 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 61994 members Entering Unmasked Estep Score: -8106478.000000 Penalty: 5492.427734 Iteration 35Q: 3 clusters Score -8106478 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 62049 members Entering Unmasked Estep Score: -8106473.000000 Penalty: 5492.427734 Iteration 36Q: 3 clusters Score -8106473 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 62109 members Entering Unmasked Estep Score: -8106490.000000 Penalty: 5492.427734 Iteration 37Q: 3 clusters Score -8106490 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 62153 members Entering Unmasked Estep Score: -8106500.000000 Penalty: 5492.427734 Iteration 38Q: 3 clusters Score -8106500 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 62202 members Entering Unmasked Estep Score: -8106496.000000 Penalty: 5492.427734 Iteration 39Q: 3 clusters Score -8106496 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 62237 members Entering Unmasked Estep Score: -8106516.500000 Penalty: 5492.427734 Iteration 40F: 3 clusters Score -8106516 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 62275 members Entering Unmasked Estep Score: -8106525.000000 Penalty: 5492.427734 Iteration 41Q: 3 clusters Score -8106525 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 62314 members Entering Unmasked Estep Score: -8106534.500000 Penalty: 5492.427734 Iteration 42Q: 3 clusters Score -8106534 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 62356 members Entering Unmasked Estep Score: -8106539.500000 Penalty: 5492.427734 Iteration 43Q: 3 clusters Score -8106540 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 62394 members Entering Unmasked Estep Score: -8106551.500000 Penalty: 5492.427734 Iteration 44Q: 3 clusters Score -8106552 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 62419 members Entering Unmasked Estep Score: -8106543.000000 Penalty: 5492.427734 Iteration 45Q: 3 clusters Score -8106543 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 62448 members Entering Unmasked Estep Score: -8106557.000000 Penalty: 5492.427734 Iteration 46Q: 3 clusters Score -8106557 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 62478 members Entering Unmasked Estep Score: -8106561.000000 Penalty: 5492.427734 Iteration 47Q: 3 clusters Score -8106561 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 62508 members Entering Unmasked Estep Score: -8106568.000000 Penalty: 5492.427734 Iteration 48Q: 3 clusters Score -8106568 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 62538 members Entering Unmasked Estep Score: -8106555.000000 Penalty: 5492.427734 Iteration 49Q: 3 clusters Score -8106555 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 62561 members Entering Unmasked Estep Score: -8106571.000000 Penalty: 5492.427734 Iteration 50Q: 3 clusters Score -8106571 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 62580 members Entering Unmasked Estep Score: -8106583.500000 Penalty: 5492.427734 Iteration 51Q: 3 clusters Score -8106584 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 62598 members Entering Unmasked Estep Score: -8106583.500000 Penalty: 5492.427734 Iteration 52Q: 3 clusters Score -8106584 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 62614 members Entering Unmasked Estep Score: -8106585.500000 Penalty: 5492.427734 Iteration 53Q: 3 clusters Score -8106586 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 62633 members Entering Unmasked Estep Score: -8106606.000000 Penalty: 5492.427734 Iteration 54Q: 3 clusters Score -8106606 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 62650 members Entering Unmasked Estep Score: -8106603.500000 Penalty: 5492.427734 Iteration 55Q: 3 clusters Score -8106604 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 62662 members Entering Unmasked Estep Score: -8106597.000000 Penalty: 5492.427734 Iteration 56Q: 3 clusters Score -8106597 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 62671 members Entering Unmasked Estep Score: -8106589.000000 Penalty: 5492.427734 Iteration 57Q: 3 clusters Score -8106589 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 62676 members Entering Unmasked Estep Score: -8106605.500000 Penalty: 5492.427734 Iteration 58Q: 3 clusters Score -8106606 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 62681 members Entering Unmasked Estep Score: -8106605.000000 Penalty: 5492.427734 Iteration 59Q: 3 clusters Score -8106605 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 62688 members Entering Unmasked Estep Score: -8106601.000000 Penalty: 5492.427734 Iteration 60F: 3 clusters Score -8106601 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 62696 members Entering Unmasked Estep Score: -8106594.000000 Penalty: 5492.427734 Iteration 61Q: 3 clusters Score -8106594 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 62705 members Entering Unmasked Estep Score: -8106592.000000 Penalty: 5492.427734 Iteration 62Q: 3 clusters Score -8106592 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 62713 members Entering Unmasked Estep Score: -8106601.500000 Penalty: 5492.427734 Iteration 63Q: 3 clusters Score -8106602 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 62726 members Entering Unmasked Estep Score: -8106618.000000 Penalty: 5492.427734 Iteration 64Q: 3 clusters Score -8106618 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 62737 members Entering Unmasked Estep Score: -8106613.000000 Penalty: 5492.427734 Iteration 65Q: 3 clusters Score -8106613 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 62744 members Entering Unmasked Estep Score: -8106625.500000 Penalty: 5492.427734 Iteration 66Q: 3 clusters Score -8106626 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 62755 members Entering Unmasked Estep Score: -8106624.500000 Penalty: 5492.427734 Iteration 67Q: 3 clusters Score -8106624 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 62764 members Entering Unmasked Estep Score: -8106643.500000 Penalty: 5492.427734 Iteration 68Q: 3 clusters Score -8106644 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 62772 members Entering Unmasked Estep Score: -8106641.500000 Penalty: 5492.427734 Iteration 69Q: 3 clusters Score -8106642 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 62777 members Entering Unmasked Estep Score: -8106645.500000 Penalty: 5492.427734 Iteration 70Q: 3 clusters Score -8106646 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 62785 members Entering Unmasked Estep Score: -8106647.000000 Penalty: 5492.427734 Iteration 71Q: 3 clusters Score -8106647 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 62794 members Entering Unmasked Estep Score: -8106648.000000 Penalty: 5492.427734 Iteration 72Q: 3 clusters Score -8106648 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 62800 members Entering Unmasked Estep Score: -8106653.500000 Penalty: 5492.427734 Iteration 73Q: 3 clusters Score -8106654 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 62806 members Entering Unmasked Estep Score: -8106650.500000 Penalty: 5492.427734 Iteration 74Q: 3 clusters Score -8106650 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 62810 members Entering Unmasked Estep Score: -8106641.000000 Penalty: 5492.427734 Iteration 75Q: 3 clusters Score -8106641 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 62813 members Entering Unmasked Estep Score: -8106650.500000 Penalty: 5492.427734 Iteration 76Q: 3 clusters Score -8106650 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 62814 members Entering Unmasked Estep Score: -8106651.000000 Penalty: 5492.427734 Iteration 77Q: 3 clusters Score -8106651 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 62814 members Entering Unmasked Estep Score: -8106651.000000 Penalty: 5492.427734 Iteration 78F: 3 clusters Score -8106651 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (180564 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180564 members Entering Unmasked Estep Score: -22579492.000000 Penalty: 3001.752441 Iteration 0F: 2 clusters Score -2.257949e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90440 members Mstep: Class 2 contains 90124 members Entering Unmasked Estep Score: -22460350.000000 Penalty: 6003.504883 Iteration 0F: 3 clusters Score -2.246035e+07 nChanged 86353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92085 members Mstep: Class 2 contains 88479 members Entering Unmasked Estep Score: -22511864.000000 Penalty: 6003.504883 Iteration 1F: 3 clusters Score -2.251186e+07 nChanged 6497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93416 members Mstep: Class 2 contains 87148 members Entering Unmasked Estep Score: -22513890.000000 Penalty: 6003.504883 Iteration 2Q: 3 clusters Score -2.251389e+07 nChanged 7076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95546 members Mstep: Class 2 contains 85018 members Entering Unmasked Estep Score: -22516298.000000 Penalty: 6003.504883 Iteration 3Q: 3 clusters Score -2.25163e+07 nChanged 8217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98983 members Mstep: Class 2 contains 81581 members Entering Unmasked Estep Score: -22519726.000000 Penalty: 6003.504883 Iteration 4Q: 3 clusters Score -2.251973e+07 nChanged 9291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103826 members Mstep: Class 2 contains 76738 members Entering Unmasked Estep Score: -22524398.000000 Penalty: 6003.504883 Iteration 5F: 3 clusters Score -2.25244e+07 nChanged 10084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110240 members Mstep: Class 2 contains 70324 members Entering Unmasked Estep Score: -22530576.000000 Penalty: 6003.504883 Iteration 6F: 3 clusters Score -2.253058e+07 nChanged 10942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118094 members Mstep: Class 2 contains 62470 members Entering Unmasked Estep Score: -22538350.000000 Penalty: 6003.504883 Iteration 7F: 3 clusters Score -2.253835e+07 nChanged 10893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126377 members Mstep: Class 2 contains 54187 members Entering Unmasked Estep Score: -22546470.000000 Penalty: 6003.504883 Iteration 8F: 3 clusters Score -2.254647e+07 nChanged 9717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133784 members Mstep: Class 2 contains 46780 members Entering Unmasked Estep Score: -22553482.000000 Penalty: 6003.504883 Iteration 9F: 3 clusters Score -2.255348e+07 nChanged 7750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139876 members Mstep: Class 2 contains 40688 members Entering Unmasked Estep Score: -22558290.000000 Penalty: 6003.504883 Iteration 10Q: 3 clusters Score -2.255829e+07 nChanged 5932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144940 members Mstep: Class 2 contains 35624 members Entering Unmasked Estep Score: -22561600.000000 Penalty: 6003.504883 Iteration 11Q: 3 clusters Score -2.25616e+07 nChanged 4758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149354 members Mstep: Class 2 contains 31210 members Entering Unmasked Estep Score: -22563926.000000 Penalty: 6003.504883 Iteration 12Q: 3 clusters Score -2.256393e+07 nChanged 4219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153479 members Mstep: Class 2 contains 27085 members Entering Unmasked Estep Score: -22565900.000000 Penalty: 6003.504883 Iteration 13Q: 3 clusters Score -2.25659e+07 nChanged 3804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157271 members Mstep: Class 2 contains 23293 members Entering Unmasked Estep Score: -22567886.000000 Penalty: 6003.504883 Iteration 14Q: 3 clusters Score -2.256789e+07 nChanged 3570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160841 members Mstep: Class 2 contains 19723 members Entering Unmasked Estep Score: -22569606.000000 Penalty: 6003.504883 Iteration 15Q: 3 clusters Score -2.256961e+07 nChanged 3249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164088 members Mstep: Class 2 contains 16476 members Entering Unmasked Estep Score: -22571356.000000 Penalty: 6003.504883 Iteration 16Q: 3 clusters Score -2.257136e+07 nChanged 3001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167077 members Mstep: Class 2 contains 13487 members Entering Unmasked Estep Score: -22573256.000000 Penalty: 6003.504883 Iteration 17Q: 3 clusters Score -2.257326e+07 nChanged 2534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169587 members Mstep: Class 2 contains 10977 members Entering Unmasked Estep Score: -22574934.000000 Penalty: 6003.504883 Iteration 18Q: 3 clusters Score -2.257493e+07 nChanged 1975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171526 members Mstep: Class 2 contains 9038 members Entering Unmasked Estep Score: -22576258.000000 Penalty: 6003.504883 Iteration 19Q: 3 clusters Score -2.257626e+07 nChanged 1451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172913 members Mstep: Class 2 contains 7651 members Entering Unmasked Estep Score: -22577410.000000 Penalty: 6003.504883 Iteration 20F: 3 clusters Score -2.257741e+07 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173871 members Mstep: Class 2 contains 6693 members Entering Unmasked Estep Score: -22578112.000000 Penalty: 6003.504883 Iteration 21Q: 3 clusters Score -2.257811e+07 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174470 members Mstep: Class 2 contains 6094 members Entering Unmasked Estep Score: -22578506.000000 Penalty: 6003.504883 Iteration 22Q: 3 clusters Score -2.257851e+07 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174904 members Mstep: Class 2 contains 5660 members Entering Unmasked Estep Score: -22578740.000000 Penalty: 6003.504883 Iteration 23Q: 3 clusters Score -2.257874e+07 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175240 members Mstep: Class 2 contains 5324 members Entering Unmasked Estep Score: -22578900.000000 Penalty: 6003.504883 Iteration 24Q: 3 clusters Score -2.25789e+07 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175506 members Mstep: Class 2 contains 5058 members Entering Unmasked Estep Score: -22578888.000000 Penalty: 6003.504883 Iteration 25Q: 3 clusters Score -2.257889e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175699 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -22578924.000000 Penalty: 6003.504883 Iteration 26Q: 3 clusters Score -2.257892e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175865 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -22578930.000000 Penalty: 6003.504883 Iteration 27Q: 3 clusters Score -2.257893e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175984 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -22578944.000000 Penalty: 6003.504883 Iteration 28Q: 3 clusters Score -2.257894e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176069 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -22578942.000000 Penalty: 6003.504883 Iteration 29Q: 3 clusters Score -2.257894e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176138 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -22578964.000000 Penalty: 6003.504883 Iteration 30Q: 3 clusters Score -2.257896e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176184 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -22578972.000000 Penalty: 6003.504883 Iteration 31Q: 3 clusters Score -2.257897e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176219 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -22578974.000000 Penalty: 6003.504883 Iteration 32Q: 3 clusters Score -2.257897e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176246 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -22578972.000000 Penalty: 6003.504883 Iteration 33Q: 3 clusters Score -2.257897e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176270 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -22578946.000000 Penalty: 6003.504883 Iteration 34Q: 3 clusters Score -2.257895e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176292 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -22578918.000000 Penalty: 6003.504883 Iteration 35Q: 3 clusters Score -2.257892e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176315 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -22578958.000000 Penalty: 6003.504883 Iteration 36Q: 3 clusters Score -2.257896e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176347 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -22578950.000000 Penalty: 6003.504883 Iteration 37Q: 3 clusters Score -2.257895e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176369 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -22578936.000000 Penalty: 6003.504883 Iteration 38Q: 3 clusters Score -2.257894e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176385 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -22578956.000000 Penalty: 6003.504883 Iteration 39Q: 3 clusters Score -2.257896e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176413 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -22578956.000000 Penalty: 6003.504883 Iteration 40F: 3 clusters Score -2.257896e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176439 members Mstep: Class 2 contains 4125 members Entering Unmasked Estep Score: -22578968.000000 Penalty: 6003.504883 Iteration 41Q: 3 clusters Score -2.257897e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176465 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -22578970.000000 Penalty: 6003.504883 Iteration 42Q: 3 clusters Score -2.257897e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176491 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -22578948.000000 Penalty: 6003.504883 Iteration 43Q: 3 clusters Score -2.257895e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176514 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -22578936.000000 Penalty: 6003.504883 Iteration 44Q: 3 clusters Score -2.257894e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176532 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -22578932.000000 Penalty: 6003.504883 Iteration 45Q: 3 clusters Score -2.257893e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176546 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -22578940.000000 Penalty: 6003.504883 Iteration 46Q: 3 clusters Score -2.257894e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176559 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -22578934.000000 Penalty: 6003.504883 Iteration 47Q: 3 clusters Score -2.257893e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176568 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -22578942.000000 Penalty: 6003.504883 Iteration 48Q: 3 clusters Score -2.257894e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176579 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -22578948.000000 Penalty: 6003.504883 Iteration 49Q: 3 clusters Score -2.257895e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176584 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -22578942.000000 Penalty: 6003.504883 Iteration 50Q: 3 clusters Score -2.257894e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176587 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -22578956.000000 Penalty: 6003.504883 Iteration 51Q: 3 clusters Score -2.257896e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176594 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -22578946.000000 Penalty: 6003.504883 Iteration 52Q: 3 clusters Score -2.257895e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176601 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -22578962.000000 Penalty: 6003.504883 Iteration 53Q: 3 clusters Score -2.257896e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176606 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -22578962.000000 Penalty: 6003.504883 Iteration 54Q: 3 clusters Score -2.257896e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176608 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -22578962.000000 Penalty: 6003.504883 Iteration 55Q: 3 clusters Score -2.257896e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176610 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -22578958.000000 Penalty: 6003.504883 Iteration 56Q: 3 clusters Score -2.257896e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176616 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -22578950.000000 Penalty: 6003.504883 Iteration 57Q: 3 clusters Score -2.257895e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176621 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -22578956.000000 Penalty: 6003.504883 Iteration 58Q: 3 clusters Score -2.257896e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176625 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -22578954.000000 Penalty: 6003.504883 Iteration 59Q: 3 clusters Score -2.257895e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176626 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -22578958.000000 Penalty: 6003.504883 Iteration 60F: 3 clusters Score -2.257896e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176628 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -22578950.000000 Penalty: 6003.504883 Iteration 61Q: 3 clusters Score -2.257895e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176629 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -22578954.000000 Penalty: 6003.504883 Iteration 62Q: 3 clusters Score -2.257895e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176631 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -22578948.000000 Penalty: 6003.504883 Iteration 63Q: 3 clusters Score -2.257895e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176633 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -22578956.000000 Penalty: 6003.504883 Iteration 64Q: 3 clusters Score -2.257896e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176634 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -22578946.000000 Penalty: 6003.504883 Iteration 65Q: 3 clusters Score -2.257895e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176634 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -22578946.000000 Penalty: 6003.504883 Iteration 66F: 3 clusters Score -2.257895e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (6805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6805 members Entering Unmasked Estep Score: -870567.375000 Penalty: 2188.702393 Iteration 0F: 2 clusters Score -870567.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -864903.000000 Penalty: 4377.404785 Iteration 0F: 3 clusters Score -864903 nChanged 2697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -866312.500000 Penalty: 4377.404785 Iteration 1F: 3 clusters Score -866312.5 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -866545.625000 Penalty: 4377.404785 Iteration 2F: 3 clusters Score -866545.6 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -866688.187500 Penalty: 4377.404785 Iteration 3Q: 3 clusters Score -866688.2 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -866789.687500 Penalty: 4377.404785 Iteration 4Q: 3 clusters Score -866789.7 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -866894.500000 Penalty: 4377.404785 Iteration 5Q: 3 clusters Score -866894.5 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -866986.375000 Penalty: 4377.404785 Iteration 6Q: 3 clusters Score -866986.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -867064.000000 Penalty: 4377.404785 Iteration 7Q: 3 clusters Score -867064 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -867141.187500 Penalty: 4377.404785 Iteration 8Q: 3 clusters Score -867141.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -867225.750000 Penalty: 4377.404785 Iteration 9Q: 3 clusters Score -867225.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -867333.062500 Penalty: 4377.404785 Iteration 10Q: 3 clusters Score -867333.1 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -867453.750000 Penalty: 4377.404785 Iteration 11Q: 3 clusters Score -867453.8 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -867536.250000 Penalty: 4377.404785 Iteration 12Q: 3 clusters Score -867536.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -867624.187500 Penalty: 4377.404785 Iteration 13Q: 3 clusters Score -867624.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -867730.250000 Penalty: 4377.404785 Iteration 14Q: 3 clusters Score -867730.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -867830.625000 Penalty: 4377.404785 Iteration 15Q: 3 clusters Score -867830.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 5071 members Entering Unmasked Estep Score: -867923.312500 Penalty: 4377.404785 Iteration 16Q: 3 clusters Score -867923.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 5189 members Entering Unmasked Estep Score: -868014.125000 Penalty: 4377.404785 Iteration 17Q: 3 clusters Score -868014.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -868103.937500 Penalty: 4377.404785 Iteration 18Q: 3 clusters Score -868103.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 5407 members Entering Unmasked Estep Score: -868181.875000 Penalty: 4377.404785 Iteration 19Q: 3 clusters Score -868181.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 5504 members Entering Unmasked Estep Score: -868259.625000 Penalty: 4377.404785 Iteration 20F: 3 clusters Score -868259.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 5590 members Entering Unmasked Estep Score: -868322.625000 Penalty: 4377.404785 Iteration 21Q: 3 clusters Score -868322.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 5678 members Entering Unmasked Estep Score: -868377.250000 Penalty: 4377.404785 Iteration 22Q: 3 clusters Score -868377.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 5743 members Entering Unmasked Estep Score: -868414.437500 Penalty: 4377.404785 Iteration 23Q: 3 clusters Score -868414.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 5798 members Entering Unmasked Estep Score: -868450.187500 Penalty: 4377.404785 Iteration 24Q: 3 clusters Score -868450.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -868479.937500 Penalty: 4377.404785 Iteration 25Q: 3 clusters Score -868479.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 5872 members Entering Unmasked Estep Score: -868498.250000 Penalty: 4377.404785 Iteration 26Q: 3 clusters Score -868498.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 5902 members Entering Unmasked Estep Score: -868520.625000 Penalty: 4377.404785 Iteration 27Q: 3 clusters Score -868520.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -868539.562500 Penalty: 4377.404785 Iteration 28Q: 3 clusters Score -868539.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 5945 members Entering Unmasked Estep Score: -868549.750000 Penalty: 4377.404785 Iteration 29Q: 3 clusters Score -868549.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -868564.625000 Penalty: 4377.404785 Iteration 30Q: 3 clusters Score -868564.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 5993 members Entering Unmasked Estep Score: -868584.437500 Penalty: 4377.404785 Iteration 31Q: 3 clusters Score -868584.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 6016 members Entering Unmasked Estep Score: -868602.812500 Penalty: 4377.404785 Iteration 32Q: 3 clusters Score -868602.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 6033 members Entering Unmasked Estep Score: -868617.375000 Penalty: 4377.404785 Iteration 33Q: 3 clusters Score -868617.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 6053 members Entering Unmasked Estep Score: -868631.250000 Penalty: 4377.404785 Iteration 34Q: 3 clusters Score -868631.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 6071 members Entering Unmasked Estep Score: -868643.125000 Penalty: 4377.404785 Iteration 35Q: 3 clusters Score -868643.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 6087 members Entering Unmasked Estep Score: -868653.500000 Penalty: 4377.404785 Iteration 36Q: 3 clusters Score -868653.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 6099 members Entering Unmasked Estep Score: -868661.500000 Penalty: 4377.404785 Iteration 37Q: 3 clusters Score -868661.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 6117 members Entering Unmasked Estep Score: -868673.375000 Penalty: 4377.404785 Iteration 38Q: 3 clusters Score -868673.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 6132 members Entering Unmasked Estep Score: -868684.187500 Penalty: 4377.404785 Iteration 39Q: 3 clusters Score -868684.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 6140 members Entering Unmasked Estep Score: -868686.937500 Penalty: 4377.404785 Iteration 40F: 3 clusters Score -868686.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 6144 members Entering Unmasked Estep Score: -868690.812500 Penalty: 4377.404785 Iteration 41Q: 3 clusters Score -868690.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 6154 members Entering Unmasked Estep Score: -868699.312500 Penalty: 4377.404785 Iteration 42Q: 3 clusters Score -868699.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 6162 members Entering Unmasked Estep Score: -868702.500000 Penalty: 4377.404785 Iteration 43Q: 3 clusters Score -868702.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 6173 members Entering Unmasked Estep Score: -868711.312500 Penalty: 4377.404785 Iteration 44Q: 3 clusters Score -868711.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 6181 members Entering Unmasked Estep Score: -868717.500000 Penalty: 4377.404785 Iteration 45Q: 3 clusters Score -868717.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 6190 members Entering Unmasked Estep Score: -868724.000000 Penalty: 4377.404785 Iteration 46Q: 3 clusters Score -868724 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 6198 members Entering Unmasked Estep Score: -868728.062500 Penalty: 4377.404785 Iteration 47Q: 3 clusters Score -868728.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 6202 members Entering Unmasked Estep Score: -868728.875000 Penalty: 4377.404785 Iteration 48Q: 3 clusters Score -868728.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 6206 members Entering Unmasked Estep Score: -868732.250000 Penalty: 4377.404785 Iteration 49Q: 3 clusters Score -868732.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 6207 members Entering Unmasked Estep Score: -868734.062500 Penalty: 4377.404785 Iteration 50Q: 3 clusters Score -868734.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 6208 members Entering Unmasked Estep Score: -868736.125000 Penalty: 4377.404785 Iteration 51Q: 3 clusters Score -868736.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 6209 members Entering Unmasked Estep Score: -868736.062500 Penalty: 4377.404785 Iteration 52Q: 3 clusters Score -868736.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 6210 members Entering Unmasked Estep Score: -868736.625000 Penalty: 4377.404785 Iteration 53Q: 3 clusters Score -868736.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 6211 members Entering Unmasked Estep Score: -868737.562500 Penalty: 4377.404785 Iteration 54Q: 3 clusters Score -868737.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 6211 members Entering Unmasked Estep Score: -868739.187500 Penalty: 4377.404785 Iteration 55Q: 3 clusters Score -868739.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 6214 members Entering Unmasked Estep Score: -868740.375000 Penalty: 4377.404785 Iteration 56Q: 3 clusters Score -868740.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 6216 members Entering Unmasked Estep Score: -868741.687500 Penalty: 4377.404785 Iteration 57Q: 3 clusters Score -868741.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -868742.750000 Penalty: 4377.404785 Iteration 58Q: 3 clusters Score -868742.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 6219 members Entering Unmasked Estep Score: -868745.062500 Penalty: 4377.404785 Iteration 59Q: 3 clusters Score -868745.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 6222 members Entering Unmasked Estep Score: -868747.250000 Penalty: 4377.404785 Iteration 60F: 3 clusters Score -868747.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -868749.437500 Penalty: 4377.404785 Iteration 61Q: 3 clusters Score -868749.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -868751.000000 Penalty: 4377.404785 Iteration 62Q: 3 clusters Score -868751 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -868751.000000 Penalty: 4377.404785 Iteration 63F: 3 clusters Score -868751 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (13960 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13960 members Entering Unmasked Estep Score: -1704650.875000 Penalty: 2366.899902 Iteration 0F: 2 clusters Score -1704651 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6958 members Mstep: Class 2 contains 7002 members Entering Unmasked Estep Score: -1694392.375000 Penalty: 4733.799805 Iteration 0F: 3 clusters Score -1694392 nChanged 5993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7195 members Mstep: Class 2 contains 6765 members Entering Unmasked Estep Score: -1697835.000000 Penalty: 4733.799805 Iteration 1F: 3 clusters Score -1697835 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7492 members Mstep: Class 2 contains 6468 members Entering Unmasked Estep Score: -1698748.500000 Penalty: 4733.799805 Iteration 2F: 3 clusters Score -1698748 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7944 members Mstep: Class 2 contains 6016 members Entering Unmasked Estep Score: -1699943.500000 Penalty: 4733.799805 Iteration 3F: 3 clusters Score -1699944 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8538 members Mstep: Class 2 contains 5422 members Entering Unmasked Estep Score: -1701153.375000 Penalty: 4733.799805 Iteration 4F: 3 clusters Score -1701153 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9141 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -1702194.875000 Penalty: 4733.799805 Iteration 5F: 3 clusters Score -1702195 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9714 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -1702937.250000 Penalty: 4733.799805 Iteration 6F: 3 clusters Score -1702937 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10071 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -1703277.000000 Penalty: 4733.799805 Iteration 7Q: 3 clusters Score -1703277 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10271 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -1703433.250000 Penalty: 4733.799805 Iteration 8Q: 3 clusters Score -1703433 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10411 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -1703508.250000 Penalty: 4733.799805 Iteration 9Q: 3 clusters Score -1703508 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10497 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -1703546.375000 Penalty: 4733.799805 Iteration 10Q: 3 clusters Score -1703546 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10551 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -1703566.625000 Penalty: 4733.799805 Iteration 11Q: 3 clusters Score -1703567 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10593 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -1703577.875000 Penalty: 4733.799805 Iteration 12Q: 3 clusters Score -1703578 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10629 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -1703579.375000 Penalty: 4733.799805 Iteration 13Q: 3 clusters Score -1703579 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10653 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -1703591.500000 Penalty: 4733.799805 Iteration 14Q: 3 clusters Score -1703592 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10673 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -1703597.500000 Penalty: 4733.799805 Iteration 15Q: 3 clusters Score -1703598 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10690 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -1703599.250000 Penalty: 4733.799805 Iteration 16Q: 3 clusters Score -1703599 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10708 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -1703606.125000 Penalty: 4733.799805 Iteration 17Q: 3 clusters Score -1703606 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10721 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -1703608.375000 Penalty: 4733.799805 Iteration 18Q: 3 clusters Score -1703608 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10733 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -1703606.750000 Penalty: 4733.799805 Iteration 19Q: 3 clusters Score -1703607 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10744 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -1703608.875000 Penalty: 4733.799805 Iteration 20F: 3 clusters Score -1703609 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10752 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -1703608.625000 Penalty: 4733.799805 Iteration 21Q: 3 clusters Score -1703609 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10760 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -1703611.625000 Penalty: 4733.799805 Iteration 22Q: 3 clusters Score -1703612 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10765 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -1703614.750000 Penalty: 4733.799805 Iteration 23Q: 3 clusters Score -1703615 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10771 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -1703618.250000 Penalty: 4733.799805 Iteration 24Q: 3 clusters Score -1703618 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10772 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -1703617.750000 Penalty: 4733.799805 Iteration 25Q: 3 clusters Score -1703618 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10773 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -1703620.125000 Penalty: 4733.799805 Iteration 26Q: 3 clusters Score -1703620 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10775 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -1703614.875000 Penalty: 4733.799805 Iteration 27Q: 3 clusters Score -1703615 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10777 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -1703615.625000 Penalty: 4733.799805 Iteration 28Q: 3 clusters Score -1703616 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10778 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -1703616.125000 Penalty: 4733.799805 Iteration 29Q: 3 clusters Score -1703616 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10778 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -1703616.125000 Penalty: 4733.799805 Iteration 30F: 3 clusters Score -1703616 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (247 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Entering Unmasked Estep Score: -27653.521484 Penalty: 1366.328369 Iteration 0F: 2 clusters Score -27653.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -26456.105469 Penalty: 2732.656738 Iteration 0F: 3 clusters Score -26456.11 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -26562.033203 Penalty: 2732.656738 Iteration 1F: 3 clusters Score -26562.03 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -26606.166016 Penalty: 2732.656738 Iteration 2Q: 3 clusters Score -26606.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -26611.613281 Penalty: 2732.656738 Iteration 3Q: 3 clusters Score -26611.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -26611.613281 Penalty: 2732.656738 Iteration 4F: 3 clusters Score -26611.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Entering Unmasked Estep Score: -35135.558594 Penalty: 1428.988770 Iteration 0F: 2 clusters Score -35135.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -33876.835938 Penalty: 2857.977539 Iteration 0F: 3 clusters Score -33876.84 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -33970.664062 Penalty: 2857.977539 Iteration 1F: 3 clusters Score -33970.66 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -34016.308594 Penalty: 2857.977539 Iteration 2Q: 3 clusters Score -34016.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -34031.636719 Penalty: 2857.977539 Iteration 3Q: 3 clusters Score -34031.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -34038.789062 Penalty: 2857.977539 Iteration 4Q: 3 clusters Score -34038.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -34042.316406 Penalty: 2857.977539 Iteration 5Q: 3 clusters Score -34042.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -34042.316406 Penalty: 2857.977539 Iteration 6F: 3 clusters Score -34042.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Entering Unmasked Estep Score: -44241.121094 Penalty: 1495.013062 Iteration 0F: 2 clusters Score -44241.12 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -42809.148438 Penalty: 2990.026123 Iteration 0F: 3 clusters Score -42809.15 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -42976.023438 Penalty: 2990.026123 Iteration 1F: 3 clusters Score -42976.02 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -43036.031250 Penalty: 2990.026123 Iteration 2Q: 3 clusters Score -43036.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -43066.523438 Penalty: 2990.026123 Iteration 3Q: 3 clusters Score -43066.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -43073.300781 Penalty: 2990.026123 Iteration 4Q: 3 clusters Score -43073.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -43075.453125 Penalty: 2990.026123 Iteration 5Q: 3 clusters Score -43075.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -43077.484375 Penalty: 2990.026123 Iteration 6Q: 3 clusters Score -43077.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -43079.925781 Penalty: 2990.026123 Iteration 7Q: 3 clusters Score -43079.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -43081.460938 Penalty: 2990.026123 Iteration 8Q: 3 clusters Score -43081.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -43081.460938 Penalty: 2990.026123 Iteration 9F: 3 clusters Score -43081.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3508 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Entering Unmasked Estep Score: -436155.125000 Penalty: 2024.374878 Iteration 0F: 2 clusters Score -436155.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -432588.687500 Penalty: 4048.749756 Iteration 0F: 3 clusters Score -432588.7 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -433380.156250 Penalty: 4048.749756 Iteration 1F: 3 clusters Score -433380.2 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -433599.281250 Penalty: 4048.749756 Iteration 2F: 3 clusters Score -433599.3 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -433728.937500 Penalty: 4048.749756 Iteration 3F: 3 clusters Score -433728.9 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -433825.812500 Penalty: 4048.749756 Iteration 4Q: 3 clusters Score -433825.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -433890.218750 Penalty: 4048.749756 Iteration 5Q: 3 clusters Score -433890.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -433942.718750 Penalty: 4048.749756 Iteration 6Q: 3 clusters Score -433942.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -433995.968750 Penalty: 4048.749756 Iteration 7Q: 3 clusters Score -433996 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -434042.562500 Penalty: 4048.749756 Iteration 8Q: 3 clusters Score -434042.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -434081.000000 Penalty: 4048.749756 Iteration 9Q: 3 clusters Score -434081 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -434124.468750 Penalty: 4048.749756 Iteration 10Q: 3 clusters Score -434124.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -434172.531250 Penalty: 4048.749756 Iteration 11Q: 3 clusters Score -434172.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -434220.843750 Penalty: 4048.749756 Iteration 12Q: 3 clusters Score -434220.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -434271.843750 Penalty: 4048.749756 Iteration 13Q: 3 clusters Score -434271.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -434327.000000 Penalty: 4048.749756 Iteration 14Q: 3 clusters Score -434327 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -434392.812500 Penalty: 4048.749756 Iteration 15Q: 3 clusters Score -434392.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -434482.281250 Penalty: 4048.749756 Iteration 16Q: 3 clusters Score -434482.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -434572.437500 Penalty: 4048.749756 Iteration 17Q: 3 clusters Score -434572.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -434657.375000 Penalty: 4048.749756 Iteration 18Q: 3 clusters Score -434657.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -434722.156250 Penalty: 4048.749756 Iteration 19Q: 3 clusters Score -434722.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -434759.468750 Penalty: 4048.749756 Iteration 20F: 3 clusters Score -434759.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -434798.875000 Penalty: 4048.749756 Iteration 21Q: 3 clusters Score -434798.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -434828.375000 Penalty: 4048.749756 Iteration 22Q: 3 clusters Score -434828.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -434848.437500 Penalty: 4048.749756 Iteration 23Q: 3 clusters Score -434848.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -434859.968750 Penalty: 4048.749756 Iteration 24Q: 3 clusters Score -434860 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -434866.687500 Penalty: 4048.749756 Iteration 25Q: 3 clusters Score -434866.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -434871.343750 Penalty: 4048.749756 Iteration 26Q: 3 clusters Score -434871.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -434875.500000 Penalty: 4048.749756 Iteration 27Q: 3 clusters Score -434875.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -434878.218750 Penalty: 4048.749756 Iteration 28Q: 3 clusters Score -434878.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -434878.906250 Penalty: 4048.749756 Iteration 29Q: 3 clusters Score -434878.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -434878.906250 Penalty: 4048.749756 Iteration 30F: 3 clusters Score -434878.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (609 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Entering Unmasked Estep Score: -72396.820312 Penalty: 1590.130981 Iteration 0F: 2 clusters Score -72396.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -70775.687500 Penalty: 3180.261963 Iteration 0F: 3 clusters Score -70775.69 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -70986.312500 Penalty: 3180.261963 Iteration 1F: 3 clusters Score -70986.31 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -71048.812500 Penalty: 3180.261963 Iteration 2Q: 3 clusters Score -71048.81 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -71090.882812 Penalty: 3180.261963 Iteration 3Q: 3 clusters Score -71090.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -71110.875000 Penalty: 3180.261963 Iteration 4Q: 3 clusters Score -71110.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -71123.390625 Penalty: 3180.261963 Iteration 5Q: 3 clusters Score -71123.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -71128.812500 Penalty: 3180.261963 Iteration 6Q: 3 clusters Score -71128.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -71131.304688 Penalty: 3180.261963 Iteration 7Q: 3 clusters Score -71131.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -71131.867188 Penalty: 3180.261963 Iteration 8Q: 3 clusters Score -71131.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -71131.867188 Penalty: 3180.261963 Iteration 9F: 3 clusters Score -71131.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (8075 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8075 members Entering Unmasked Estep Score: -1032111.875000 Penalty: 2231.138916 Iteration 0F: 2 clusters Score -1032112 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -1025625.687500 Penalty: 4462.277832 Iteration 0F: 3 clusters Score -1025626 nChanged 3332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -1027464.937500 Penalty: 4462.277832 Iteration 1F: 3 clusters Score -1027465 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -1027747.250000 Penalty: 4462.277832 Iteration 2F: 3 clusters Score -1027747 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -1027959.562500 Penalty: 4462.277832 Iteration 3F: 3 clusters Score -1027960 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -1028130.187500 Penalty: 4462.277832 Iteration 4Q: 3 clusters Score -1028130 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -1028281.500000 Penalty: 4462.277832 Iteration 5Q: 3 clusters Score -1028282 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4842 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -1028479.812500 Penalty: 4462.277832 Iteration 6Q: 3 clusters Score -1028480 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -1028733.562500 Penalty: 4462.277832 Iteration 7Q: 3 clusters Score -1028734 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -1029118.875000 Penalty: 4462.277832 Iteration 8F: 3 clusters Score -1029119 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5694 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -1029580.687500 Penalty: 4462.277832 Iteration 9F: 3 clusters Score -1029581 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6051 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -1030023.125000 Penalty: 4462.277832 Iteration 10F: 3 clusters Score -1030023 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -1030359.312500 Penalty: 4462.277832 Iteration 11Q: 3 clusters Score -1030359 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6595 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -1030606.437500 Penalty: 4462.277832 Iteration 12Q: 3 clusters Score -1030606 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6788 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -1030781.000000 Penalty: 4462.277832 Iteration 13Q: 3 clusters Score -1030781 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6932 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -1030890.875000 Penalty: 4462.277832 Iteration 14Q: 3 clusters Score -1030891 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7021 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -1030958.937500 Penalty: 4462.277832 Iteration 15Q: 3 clusters Score -1030959 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7088 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -1030992.125000 Penalty: 4462.277832 Iteration 16Q: 3 clusters Score -1030992 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -1031010.000000 Penalty: 4462.277832 Iteration 17Q: 3 clusters Score -1031010 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7152 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -1031022.750000 Penalty: 4462.277832 Iteration 18Q: 3 clusters Score -1031023 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7167 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -1031030.187500 Penalty: 4462.277832 Iteration 19Q: 3 clusters Score -1031030 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7188 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -1031037.562500 Penalty: 4462.277832 Iteration 20F: 3 clusters Score -1031038 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7198 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -1031044.187500 Penalty: 4462.277832 Iteration 21Q: 3 clusters Score -1031044 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7206 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -1031048.187500 Penalty: 4462.277832 Iteration 22Q: 3 clusters Score -1031048 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7211 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -1031046.312500 Penalty: 4462.277832 Iteration 23Q: 3 clusters Score -1031046 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7216 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -1031051.812500 Penalty: 4462.277832 Iteration 24Q: 3 clusters Score -1031052 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7220 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -1031053.000000 Penalty: 4462.277832 Iteration 25Q: 3 clusters Score -1031053 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -1031054.187500 Penalty: 4462.277832 Iteration 26Q: 3 clusters Score -1031054 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7225 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -1031056.312500 Penalty: 4462.277832 Iteration 27Q: 3 clusters Score -1031056 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7226 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -1031055.062500 Penalty: 4462.277832 Iteration 28Q: 3 clusters Score -1031055 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7227 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -1031054.875000 Penalty: 4462.277832 Iteration 29Q: 3 clusters Score -1031055 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7228 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -1031055.812500 Penalty: 4462.277832 Iteration 30Q: 3 clusters Score -1031056 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7229 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -1031055.625000 Penalty: 4462.277832 Iteration 31Q: 3 clusters Score -1031056 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7230 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -1031056.562500 Penalty: 4462.277832 Iteration 32Q: 3 clusters Score -1031057 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7230 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -1031056.562500 Penalty: 4462.277832 Iteration 33F: 3 clusters Score -1031057 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Entering Unmasked Estep Score: -32861.335938 Penalty: 1452.767334 Iteration 0F: 2 clusters Score -32861.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -31615.656250 Penalty: 2905.534668 Iteration 0F: 3 clusters Score -31615.66 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -31870.818359 Penalty: 2905.534668 Iteration 1F: 3 clusters Score -31870.82 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -31995.421875 Penalty: 2905.534668 Iteration 2F: 3 clusters Score -31995.42 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -32067.968750 Penalty: 2905.534668 Iteration 3Q: 3 clusters Score -32067.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -32089.154297 Penalty: 2905.534668 Iteration 4Q: 3 clusters Score -32089.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -32104.560547 Penalty: 2905.534668 Iteration 5Q: 3 clusters Score -32104.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -32123.943359 Penalty: 2905.534668 Iteration 6Q: 3 clusters Score -32123.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -32138.421875 Penalty: 2905.534668 Iteration 7Q: 3 clusters Score -32138.42 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -32156.330078 Penalty: 2905.534668 Iteration 8Q: 3 clusters Score -32156.33 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -32188.724609 Penalty: 2905.534668 Iteration 9Q: 3 clusters Score -32188.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -32210.291016 Penalty: 2905.534668 Iteration 10Q: 3 clusters Score -32210.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -32218.591797 Penalty: 2905.534668 Iteration 11Q: 3 clusters Score -32218.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -32226.085938 Penalty: 2905.534668 Iteration 12Q: 3 clusters Score -32226.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -32239.781250 Penalty: 2905.534668 Iteration 13Q: 3 clusters Score -32239.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -32239.781250 Penalty: 2905.534668 Iteration 14F: 3 clusters Score -32239.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2867 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Entering Unmasked Estep Score: -371019.781250 Penalty: 1974.333252 Iteration 0F: 2 clusters Score -371019.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -367864.125000 Penalty: 3948.666504 Iteration 0F: 3 clusters Score -367864.1 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -368496.812500 Penalty: 3948.666504 Iteration 1F: 3 clusters Score -368496.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -368630.656250 Penalty: 3948.666504 Iteration 2F: 3 clusters Score -368630.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -368701.031250 Penalty: 3948.666504 Iteration 3Q: 3 clusters Score -368701 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -368745.718750 Penalty: 3948.666504 Iteration 4Q: 3 clusters Score -368745.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -368779.250000 Penalty: 3948.666504 Iteration 5Q: 3 clusters Score -368779.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -368811.437500 Penalty: 3948.666504 Iteration 6Q: 3 clusters Score -368811.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -368841.156250 Penalty: 3948.666504 Iteration 7Q: 3 clusters Score -368841.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -368863.625000 Penalty: 3948.666504 Iteration 8Q: 3 clusters Score -368863.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -368881.531250 Penalty: 3948.666504 Iteration 9Q: 3 clusters Score -368881.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -368895.718750 Penalty: 3948.666504 Iteration 10Q: 3 clusters Score -368895.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -368907.906250 Penalty: 3948.666504 Iteration 11Q: 3 clusters Score -368907.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -368915.062500 Penalty: 3948.666504 Iteration 12Q: 3 clusters Score -368915.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -368920.343750 Penalty: 3948.666504 Iteration 13Q: 3 clusters Score -368920.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -368923.000000 Penalty: 3948.666504 Iteration 14Q: 3 clusters Score -368923 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -368928.343750 Penalty: 3948.666504 Iteration 15Q: 3 clusters Score -368928.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -368934.156250 Penalty: 3948.666504 Iteration 16Q: 3 clusters Score -368934.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -368938.562500 Penalty: 3948.666504 Iteration 17Q: 3 clusters Score -368938.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -368940.750000 Penalty: 3948.666504 Iteration 18Q: 3 clusters Score -368940.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -368943.281250 Penalty: 3948.666504 Iteration 19Q: 3 clusters Score -368943.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -368944.781250 Penalty: 3948.666504 Iteration 20F: 3 clusters Score -368944.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -368944.875000 Penalty: 3948.666504 Iteration 21Q: 3 clusters Score -368944.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -368944.875000 Penalty: 3948.666504 Iteration 22F: 3 clusters Score -368944.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3095 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Entering Unmasked Estep Score: -367837.687500 Penalty: 1993.310791 Iteration 0F: 2 clusters Score -367837.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -364524.218750 Penalty: 3986.621582 Iteration 0F: 3 clusters Score -364524.2 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -365287.937500 Penalty: 3986.621582 Iteration 1F: 3 clusters Score -365287.9 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -365490.593750 Penalty: 3986.621582 Iteration 2F: 3 clusters Score -365490.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -365611.281250 Penalty: 3986.621582 Iteration 3F: 3 clusters Score -365611.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -365704.375000 Penalty: 3986.621582 Iteration 4Q: 3 clusters Score -365704.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -365813.187500 Penalty: 3986.621582 Iteration 5Q: 3 clusters Score -365813.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -365938.281250 Penalty: 3986.621582 Iteration 6Q: 3 clusters Score -365938.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -366023.093750 Penalty: 3986.621582 Iteration 7Q: 3 clusters Score -366023.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -366105.125000 Penalty: 3986.621582 Iteration 8Q: 3 clusters Score -366105.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -366170.343750 Penalty: 3986.621582 Iteration 9Q: 3 clusters Score -366170.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -366236.187500 Penalty: 3986.621582 Iteration 10Q: 3 clusters Score -366236.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -366295.468750 Penalty: 3986.621582 Iteration 11Q: 3 clusters Score -366295.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -366357.781250 Penalty: 3986.621582 Iteration 12Q: 3 clusters Score -366357.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -366426.125000 Penalty: 3986.621582 Iteration 13Q: 3 clusters Score -366426.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -366480.156250 Penalty: 3986.621582 Iteration 14Q: 3 clusters Score -366480.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -366518.937500 Penalty: 3986.621582 Iteration 15Q: 3 clusters Score -366518.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -366544.343750 Penalty: 3986.621582 Iteration 16Q: 3 clusters Score -366544.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -366561.187500 Penalty: 3986.621582 Iteration 17Q: 3 clusters Score -366561.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -366575.906250 Penalty: 3986.621582 Iteration 18Q: 3 clusters Score -366575.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -366587.468750 Penalty: 3986.621582 Iteration 19Q: 3 clusters Score -366587.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -366597.156250 Penalty: 3986.621582 Iteration 20F: 3 clusters Score -366597.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -366603.718750 Penalty: 3986.621582 Iteration 21Q: 3 clusters Score -366603.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -366608.531250 Penalty: 3986.621582 Iteration 22Q: 3 clusters Score -366608.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -366611.406250 Penalty: 3986.621582 Iteration 23Q: 3 clusters Score -366611.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -366613.687500 Penalty: 3986.621582 Iteration 24Q: 3 clusters Score -366613.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -366618.312500 Penalty: 3986.621582 Iteration 25Q: 3 clusters Score -366618.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -366620.125000 Penalty: 3986.621582 Iteration 26Q: 3 clusters Score -366620.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -366621.781250 Penalty: 3986.621582 Iteration 27Q: 3 clusters Score -366621.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -366623.281250 Penalty: 3986.621582 Iteration 28Q: 3 clusters Score -366623.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -366624.125000 Penalty: 3986.621582 Iteration 29Q: 3 clusters Score -366624.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -366624.843750 Penalty: 3986.621582 Iteration 30Q: 3 clusters Score -366624.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -366624.843750 Penalty: 3986.621582 Iteration 31F: 3 clusters Score -366624.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3064 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Entering Unmasked Estep Score: -360854.687500 Penalty: 1990.814087 Iteration 0F: 2 clusters Score -360854.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -357632.187500 Penalty: 3981.628174 Iteration 0F: 3 clusters Score -357632.2 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -358473.125000 Penalty: 3981.628174 Iteration 1F: 3 clusters Score -358473.1 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -358830.437500 Penalty: 3981.628174 Iteration 2F: 3 clusters Score -358830.4 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -359216.625000 Penalty: 3981.628174 Iteration 3F: 3 clusters Score -359216.6 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -359504.062500 Penalty: 3981.628174 Iteration 4F: 3 clusters Score -359504.1 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -359710.281250 Penalty: 3981.628174 Iteration 5F: 3 clusters Score -359710.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -359827.437500 Penalty: 3981.628174 Iteration 6Q: 3 clusters Score -359827.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -359901.218750 Penalty: 3981.628174 Iteration 7Q: 3 clusters Score -359901.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -359943.781250 Penalty: 3981.628174 Iteration 8Q: 3 clusters Score -359943.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -359969.593750 Penalty: 3981.628174 Iteration 9Q: 3 clusters Score -359969.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -359984.000000 Penalty: 3981.628174 Iteration 10Q: 3 clusters Score -359984 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -359998.656250 Penalty: 3981.628174 Iteration 11Q: 3 clusters Score -359998.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -360009.250000 Penalty: 3981.628174 Iteration 12Q: 3 clusters Score -360009.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -360015.687500 Penalty: 3981.628174 Iteration 13Q: 3 clusters Score -360015.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -360023.718750 Penalty: 3981.628174 Iteration 14Q: 3 clusters Score -360023.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -360031.687500 Penalty: 3981.628174 Iteration 15Q: 3 clusters Score -360031.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -360037.000000 Penalty: 3981.628174 Iteration 16Q: 3 clusters Score -360037 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -360040.500000 Penalty: 3981.628174 Iteration 17Q: 3 clusters Score -360040.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -360041.812500 Penalty: 3981.628174 Iteration 18Q: 3 clusters Score -360041.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -360043.937500 Penalty: 3981.628174 Iteration 19Q: 3 clusters Score -360043.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -360044.250000 Penalty: 3981.628174 Iteration 20F: 3 clusters Score -360044.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (4542 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Entering Unmasked Estep Score: -580610.125000 Penalty: 2088.438477 Iteration 0F: 2 clusters Score -580610.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -576416.250000 Penalty: 4176.876953 Iteration 0F: 3 clusters Score -576416.2 nChanged 1673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -577369.562500 Penalty: 4176.876953 Iteration 1F: 3 clusters Score -577369.6 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -577537.437500 Penalty: 4176.876953 Iteration 2F: 3 clusters Score -577537.4 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -577653.062500 Penalty: 4176.876953 Iteration 3Q: 3 clusters Score -577653.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -577722.625000 Penalty: 4176.876953 Iteration 4Q: 3 clusters Score -577722.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -577786.937500 Penalty: 4176.876953 Iteration 5Q: 3 clusters Score -577786.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -577842.125000 Penalty: 4176.876953 Iteration 6Q: 3 clusters Score -577842.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -577884.812500 Penalty: 4176.876953 Iteration 7Q: 3 clusters Score -577884.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -577918.000000 Penalty: 4176.876953 Iteration 8Q: 3 clusters Score -577918 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -577955.062500 Penalty: 4176.876953 Iteration 9Q: 3 clusters Score -577955.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -577984.125000 Penalty: 4176.876953 Iteration 10Q: 3 clusters Score -577984.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -578008.500000 Penalty: 4176.876953 Iteration 11Q: 3 clusters Score -578008.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -578034.125000 Penalty: 4176.876953 Iteration 12Q: 3 clusters Score -578034.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -578062.187500 Penalty: 4176.876953 Iteration 13Q: 3 clusters Score -578062.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -578076.437500 Penalty: 4176.876953 Iteration 14Q: 3 clusters Score -578076.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -578096.000000 Penalty: 4176.876953 Iteration 15Q: 3 clusters Score -578096 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -578110.125000 Penalty: 4176.876953 Iteration 16Q: 3 clusters Score -578110.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -578119.750000 Penalty: 4176.876953 Iteration 17Q: 3 clusters Score -578119.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -578129.687500 Penalty: 4176.876953 Iteration 18Q: 3 clusters Score -578129.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -578136.625000 Penalty: 4176.876953 Iteration 19Q: 3 clusters Score -578136.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -578144.625000 Penalty: 4176.876953 Iteration 20F: 3 clusters Score -578144.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -578151.312500 Penalty: 4176.876953 Iteration 21Q: 3 clusters Score -578151.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -578158.125000 Penalty: 4176.876953 Iteration 22Q: 3 clusters Score -578158.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -578165.437500 Penalty: 4176.876953 Iteration 23Q: 3 clusters Score -578165.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -578172.500000 Penalty: 4176.876953 Iteration 24Q: 3 clusters Score -578172.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -578181.250000 Penalty: 4176.876953 Iteration 25Q: 3 clusters Score -578181.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -578194.187500 Penalty: 4176.876953 Iteration 26Q: 3 clusters Score -578194.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -578210.125000 Penalty: 4176.876953 Iteration 27Q: 3 clusters Score -578210.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -578223.312500 Penalty: 4176.876953 Iteration 28Q: 3 clusters Score -578223.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -578242.812500 Penalty: 4176.876953 Iteration 29Q: 3 clusters Score -578242.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -578258.375000 Penalty: 4176.876953 Iteration 30Q: 3 clusters Score -578258.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -578273.562500 Penalty: 4176.876953 Iteration 31Q: 3 clusters Score -578273.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -578286.250000 Penalty: 4176.876953 Iteration 32Q: 3 clusters Score -578286.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -578299.187500 Penalty: 4176.876953 Iteration 33Q: 3 clusters Score -578299.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -578312.875000 Penalty: 4176.876953 Iteration 34Q: 3 clusters Score -578312.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -578325.875000 Penalty: 4176.876953 Iteration 35Q: 3 clusters Score -578325.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -578335.812500 Penalty: 4176.876953 Iteration 36Q: 3 clusters Score -578335.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -578343.812500 Penalty: 4176.876953 Iteration 37Q: 3 clusters Score -578343.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -578352.500000 Penalty: 4176.876953 Iteration 38Q: 3 clusters Score -578352.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -578363.062500 Penalty: 4176.876953 Iteration 39Q: 3 clusters Score -578363.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -578372.312500 Penalty: 4176.876953 Iteration 40F: 3 clusters Score -578372.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -578385.937500 Penalty: 4176.876953 Iteration 41Q: 3 clusters Score -578385.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -578401.875000 Penalty: 4176.876953 Iteration 42Q: 3 clusters Score -578401.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -578413.750000 Penalty: 4176.876953 Iteration 43Q: 3 clusters Score -578413.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -578428.312500 Penalty: 4176.876953 Iteration 44Q: 3 clusters Score -578428.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -578443.625000 Penalty: 4176.876953 Iteration 45Q: 3 clusters Score -578443.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -578461.875000 Penalty: 4176.876953 Iteration 46Q: 3 clusters Score -578461.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -578480.000000 Penalty: 4176.876953 Iteration 47Q: 3 clusters Score -578480 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -578497.812500 Penalty: 4176.876953 Iteration 48Q: 3 clusters Score -578497.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -578518.187500 Penalty: 4176.876953 Iteration 49Q: 3 clusters Score -578518.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -578534.250000 Penalty: 4176.876953 Iteration 50Q: 3 clusters Score -578534.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -578548.500000 Penalty: 4176.876953 Iteration 51Q: 3 clusters Score -578548.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -578559.062500 Penalty: 4176.876953 Iteration 52Q: 3 clusters Score -578559.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -578569.187500 Penalty: 4176.876953 Iteration 53Q: 3 clusters Score -578569.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -578583.375000 Penalty: 4176.876953 Iteration 54Q: 3 clusters Score -578583.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -578593.875000 Penalty: 4176.876953 Iteration 55Q: 3 clusters Score -578593.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -578604.000000 Penalty: 4176.876953 Iteration 56Q: 3 clusters Score -578604 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -578614.812500 Penalty: 4176.876953 Iteration 57Q: 3 clusters Score -578614.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -578622.187500 Penalty: 4176.876953 Iteration 58Q: 3 clusters Score -578622.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -578631.062500 Penalty: 4176.876953 Iteration 59Q: 3 clusters Score -578631.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -578634.500000 Penalty: 4176.876953 Iteration 60F: 3 clusters Score -578634.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -578641.187500 Penalty: 4176.876953 Iteration 61Q: 3 clusters Score -578641.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -578649.125000 Penalty: 4176.876953 Iteration 62Q: 3 clusters Score -578649.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -578657.750000 Penalty: 4176.876953 Iteration 63Q: 3 clusters Score -578657.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -578665.000000 Penalty: 4176.876953 Iteration 64Q: 3 clusters Score -578665 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -578674.875000 Penalty: 4176.876953 Iteration 65Q: 3 clusters Score -578674.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -578685.062500 Penalty: 4176.876953 Iteration 66Q: 3 clusters Score -578685.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -578690.875000 Penalty: 4176.876953 Iteration 67Q: 3 clusters Score -578690.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -578695.875000 Penalty: 4176.876953 Iteration 68Q: 3 clusters Score -578695.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -578699.000000 Penalty: 4176.876953 Iteration 69Q: 3 clusters Score -578699 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -578704.562500 Penalty: 4176.876953 Iteration 70Q: 3 clusters Score -578704.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -578708.875000 Penalty: 4176.876953 Iteration 71Q: 3 clusters Score -578708.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -578711.500000 Penalty: 4176.876953 Iteration 72Q: 3 clusters Score -578711.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -578713.812500 Penalty: 4176.876953 Iteration 73Q: 3 clusters Score -578713.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -578718.500000 Penalty: 4176.876953 Iteration 74Q: 3 clusters Score -578718.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -578720.562500 Penalty: 4176.876953 Iteration 75Q: 3 clusters Score -578720.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -578723.375000 Penalty: 4176.876953 Iteration 76Q: 3 clusters Score -578723.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -578726.875000 Penalty: 4176.876953 Iteration 77Q: 3 clusters Score -578726.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -578730.625000 Penalty: 4176.876953 Iteration 78Q: 3 clusters Score -578730.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -578735.437500 Penalty: 4176.876953 Iteration 79Q: 3 clusters Score -578735.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -578738.562500 Penalty: 4176.876953 Iteration 80F: 3 clusters Score -578738.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -578745.750000 Penalty: 4176.876953 Iteration 81Q: 3 clusters Score -578745.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -578747.375000 Penalty: 4176.876953 Iteration 82Q: 3 clusters Score -578747.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -578747.937500 Penalty: 4176.876953 Iteration 83Q: 3 clusters Score -578747.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -578749.437500 Penalty: 4176.876953 Iteration 84Q: 3 clusters Score -578749.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -578751.625000 Penalty: 4176.876953 Iteration 85Q: 3 clusters Score -578751.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -578751.937500 Penalty: 4176.876953 Iteration 86Q: 3 clusters Score -578751.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -578751.937500 Penalty: 4176.876953 Iteration 87F: 3 clusters Score -578751.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Entering Unmasked Estep Score: -74018.500000 Penalty: 1591.349609 Iteration 0F: 2 clusters Score -74018.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -72388.890625 Penalty: 3182.699219 Iteration 0F: 3 clusters Score -72388.89 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -72576.023438 Penalty: 3182.699219 Iteration 1F: 3 clusters Score -72576.02 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -72616.531250 Penalty: 3182.699219 Iteration 2Q: 3 clusters Score -72616.53 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -72640.406250 Penalty: 3182.699219 Iteration 3Q: 3 clusters Score -72640.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -72650.234375 Penalty: 3182.699219 Iteration 4Q: 3 clusters Score -72650.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -72657.148438 Penalty: 3182.699219 Iteration 5Q: 3 clusters Score -72657.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -72657.148438 Penalty: 3182.699219 Iteration 6F: 3 clusters Score -72657.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (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: -47680.820312 Penalty: 1533.157104 Iteration 0F: 2 clusters Score -47680.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -46257.781250 Penalty: 3066.314209 Iteration 0F: 3 clusters Score -46257.78 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -46604.628906 Penalty: 3066.314209 Iteration 1F: 3 clusters Score -46604.63 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -46900.011719 Penalty: 3066.314209 Iteration 2F: 3 clusters Score -46900.01 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -47193.191406 Penalty: 3066.314209 Iteration 3F: 3 clusters Score -47193.19 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -47603.886719 Penalty: 3066.314209 Iteration 4F: 3 clusters Score -47603.89 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -47795.292969 Penalty: 3066.314209 Iteration 5Q: 3 clusters Score -47795.29 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -47973.492188 Penalty: 3066.314209 Iteration 6Q: 3 clusters Score -47973.49 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -48106.570312 Penalty: 3066.314209 Iteration 7Q: 3 clusters Score -48106.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -48229.753906 Penalty: 3066.314209 Iteration 8Q: 3 clusters Score -48229.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -48360.687500 Penalty: 3066.314209 Iteration 9Q: 3 clusters Score -48360.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -48392.335938 Penalty: 3066.314209 Iteration 10Q: 3 clusters Score -48392.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -48409.593750 Penalty: 3066.314209 Iteration 11Q: 3 clusters Score -48409.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -48409.593750 Penalty: 3066.314209 Iteration 12F: 3 clusters Score -48409.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 82272 members Mstep: Class 3 contains 56030 members Mstep: Class 4 contains 64437 members Mstep: Class 5 contains 180564 members Mstep: Class 6 contains 6805 members Mstep: Class 7 contains 13960 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 415 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8075 members Mstep: Class 14 contains 350 members Mstep: Class 15 contains 2867 members Mstep: Class 16 contains 3095 members Mstep: Class 17 contains 3064 members Mstep: Class 18 contains 4542 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 89 members Mstep: Class 21 contains 10080 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 395 members Entering Unmasked Estep Score: -55432312.000000 Penalty: 77460.750000 Splitting cluster 20 changes total score from -55433388.000000 to -55432312.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 21 (10080 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10080 members Entering Unmasked Estep Score: -1295510.375000 Penalty: 2286.140381 Iteration 0F: 2 clusters Score -1295510 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -1287702.375000 Penalty: 4572.280762 Iteration 0F: 3 clusters Score -1287702 nChanged 4202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4849 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -1289919.500000 Penalty: 4572.280762 Iteration 1F: 3 clusters Score -1289920 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 5340 members Entering Unmasked Estep Score: -1290196.750000 Penalty: 4572.280762 Iteration 2F: 3 clusters Score -1290197 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Mstep: Class 2 contains 5443 members Entering Unmasked Estep Score: -1290396.250000 Penalty: 4572.280762 Iteration 3Q: 3 clusters Score -1290396 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 5561 members Entering Unmasked Estep Score: -1290532.500000 Penalty: 4572.280762 Iteration 4Q: 3 clusters Score -1290532 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 5689 members Entering Unmasked Estep Score: -1290649.125000 Penalty: 4572.280762 Iteration 5Q: 3 clusters Score -1290649 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 5850 members Entering Unmasked Estep Score: -1290747.750000 Penalty: 4572.280762 Iteration 6Q: 3 clusters Score -1290748 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 6035 members Entering Unmasked Estep Score: -1290848.625000 Penalty: 4572.280762 Iteration 7Q: 3 clusters Score -1290849 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 6230 members Entering Unmasked Estep Score: -1290946.125000 Penalty: 4572.280762 Iteration 8Q: 3 clusters Score -1290946 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 6467 members Entering Unmasked Estep Score: -1291054.000000 Penalty: 4572.280762 Iteration 9Q: 3 clusters Score -1291054 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 6716 members Entering Unmasked Estep Score: -1291177.375000 Penalty: 4572.280762 Iteration 10Q: 3 clusters Score -1291177 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 6985 members Entering Unmasked Estep Score: -1291315.125000 Penalty: 4572.280762 Iteration 11Q: 3 clusters Score -1291315 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 7287 members Entering Unmasked Estep Score: -1291482.250000 Penalty: 4572.280762 Iteration 12Q: 3 clusters Score -1291482 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 7651 members Entering Unmasked Estep Score: -1291703.375000 Penalty: 4572.280762 Iteration 13Q: 3 clusters Score -1291703 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 8019 members Entering Unmasked Estep Score: -1291952.250000 Penalty: 4572.280762 Iteration 14Q: 3 clusters Score -1291952 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 8408 members Entering Unmasked Estep Score: -1292249.750000 Penalty: 4572.280762 Iteration 15Q: 3 clusters Score -1292250 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 8772 members Entering Unmasked Estep Score: -1292548.125000 Penalty: 4572.280762 Iteration 16Q: 3 clusters Score -1292548 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 9058 members Entering Unmasked Estep Score: -1292790.875000 Penalty: 4572.280762 Iteration 17Q: 3 clusters Score -1292791 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 9283 members Entering Unmasked Estep Score: -1292997.125000 Penalty: 4572.280762 Iteration 18Q: 3 clusters Score -1292997 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 9445 members Entering Unmasked Estep Score: -1293141.375000 Penalty: 4572.280762 Iteration 19Q: 3 clusters Score -1293141 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 9545 members Entering Unmasked Estep Score: -1293231.875000 Penalty: 4572.280762 Iteration 20F: 3 clusters Score -1293232 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 9604 members Entering Unmasked Estep Score: -1293286.750000 Penalty: 4572.280762 Iteration 21Q: 3 clusters Score -1293287 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 9653 members Entering Unmasked Estep Score: -1293344.500000 Penalty: 4572.280762 Iteration 22Q: 3 clusters Score -1293344 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 9682 members Entering Unmasked Estep Score: -1293376.750000 Penalty: 4572.280762 Iteration 23Q: 3 clusters Score -1293377 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 9697 members Entering Unmasked Estep Score: -1293395.250000 Penalty: 4572.280762 Iteration 24Q: 3 clusters Score -1293395 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 9704 members Entering Unmasked Estep Score: -1293408.625000 Penalty: 4572.280762 Iteration 25Q: 3 clusters Score -1293409 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 9713 members Entering Unmasked Estep Score: -1293419.000000 Penalty: 4572.280762 Iteration 26Q: 3 clusters Score -1293419 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 9726 members Entering Unmasked Estep Score: -1293436.500000 Penalty: 4572.280762 Iteration 27Q: 3 clusters Score -1293436 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 9733 members Entering Unmasked Estep Score: -1293450.250000 Penalty: 4572.280762 Iteration 28Q: 3 clusters Score -1293450 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 9739 members Entering Unmasked Estep Score: -1293460.125000 Penalty: 4572.280762 Iteration 29Q: 3 clusters Score -1293460 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 9743 members Entering Unmasked Estep Score: -1293470.000000 Penalty: 4572.280762 Iteration 30Q: 3 clusters Score -1293470 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 9751 members Entering Unmasked Estep Score: -1293476.750000 Penalty: 4572.280762 Iteration 31Q: 3 clusters Score -1293477 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 9758 members Entering Unmasked Estep Score: -1293483.625000 Penalty: 4572.280762 Iteration 32Q: 3 clusters Score -1293484 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 9766 members Entering Unmasked Estep Score: -1293494.625000 Penalty: 4572.280762 Iteration 33Q: 3 clusters Score -1293495 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 9771 members Entering Unmasked Estep Score: -1293502.375000 Penalty: 4572.280762 Iteration 34Q: 3 clusters Score -1293502 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 9772 members Entering Unmasked Estep Score: -1293511.250000 Penalty: 4572.280762 Iteration 35Q: 3 clusters Score -1293511 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 9774 members Entering Unmasked Estep Score: -1293516.000000 Penalty: 4572.280762 Iteration 36Q: 3 clusters Score -1293516 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 9779 members Entering Unmasked Estep Score: -1293520.375000 Penalty: 4572.280762 Iteration 37Q: 3 clusters Score -1293520 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 9782 members Entering Unmasked Estep Score: -1293524.500000 Penalty: 4572.280762 Iteration 38Q: 3 clusters Score -1293524 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 9784 members Entering Unmasked Estep Score: -1293525.625000 Penalty: 4572.280762 Iteration 39Q: 3 clusters Score -1293526 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 9785 members Entering Unmasked Estep Score: -1293527.750000 Penalty: 4572.280762 Iteration 40F: 3 clusters Score -1293528 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 9787 members Entering Unmasked Estep Score: -1293528.250000 Penalty: 4572.280762 Iteration 41Q: 3 clusters Score -1293528 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 9788 members Entering Unmasked Estep Score: -1293530.375000 Penalty: 4572.280762 Iteration 42Q: 3 clusters Score -1293530 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 9788 members Entering Unmasked Estep Score: -1293530.375000 Penalty: 4572.280762 Iteration 43F: 3 clusters Score -1293530 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Entering Unmasked Estep Score: -63150.089844 Penalty: 1580.583252 Iteration 0F: 2 clusters Score -63150.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -61578.605469 Penalty: 3161.166504 Iteration 0F: 3 clusters Score -61578.61 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -61822.929688 Penalty: 3161.166504 Iteration 1F: 3 clusters Score -61822.93 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -61943.929688 Penalty: 3161.166504 Iteration 2F: 3 clusters Score -61943.93 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -62017.914062 Penalty: 3161.166504 Iteration 3Q: 3 clusters Score -62017.91 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -62141.957031 Penalty: 3161.166504 Iteration 4Q: 3 clusters Score -62141.96 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -62262.925781 Penalty: 3161.166504 Iteration 5Q: 3 clusters Score -62262.93 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -62345.347656 Penalty: 3161.166504 Iteration 6Q: 3 clusters Score -62345.35 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -62398.554688 Penalty: 3161.166504 Iteration 7Q: 3 clusters Score -62398.55 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -62448.375000 Penalty: 3161.166504 Iteration 8Q: 3 clusters Score -62448.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -62478.945312 Penalty: 3161.166504 Iteration 9Q: 3 clusters Score -62478.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -62511.644531 Penalty: 3161.166504 Iteration 10Q: 3 clusters Score -62511.64 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -62529.875000 Penalty: 3161.166504 Iteration 11Q: 3 clusters Score -62529.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -62544.066406 Penalty: 3161.166504 Iteration 12Q: 3 clusters Score -62544.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -62551.664062 Penalty: 3161.166504 Iteration 13Q: 3 clusters Score -62551.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -62559.539062 Penalty: 3161.166504 Iteration 14Q: 3 clusters Score -62559.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -62561.785156 Penalty: 3161.166504 Iteration 15Q: 3 clusters Score -62561.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -62561.785156 Penalty: 3161.166504 Iteration 16F: 3 clusters Score -62561.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Entering Unmasked Estep Score: -36979.242188 Penalty: 1444.848022 Iteration 0F: 2 clusters Score -36979.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -35620.070312 Penalty: 2889.696045 Iteration 0F: 3 clusters Score -35620.07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -35767.562500 Penalty: 2889.696045 Iteration 1F: 3 clusters Score -35767.56 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -35821.058594 Penalty: 2889.696045 Iteration 2Q: 3 clusters Score -35821.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -35857.167969 Penalty: 2889.696045 Iteration 3Q: 3 clusters Score -35857.17 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -35877.101562 Penalty: 2889.696045 Iteration 4Q: 3 clusters Score -35877.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -35883.519531 Penalty: 2889.696045 Iteration 5Q: 3 clusters Score -35883.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -35883.519531 Penalty: 2889.696045 Iteration 6F: 3 clusters Score -35883.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 82272 members Mstep: Class 3 contains 56030 members Mstep: Class 4 contains 64437 members Mstep: Class 5 contains 180564 members Mstep: Class 6 contains 6805 members Mstep: Class 7 contains 13960 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 415 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8075 members Mstep: Class 14 contains 350 members Mstep: Class 15 contains 2867 members Mstep: Class 16 contains 3095 members Mstep: Class 17 contains 3064 members Mstep: Class 18 contains 4542 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 10080 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55433336.000000 Penalty: 74233.218750 Iteration 159Q: 24 clusters Score -5.543334e+07 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 82012 members Mstep: Class 3 contains 56025 members Mstep: Class 4 contains 64438 members Mstep: Class 5 contains 180890 members Mstep: Class 6 contains 6804 members Mstep: Class 7 contains 13954 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 415 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8037 members Mstep: Class 14 contains 350 members Mstep: Class 15 contains 2852 members Mstep: Class 16 contains 3092 members Mstep: Class 17 contains 3065 members Mstep: Class 18 contains 4541 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 484 members Mstep: Class 21 contains 10085 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55434352.000000 Penalty: 74233.218750 Iteration 160F: 24 clusters Score -5.543435e+07 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 5386 members Mstep: Class 2 contains 81737 members Mstep: Class 3 contains 56024 members Mstep: Class 4 contains 64437 members Mstep: Class 5 contains 181203 members Mstep: Class 6 contains 6805 members Mstep: Class 7 contains 13950 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 421 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8013 members Mstep: Class 14 contains 352 members Mstep: Class 15 contains 2840 members Mstep: Class 16 contains 3092 members Mstep: Class 17 contains 3066 members Mstep: Class 18 contains 4542 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 497 members Mstep: Class 21 contains 10090 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55435096.000000 Penalty: 74233.218750 Iteration 161Q: 24 clusters Score -5.54351e+07 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 5381 members Mstep: Class 2 contains 81493 members Mstep: Class 3 contains 56023 members Mstep: Class 4 contains 64439 members Mstep: Class 5 contains 181489 members Mstep: Class 6 contains 6811 members Mstep: Class 7 contains 13938 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 424 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7983 members Mstep: Class 14 contains 352 members Mstep: Class 15 contains 2830 members Mstep: Class 16 contains 3093 members Mstep: Class 17 contains 3066 members Mstep: Class 18 contains 4542 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 497 members Mstep: Class 21 contains 10097 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55434968.000000 Penalty: 74233.218750 Iteration 162Q: 24 clusters Score -5.543497e+07 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 81241 members Mstep: Class 3 contains 56017 members Mstep: Class 4 contains 64438 members Mstep: Class 5 contains 181770 members Mstep: Class 6 contains 6818 members Mstep: Class 7 contains 13932 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 426 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7958 members Mstep: Class 14 contains 352 members Mstep: Class 15 contains 2822 members Mstep: Class 16 contains 3093 members Mstep: Class 17 contains 3067 members Mstep: Class 18 contains 4543 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 495 members Mstep: Class 21 contains 10106 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55434868.000000 Penalty: 74233.218750 Iteration 163Q: 24 clusters Score -5.543487e+07 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 80953 members Mstep: Class 3 contains 56008 members Mstep: Class 4 contains 64442 members Mstep: Class 5 contains 182089 members Mstep: Class 6 contains 6821 members Mstep: Class 7 contains 13928 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 428 members Mstep: Class 11 contains 3507 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7940 members Mstep: Class 14 contains 352 members Mstep: Class 15 contains 2811 members Mstep: Class 16 contains 3093 members Mstep: Class 17 contains 3067 members Mstep: Class 18 contains 4546 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 493 members Mstep: Class 21 contains 10108 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55434876.000000 Penalty: 74233.218750 Iteration 164Q: 24 clusters Score -5.543488e+07 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 80664 members Mstep: Class 3 contains 56003 members Mstep: Class 4 contains 64445 members Mstep: Class 5 contains 182423 members Mstep: Class 6 contains 6821 members Mstep: Class 7 contains 13916 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 431 members Mstep: Class 11 contains 3506 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7920 members Mstep: Class 14 contains 352 members Mstep: Class 15 contains 2805 members Mstep: Class 16 contains 3093 members Mstep: Class 17 contains 3066 members Mstep: Class 18 contains 4547 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 490 members Mstep: Class 21 contains 10108 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55434904.000000 Penalty: 74233.218750 Iteration 165Q: 24 clusters Score -5.54349e+07 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 80382 members Mstep: Class 3 contains 56003 members Mstep: Class 4 contains 64448 members Mstep: Class 5 contains 182743 members Mstep: Class 6 contains 6824 members Mstep: Class 7 contains 13906 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 432 members Mstep: Class 11 contains 3506 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7902 members Mstep: Class 14 contains 352 members Mstep: Class 15 contains 2796 members Mstep: Class 16 contains 3093 members Mstep: Class 17 contains 3066 members Mstep: Class 18 contains 4545 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 489 members Mstep: Class 21 contains 10108 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55434956.000000 Penalty: 74233.218750 Iteration 166Q: 24 clusters Score -5.543496e+07 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 5361 members Mstep: Class 2 contains 80105 members Mstep: Class 3 contains 56000 members Mstep: Class 4 contains 64451 members Mstep: Class 5 contains 183052 members Mstep: Class 6 contains 6827 members Mstep: Class 7 contains 13899 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 433 members Mstep: Class 11 contains 3507 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7889 members Mstep: Class 14 contains 352 members Mstep: Class 15 contains 2789 members Mstep: Class 16 contains 3094 members Mstep: Class 17 contains 3066 members Mstep: Class 18 contains 4545 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 10108 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55435008.000000 Penalty: 74233.218750 Iteration 167Q: 24 clusters Score -5.543501e+07 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 5353 members Mstep: Class 2 contains 79839 members Mstep: Class 3 contains 55994 members Mstep: Class 4 contains 64459 members Mstep: Class 5 contains 183347 members Mstep: Class 6 contains 6832 members Mstep: Class 7 contains 13890 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 433 members Mstep: Class 11 contains 3507 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7874 members Mstep: Class 14 contains 352 members Mstep: Class 15 contains 2783 members Mstep: Class 16 contains 3094 members Mstep: Class 17 contains 3065 members Mstep: Class 18 contains 4546 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 10110 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55434892.000000 Penalty: 74233.218750 Iteration 168Q: 24 clusters Score -5.543489e+07 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 5346 members Mstep: Class 2 contains 79546 members Mstep: Class 3 contains 55991 members Mstep: Class 4 contains 64467 members Mstep: Class 5 contains 183669 members Mstep: Class 6 contains 6834 members Mstep: Class 7 contains 13881 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 433 members Mstep: Class 11 contains 3507 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7859 members Mstep: Class 14 contains 352 members Mstep: Class 15 contains 2777 members Mstep: Class 16 contains 3094 members Mstep: Class 17 contains 3065 members Mstep: Class 18 contains 4544 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 10113 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55434912.000000 Penalty: 74233.218750 Iteration 169Q: 24 clusters Score -5.543491e+07 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 5334 members Mstep: Class 2 contains 79273 members Mstep: Class 3 contains 55984 members Mstep: Class 4 contains 64472 members Mstep: Class 5 contains 183989 members Mstep: Class 6 contains 6836 members Mstep: Class 7 contains 13872 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 433 members Mstep: Class 11 contains 3507 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7838 members Mstep: Class 14 contains 352 members Mstep: Class 15 contains 2776 members Mstep: Class 16 contains 3095 members Mstep: Class 17 contains 3066 members Mstep: Class 18 contains 4537 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 10114 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55434876.000000 Penalty: 74233.218750 Iteration 170Q: 24 clusters Score -5.543488e+07 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 78993 members Mstep: Class 3 contains 55975 members Mstep: Class 4 contains 64476 members Mstep: Class 5 contains 184300 members Mstep: Class 6 contains 6840 members Mstep: Class 7 contains 13866 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 433 members Mstep: Class 11 contains 3507 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7813 members Mstep: Class 14 contains 352 members Mstep: Class 15 contains 2775 members Mstep: Class 16 contains 3095 members Mstep: Class 17 contains 3069 members Mstep: Class 18 contains 4534 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 10118 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55434928.000000 Penalty: 74233.218750 Iteration 171Q: 24 clusters Score -5.543493e+07 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 5328 members Mstep: Class 2 contains 78714 members Mstep: Class 3 contains 55960 members Mstep: Class 4 contains 64482 members Mstep: Class 5 contains 184629 members Mstep: Class 6 contains 6845 members Mstep: Class 7 contains 13854 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 433 members Mstep: Class 11 contains 3507 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7785 members Mstep: Class 14 contains 352 members Mstep: Class 15 contains 2771 members Mstep: Class 16 contains 3093 members Mstep: Class 17 contains 3070 members Mstep: Class 18 contains 4536 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 10119 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55435000.000000 Penalty: 74233.218750 Iteration 172Q: 24 clusters Score -5.5435e+07 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 5328 members Mstep: Class 2 contains 78455 members Mstep: Class 3 contains 55941 members Mstep: Class 4 contains 64496 members Mstep: Class 5 contains 184942 members Mstep: Class 6 contains 6847 members Mstep: Class 7 contains 13838 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 433 members Mstep: Class 11 contains 3507 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7757 members Mstep: Class 14 contains 352 members Mstep: Class 15 contains 2766 members Mstep: Class 16 contains 3091 members Mstep: Class 17 contains 3069 members Mstep: Class 18 contains 4538 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 10118 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55434952.000000 Penalty: 74233.218750 Iteration 173Q: 24 clusters Score -5.543495e+07 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 78216 members Mstep: Class 3 contains 55922 members Mstep: Class 4 contains 64506 members Mstep: Class 5 contains 185222 members Mstep: Class 6 contains 6850 members Mstep: Class 7 contains 13831 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 433 members Mstep: Class 11 contains 3507 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7739 members Mstep: Class 14 contains 352 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 3091 members Mstep: Class 17 contains 3067 members Mstep: Class 18 contains 4539 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 10118 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55434856.000000 Penalty: 74233.218750 Iteration 174Q: 24 clusters Score -5.543486e+07 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 5320 members Mstep: Class 2 contains 77961 members Mstep: Class 3 contains 55915 members Mstep: Class 4 contains 64513 members Mstep: Class 5 contains 185525 members Mstep: Class 6 contains 6855 members Mstep: Class 7 contains 13824 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 433 members Mstep: Class 11 contains 3507 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7714 members Mstep: Class 14 contains 352 members Mstep: Class 15 contains 2750 members Mstep: Class 16 contains 3091 members Mstep: Class 17 contains 3067 members Mstep: Class 18 contains 4533 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 10118 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55434792.000000 Penalty: 74233.218750 Iteration 175Q: 24 clusters Score -5.543479e+07 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 77707 members Mstep: Class 3 contains 55900 members Mstep: Class 4 contains 64518 members Mstep: Class 5 contains 185827 members Mstep: Class 6 contains 6858 members Mstep: Class 7 contains 13818 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 433 members Mstep: Class 11 contains 3507 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7696 members Mstep: Class 14 contains 352 members Mstep: Class 15 contains 2739 members Mstep: Class 16 contains 3092 members Mstep: Class 17 contains 3066 members Mstep: Class 18 contains 4530 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 10117 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55434772.000000 Penalty: 74233.218750 Iteration 176Q: 24 clusters Score -5.543477e+07 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 5317 members Mstep: Class 2 contains 77481 members Mstep: Class 3 contains 55887 members Mstep: Class 4 contains 64521 members Mstep: Class 5 contains 186087 members Mstep: Class 6 contains 6864 members Mstep: Class 7 contains 13813 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 433 members Mstep: Class 11 contains 3507 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7681 members Mstep: Class 14 contains 352 members Mstep: Class 15 contains 2732 members Mstep: Class 16 contains 3092 members Mstep: Class 17 contains 3066 members Mstep: Class 18 contains 4527 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 10118 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55434792.000000 Penalty: 74233.218750 Iteration 177Q: 24 clusters Score -5.543479e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 5316 members Mstep: Class 2 contains 77231 members Mstep: Class 3 contains 55879 members Mstep: Class 4 contains 64523 members Mstep: Class 5 contains 186375 members Mstep: Class 6 contains 6868 members Mstep: Class 7 contains 13812 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 433 members Mstep: Class 11 contains 3507 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7663 members Mstep: Class 14 contains 352 members Mstep: Class 15 contains 2721 members Mstep: Class 16 contains 3092 members Mstep: Class 17 contains 3066 members Mstep: Class 18 contains 4525 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 10115 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55434740.000000 Penalty: 74233.218750 Iteration 178Q: 24 clusters Score -5.543474e+07 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 5317 members Mstep: Class 2 contains 76987 members Mstep: Class 3 contains 55870 members Mstep: Class 4 contains 64526 members Mstep: Class 5 contains 186645 members Mstep: Class 6 contains 6869 members Mstep: Class 7 contains 13814 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 433 members Mstep: Class 11 contains 3507 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7655 members Mstep: Class 14 contains 352 members Mstep: Class 15 contains 2711 members Mstep: Class 16 contains 3090 members Mstep: Class 17 contains 3066 members Mstep: Class 18 contains 4521 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 10115 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55434776.000000 Penalty: 74233.218750 Iteration 179Q: 24 clusters Score -5.543478e+07 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 76770 members Mstep: Class 3 contains 55858 members Mstep: Class 4 contains 64530 members Mstep: Class 5 contains 186908 members Mstep: Class 6 contains 6871 members Mstep: Class 7 contains 13815 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 433 members Mstep: Class 11 contains 3507 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7649 members Mstep: Class 14 contains 352 members Mstep: Class 15 contains 2694 members Mstep: Class 16 contains 3089 members Mstep: Class 17 contains 3063 members Mstep: Class 18 contains 4515 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 488 members Mstep: Class 21 contains 10109 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55435740.000000 Penalty: 74233.218750 Iteration 180F: 24 clusters Score -5.543574e+07 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5310 members Mstep: Class 2 contains 76549 members Mstep: Class 3 contains 55852 members Mstep: Class 4 contains 64531 members Mstep: Class 5 contains 187162 members Mstep: Class 6 contains 6874 members Mstep: Class 7 contains 13817 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 433 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7643 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2678 members Mstep: Class 16 contains 3091 members Mstep: Class 17 contains 3058 members Mstep: Class 18 contains 4515 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 10105 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436380.000000 Penalty: 74233.218750 Iteration 181Q: 24 clusters Score -5.543638e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 76345 members Mstep: Class 3 contains 55849 members Mstep: Class 4 contains 64531 members Mstep: Class 5 contains 187404 members Mstep: Class 6 contains 6876 members Mstep: Class 7 contains 13812 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7636 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2663 members Mstep: Class 16 contains 3091 members Mstep: Class 17 contains 3055 members Mstep: Class 18 contains 4513 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 508 members Mstep: Class 21 contains 10105 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436296.000000 Penalty: 74233.218750 Iteration 182Q: 24 clusters Score -5.54363e+07 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 76114 members Mstep: Class 3 contains 55846 members Mstep: Class 4 contains 64530 members Mstep: Class 5 contains 187667 members Mstep: Class 6 contains 6882 members Mstep: Class 7 contains 13810 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7627 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2655 members Mstep: Class 16 contains 3091 members Mstep: Class 17 contains 3052 members Mstep: Class 18 contains 4507 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 508 members Mstep: Class 21 contains 10099 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436300.000000 Penalty: 74233.218750 Iteration 183Q: 24 clusters Score -5.54363e+07 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5301 members Mstep: Class 2 contains 75906 members Mstep: Class 3 contains 55844 members Mstep: Class 4 contains 64533 members Mstep: Class 5 contains 187894 members Mstep: Class 6 contains 6890 members Mstep: Class 7 contains 13810 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7622 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2649 members Mstep: Class 16 contains 3090 members Mstep: Class 17 contains 3049 members Mstep: Class 18 contains 4504 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 508 members Mstep: Class 21 contains 10093 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436328.000000 Penalty: 74233.218750 Iteration 184Q: 24 clusters Score -5.543633e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5297 members Mstep: Class 2 contains 75680 members Mstep: Class 3 contains 55849 members Mstep: Class 4 contains 64538 members Mstep: Class 5 contains 188130 members Mstep: Class 6 contains 6894 members Mstep: Class 7 contains 13810 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7618 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2645 members Mstep: Class 16 contains 3088 members Mstep: Class 17 contains 3048 members Mstep: Class 18 contains 4503 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 508 members Mstep: Class 21 contains 10085 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436256.000000 Penalty: 74233.218750 Iteration 185Q: 24 clusters Score -5.543626e+07 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5292 members Mstep: Class 2 contains 75465 members Mstep: Class 3 contains 55850 members Mstep: Class 4 contains 64539 members Mstep: Class 5 contains 188360 members Mstep: Class 6 contains 6896 members Mstep: Class 7 contains 13811 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7612 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2644 members Mstep: Class 16 contains 3088 members Mstep: Class 17 contains 3047 members Mstep: Class 18 contains 4502 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 508 members Mstep: Class 21 contains 10079 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436376.000000 Penalty: 74233.218750 Iteration 186Q: 24 clusters Score -5.543638e+07 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5289 members Mstep: Class 2 contains 75244 members Mstep: Class 3 contains 55847 members Mstep: Class 4 contains 64543 members Mstep: Class 5 contains 188583 members Mstep: Class 6 contains 6900 members Mstep: Class 7 contains 13814 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7607 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2643 members Mstep: Class 16 contains 3087 members Mstep: Class 17 contains 3048 members Mstep: Class 18 contains 4501 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 508 members Mstep: Class 21 contains 10079 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436416.000000 Penalty: 74233.218750 Iteration 187Q: 24 clusters Score -5.543642e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5285 members Mstep: Class 2 contains 75003 members Mstep: Class 3 contains 55848 members Mstep: Class 4 contains 64550 members Mstep: Class 5 contains 188818 members Mstep: Class 6 contains 6908 members Mstep: Class 7 contains 13818 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7603 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2641 members Mstep: Class 16 contains 3086 members Mstep: Class 17 contains 3046 members Mstep: Class 18 contains 4500 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 508 members Mstep: Class 21 contains 10079 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436304.000000 Penalty: 74233.218750 Iteration 188Q: 24 clusters Score -5.54363e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5280 members Mstep: Class 2 contains 74767 members Mstep: Class 3 contains 55844 members Mstep: Class 4 contains 64556 members Mstep: Class 5 contains 189053 members Mstep: Class 6 contains 6914 members Mstep: Class 7 contains 13820 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7600 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2639 members Mstep: Class 16 contains 3087 members Mstep: Class 17 contains 3046 members Mstep: Class 18 contains 4500 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 508 members Mstep: Class 21 contains 10079 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436256.000000 Penalty: 74233.218750 Iteration 189Q: 24 clusters Score -5.543626e+07 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5273 members Mstep: Class 2 contains 74499 members Mstep: Class 3 contains 55834 members Mstep: Class 4 contains 64559 members Mstep: Class 5 contains 189326 members Mstep: Class 6 contains 6923 members Mstep: Class 7 contains 13830 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3508 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7597 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2630 members Mstep: Class 16 contains 3087 members Mstep: Class 17 contains 3047 members Mstep: Class 18 contains 4499 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 508 members Mstep: Class 21 contains 10081 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436264.000000 Penalty: 74233.218750 Iteration 190Q: 24 clusters Score -5.543626e+07 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5263 members Mstep: Class 2 contains 74236 members Mstep: Class 3 contains 55829 members Mstep: Class 4 contains 64564 members Mstep: Class 5 contains 189613 members Mstep: Class 6 contains 6928 members Mstep: Class 7 contains 13828 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3509 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7593 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2620 members Mstep: Class 16 contains 3087 members Mstep: Class 17 contains 3047 members Mstep: Class 18 contains 4496 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 508 members Mstep: Class 21 contains 10080 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436264.000000 Penalty: 74233.218750 Iteration 191Q: 24 clusters Score -5.543626e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5258 members Mstep: Class 2 contains 73974 members Mstep: Class 3 contains 55819 members Mstep: Class 4 contains 64567 members Mstep: Class 5 contains 189888 members Mstep: Class 6 contains 6937 members Mstep: Class 7 contains 13831 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3509 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7588 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2615 members Mstep: Class 16 contains 3086 members Mstep: Class 17 contains 3049 members Mstep: Class 18 contains 4495 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 508 members Mstep: Class 21 contains 10077 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436344.000000 Penalty: 74233.218750 Iteration 192Q: 24 clusters Score -5.543634e+07 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5248 members Mstep: Class 2 contains 73723 members Mstep: Class 3 contains 55813 members Mstep: Class 4 contains 64572 members Mstep: Class 5 contains 190166 members Mstep: Class 6 contains 6943 members Mstep: Class 7 contains 13833 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3509 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7584 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2608 members Mstep: Class 16 contains 3083 members Mstep: Class 17 contains 3049 members Mstep: Class 18 contains 4489 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 508 members Mstep: Class 21 contains 10073 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436316.000000 Penalty: 74233.218750 Iteration 193Q: 24 clusters Score -5.543632e+07 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 73472 members Mstep: Class 3 contains 55805 members Mstep: Class 4 contains 64576 members Mstep: Class 5 contains 190448 members Mstep: Class 6 contains 6944 members Mstep: Class 7 contains 13836 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3510 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7580 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2603 members Mstep: Class 16 contains 3079 members Mstep: Class 17 contains 3048 members Mstep: Class 18 contains 4479 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 508 members Mstep: Class 21 contains 10073 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436292.000000 Penalty: 74233.218750 Iteration 194Q: 24 clusters Score -5.543629e+07 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 73217 members Mstep: Class 3 contains 55798 members Mstep: Class 4 contains 64580 members Mstep: Class 5 contains 190729 members Mstep: Class 6 contains 6946 members Mstep: Class 7 contains 13838 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3510 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7577 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2596 members Mstep: Class 16 contains 3078 members Mstep: Class 17 contains 3049 members Mstep: Class 18 contains 4472 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 508 members Mstep: Class 21 contains 10072 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436348.000000 Penalty: 74233.218750 Iteration 195Q: 24 clusters Score -5.543635e+07 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 72936 members Mstep: Class 3 contains 55783 members Mstep: Class 4 contains 64586 members Mstep: Class 5 contains 191039 members Mstep: Class 6 contains 6948 members Mstep: Class 7 contains 13840 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3510 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7575 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2588 members Mstep: Class 16 contains 3078 members Mstep: Class 17 contains 3050 members Mstep: Class 18 contains 4468 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 508 members Mstep: Class 21 contains 10071 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436316.000000 Penalty: 74233.218750 Iteration 196Q: 24 clusters Score -5.543632e+07 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5206 members Mstep: Class 2 contains 72658 members Mstep: Class 3 contains 55772 members Mstep: Class 4 contains 64588 members Mstep: Class 5 contains 191347 members Mstep: Class 6 contains 6954 members Mstep: Class 7 contains 13844 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3510 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7573 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2580 members Mstep: Class 16 contains 3079 members Mstep: Class 17 contains 3050 members Mstep: Class 18 contains 4464 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 508 members Mstep: Class 21 contains 10068 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436328.000000 Penalty: 74233.218750 Iteration 197Q: 24 clusters Score -5.543633e+07 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 72352 members Mstep: Class 3 contains 55758 members Mstep: Class 4 contains 64588 members Mstep: Class 5 contains 191670 members Mstep: Class 6 contains 6959 members Mstep: Class 7 contains 13857 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3511 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7571 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2577 members Mstep: Class 16 contains 3079 members Mstep: Class 17 contains 3050 members Mstep: Class 18 contains 4458 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 508 members Mstep: Class 21 contains 10066 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436240.000000 Penalty: 74233.218750 Iteration 198Q: 24 clusters Score -5.543624e+07 nChanged 393 Entering ConstructFrom: Score: -55436240.000000 Penalty: 74233.218750 Entering ConstructFrom: Trying to split cluster 1 (5192 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5192 members Entering Unmasked Estep Score: -662767.062500 Penalty: 2121.608887 Iteration 0F: 2 clusters Score -662767.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -658051.937500 Penalty: 4243.217773 Iteration 0F: 3 clusters Score -658051.9 nChanged 1991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -659158.812500 Penalty: 4243.217773 Iteration 1F: 3 clusters Score -659158.8 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -659413.312500 Penalty: 4243.217773 Iteration 2F: 3 clusters Score -659413.3 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -659578.062500 Penalty: 4243.217773 Iteration 3F: 3 clusters Score -659578.1 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -659691.250000 Penalty: 4243.217773 Iteration 4Q: 3 clusters Score -659691.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -659769.687500 Penalty: 4243.217773 Iteration 5Q: 3 clusters Score -659769.7 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -659831.562500 Penalty: 4243.217773 Iteration 6Q: 3 clusters Score -659831.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -659879.125000 Penalty: 4243.217773 Iteration 7Q: 3 clusters Score -659879.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -659919.562500 Penalty: 4243.217773 Iteration 8Q: 3 clusters Score -659919.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -659960.625000 Penalty: 4243.217773 Iteration 9Q: 3 clusters Score -659960.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -659992.875000 Penalty: 4243.217773 Iteration 10Q: 3 clusters Score -659992.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -660033.562500 Penalty: 4243.217773 Iteration 11Q: 3 clusters Score -660033.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -660076.062500 Penalty: 4243.217773 Iteration 12Q: 3 clusters Score -660076.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -660108.500000 Penalty: 4243.217773 Iteration 13Q: 3 clusters Score -660108.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -660136.750000 Penalty: 4243.217773 Iteration 14Q: 3 clusters Score -660136.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -660173.187500 Penalty: 4243.217773 Iteration 15Q: 3 clusters Score -660173.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -660213.375000 Penalty: 4243.217773 Iteration 16Q: 3 clusters Score -660213.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -660251.312500 Penalty: 4243.217773 Iteration 17Q: 3 clusters Score -660251.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -660293.875000 Penalty: 4243.217773 Iteration 18Q: 3 clusters Score -660293.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -660333.750000 Penalty: 4243.217773 Iteration 19Q: 3 clusters Score -660333.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -660373.812500 Penalty: 4243.217773 Iteration 20F: 3 clusters Score -660373.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -660418.375000 Penalty: 4243.217773 Iteration 21Q: 3 clusters Score -660418.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -660477.000000 Penalty: 4243.217773 Iteration 22Q: 3 clusters Score -660477 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -660541.000000 Penalty: 4243.217773 Iteration 23Q: 3 clusters Score -660541 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -660588.937500 Penalty: 4243.217773 Iteration 24Q: 3 clusters Score -660588.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -660631.687500 Penalty: 4243.217773 Iteration 25Q: 3 clusters Score -660631.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -660683.312500 Penalty: 4243.217773 Iteration 26Q: 3 clusters Score -660683.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -660739.812500 Penalty: 4243.217773 Iteration 27Q: 3 clusters Score -660739.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -660789.812500 Penalty: 4243.217773 Iteration 28Q: 3 clusters Score -660789.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -660823.937500 Penalty: 4243.217773 Iteration 29Q: 3 clusters Score -660823.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -660848.125000 Penalty: 4243.217773 Iteration 30Q: 3 clusters Score -660848.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -660867.437500 Penalty: 4243.217773 Iteration 31Q: 3 clusters Score -660867.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -660890.062500 Penalty: 4243.217773 Iteration 32Q: 3 clusters Score -660890.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -660899.437500 Penalty: 4243.217773 Iteration 33Q: 3 clusters Score -660899.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -660908.250000 Penalty: 4243.217773 Iteration 34Q: 3 clusters Score -660908.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -660917.312500 Penalty: 4243.217773 Iteration 35Q: 3 clusters Score -660917.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -660925.687500 Penalty: 4243.217773 Iteration 36Q: 3 clusters Score -660925.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -660930.687500 Penalty: 4243.217773 Iteration 37Q: 3 clusters Score -660930.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -660936.312500 Penalty: 4243.217773 Iteration 38Q: 3 clusters Score -660936.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -660940.812500 Penalty: 4243.217773 Iteration 39Q: 3 clusters Score -660940.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -660942.187500 Penalty: 4243.217773 Iteration 40F: 3 clusters Score -660942.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -660942.875000 Penalty: 4243.217773 Iteration 41Q: 3 clusters Score -660942.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -660947.875000 Penalty: 4243.217773 Iteration 42Q: 3 clusters Score -660947.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -660952.250000 Penalty: 4243.217773 Iteration 43Q: 3 clusters Score -660952.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -660957.125000 Penalty: 4243.217773 Iteration 44Q: 3 clusters Score -660957.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -660960.812500 Penalty: 4243.217773 Iteration 45Q: 3 clusters Score -660960.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -660964.250000 Penalty: 4243.217773 Iteration 46Q: 3 clusters Score -660964.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -660966.687500 Penalty: 4243.217773 Iteration 47Q: 3 clusters Score -660966.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -660966.062500 Penalty: 4243.217773 Iteration 48Q: 3 clusters Score -660966.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -660965.937500 Penalty: 4243.217773 Iteration 49Q: 3 clusters Score -660965.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -660965.937500 Penalty: 4243.217773 Iteration 50F: 3 clusters Score -660965.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (72051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72051 members Entering Unmasked Estep Score: -9031711.000000 Penalty: 2773.912109 Iteration 0F: 2 clusters Score -9031711 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35846 members Mstep: Class 2 contains 36205 members Entering Unmasked Estep Score: -8983469.000000 Penalty: 5547.824219 Iteration 0F: 3 clusters Score -8983469 nChanged 33706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33644 members Mstep: Class 2 contains 38407 members Entering Unmasked Estep Score: -9002478.000000 Penalty: 5547.824219 Iteration 1F: 3 clusters Score -9002478 nChanged 2754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32318 members Mstep: Class 2 contains 39733 members Entering Unmasked Estep Score: -9003330.000000 Penalty: 5547.824219 Iteration 2Q: 3 clusters Score -9003330 nChanged 2928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30346 members Mstep: Class 2 contains 41705 members Entering Unmasked Estep Score: -9004353.000000 Penalty: 5547.824219 Iteration 3Q: 3 clusters Score -9004353 nChanged 3408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27520 members Mstep: Class 2 contains 44531 members Entering Unmasked Estep Score: -9005958.000000 Penalty: 5547.824219 Iteration 4Q: 3 clusters Score -9005958 nChanged 4134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23616 members Mstep: Class 2 contains 48435 members Entering Unmasked Estep Score: -9008458.000000 Penalty: 5547.824219 Iteration 5F: 3 clusters Score -9008458 nChanged 5028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18666 members Mstep: Class 2 contains 53385 members Entering Unmasked Estep Score: -9012267.000000 Penalty: 5547.824219 Iteration 6F: 3 clusters Score -9012267 nChanged 5650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13046 members Mstep: Class 2 contains 59005 members Entering Unmasked Estep Score: -9017192.000000 Penalty: 5547.824219 Iteration 7F: 3 clusters Score -9017192 nChanged 5254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7802 members Mstep: Class 2 contains 64249 members Entering Unmasked Estep Score: -9022231.000000 Penalty: 5547.824219 Iteration 8F: 3 clusters Score -9022231 nChanged 3820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 68061 members Entering Unmasked Estep Score: -9025809.000000 Penalty: 5547.824219 Iteration 9F: 3 clusters Score -9025809 nChanged 2077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 70138 members Entering Unmasked Estep Score: -9027726.000000 Penalty: 5547.824219 Iteration 10Q: 3 clusters Score -9027726 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 71049 members Entering Unmasked Estep Score: -9028520.000000 Penalty: 5547.824219 Iteration 11Q: 3 clusters Score -9028520 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 71427 members Entering Unmasked Estep Score: -9028848.000000 Penalty: 5547.824219 Iteration 12Q: 3 clusters Score -9028848 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 71579 members Entering Unmasked Estep Score: -9029014.000000 Penalty: 5547.824219 Iteration 13Q: 3 clusters Score -9029014 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 71667 members Entering Unmasked Estep Score: -9029129.000000 Penalty: 5547.824219 Iteration 14Q: 3 clusters Score -9029129 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 71695 members Entering Unmasked Estep Score: -9029157.000000 Penalty: 5547.824219 Iteration 15Q: 3 clusters Score -9029157 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 71714 members Entering Unmasked Estep Score: -9029180.000000 Penalty: 5547.824219 Iteration 16Q: 3 clusters Score -9029180 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 71727 members Entering Unmasked Estep Score: -9029183.000000 Penalty: 5547.824219 Iteration 17Q: 3 clusters Score -9029183 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 71735 members Entering Unmasked Estep Score: -9029212.000000 Penalty: 5547.824219 Iteration 18Q: 3 clusters Score -9029212 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 71744 members Entering Unmasked Estep Score: -9029219.000000 Penalty: 5547.824219 Iteration 19Q: 3 clusters Score -9029219 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 71748 members Entering Unmasked Estep Score: -9029230.000000 Penalty: 5547.824219 Iteration 20F: 3 clusters Score -9029230 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 71750 members Entering Unmasked Estep Score: -9029238.000000 Penalty: 5547.824219 Iteration 21Q: 3 clusters Score -9029238 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 71754 members Entering Unmasked Estep Score: -9029246.000000 Penalty: 5547.824219 Iteration 22Q: 3 clusters Score -9029246 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 71756 members Entering Unmasked Estep Score: -9029252.000000 Penalty: 5547.824219 Iteration 23Q: 3 clusters Score -9029252 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 71759 members Entering Unmasked Estep Score: -9029254.000000 Penalty: 5547.824219 Iteration 24Q: 3 clusters Score -9029254 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 71762 members Entering Unmasked Estep Score: -9029264.000000 Penalty: 5547.824219 Iteration 25Q: 3 clusters Score -9029264 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 71767 members Entering Unmasked Estep Score: -9029272.000000 Penalty: 5547.824219 Iteration 26Q: 3 clusters Score -9029272 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 71770 members Entering Unmasked Estep Score: -9029270.000000 Penalty: 5547.824219 Iteration 27Q: 3 clusters Score -9029270 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 71774 members Entering Unmasked Estep Score: -9029273.000000 Penalty: 5547.824219 Iteration 28Q: 3 clusters Score -9029273 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 71777 members Entering Unmasked Estep Score: -9029281.000000 Penalty: 5547.824219 Iteration 29Q: 3 clusters Score -9029281 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 71775 members Entering Unmasked Estep Score: -9029276.000000 Penalty: 5547.824219 Iteration 30Q: 3 clusters Score -9029276 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 71775 members Entering Unmasked Estep Score: -9029276.000000 Penalty: 5547.824219 Iteration 31F: 3 clusters Score -9029276 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (55743 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55743 members Entering Unmasked Estep Score: -7114930.000000 Penalty: 2710.269775 Iteration 0F: 2 clusters Score -7114930 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27723 members Mstep: Class 2 contains 28020 members Entering Unmasked Estep Score: -7077510.500000 Penalty: 5420.539551 Iteration 0F: 3 clusters Score -7077510 nChanged 25798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26795 members Mstep: Class 2 contains 28948 members Entering Unmasked Estep Score: -7091803.500000 Penalty: 5420.539551 Iteration 1F: 3 clusters Score -7091804 nChanged 1985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26198 members Mstep: Class 2 contains 29545 members Entering Unmasked Estep Score: -7092382.500000 Penalty: 5420.539551 Iteration 2Q: 3 clusters Score -7092382 nChanged 1999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25323 members Mstep: Class 2 contains 30420 members Entering Unmasked Estep Score: -7092953.000000 Penalty: 5420.539551 Iteration 3Q: 3 clusters Score -7092953 nChanged 2096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24071 members Mstep: Class 2 contains 31672 members Entering Unmasked Estep Score: -7093768.000000 Penalty: 5420.539551 Iteration 4Q: 3 clusters Score -7093768 nChanged 2678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22143 members Mstep: Class 2 contains 33600 members Entering Unmasked Estep Score: -7095092.000000 Penalty: 5420.539551 Iteration 5Q: 3 clusters Score -7095092 nChanged 3415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19410 members Mstep: Class 2 contains 36333 members Entering Unmasked Estep Score: -7097179.500000 Penalty: 5420.539551 Iteration 6F: 3 clusters Score -7097180 nChanged 4236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15706 members Mstep: Class 2 contains 40037 members Entering Unmasked Estep Score: -7100273.500000 Penalty: 5420.539551 Iteration 7F: 3 clusters Score -7100274 nChanged 4534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11460 members Mstep: Class 2 contains 44283 members Entering Unmasked Estep Score: -7104122.500000 Penalty: 5420.539551 Iteration 8F: 3 clusters Score -7104122 nChanged 4069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7501 members Mstep: Class 2 contains 48242 members Entering Unmasked Estep Score: -7108049.000000 Penalty: 5420.539551 Iteration 9F: 3 clusters Score -7108049 nChanged 2731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Mstep: Class 2 contains 50929 members Entering Unmasked Estep Score: -7110947.500000 Penalty: 5420.539551 Iteration 10Q: 3 clusters Score -7110948 nChanged 1375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 52236 members Entering Unmasked Estep Score: -7112483.000000 Penalty: 5420.539551 Iteration 11Q: 3 clusters Score -7112483 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 52819 members Entering Unmasked Estep Score: -7113165.500000 Penalty: 5420.539551 Iteration 12Q: 3 clusters Score -7113166 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 53149 members Entering Unmasked Estep Score: -7113436.500000 Penalty: 5420.539551 Iteration 13Q: 3 clusters Score -7113436 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 53373 members Entering Unmasked Estep Score: -7113614.500000 Penalty: 5420.539551 Iteration 14Q: 3 clusters Score -7113614 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 53549 members Entering Unmasked Estep Score: -7113703.500000 Penalty: 5420.539551 Iteration 15Q: 3 clusters Score -7113704 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 53677 members Entering Unmasked Estep Score: -7113737.000000 Penalty: 5420.539551 Iteration 16Q: 3 clusters Score -7113737 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 53745 members Entering Unmasked Estep Score: -7113738.500000 Penalty: 5420.539551 Iteration 17Q: 3 clusters Score -7113738 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 53801 members Entering Unmasked Estep Score: -7113774.000000 Penalty: 5420.539551 Iteration 18Q: 3 clusters Score -7113774 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 53849 members Entering Unmasked Estep Score: -7113786.500000 Penalty: 5420.539551 Iteration 19Q: 3 clusters Score -7113786 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 53884 members Entering Unmasked Estep Score: -7113812.000000 Penalty: 5420.539551 Iteration 20F: 3 clusters Score -7113812 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 53906 members Entering Unmasked Estep Score: -7113817.000000 Penalty: 5420.539551 Iteration 21Q: 3 clusters Score -7113817 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 53924 members Entering Unmasked Estep Score: -7113817.000000 Penalty: 5420.539551 Iteration 22Q: 3 clusters Score -7113817 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 53929 members Entering Unmasked Estep Score: -7113813.000000 Penalty: 5420.539551 Iteration 23Q: 3 clusters Score -7113813 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 53932 members Entering Unmasked Estep Score: -7113807.500000 Penalty: 5420.539551 Iteration 24Q: 3 clusters Score -7113808 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 53933 members Entering Unmasked Estep Score: -7113806.500000 Penalty: 5420.539551 Iteration 25Q: 3 clusters Score -7113806 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 53933 members Entering Unmasked Estep Score: -7113806.500000 Penalty: 5420.539551 Iteration 26F: 3 clusters Score -7113806 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (64589 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64589 members Entering Unmasked Estep Score: -8127382.500000 Penalty: 2746.798096 Iteration 0F: 2 clusters Score -8127382 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32613 members Mstep: Class 2 contains 31976 members Entering Unmasked Estep Score: -8084354.000000 Penalty: 5493.596191 Iteration 0F: 3 clusters Score -8084354 nChanged 30039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34442 members Mstep: Class 2 contains 30147 members Entering Unmasked Estep Score: -8100854.500000 Penalty: 5493.596191 Iteration 1F: 3 clusters Score -8100854 nChanged 2371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35539 members Mstep: Class 2 contains 29050 members Entering Unmasked Estep Score: -8101516.000000 Penalty: 5493.596191 Iteration 2Q: 3 clusters Score -8101516 nChanged 2402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37103 members Mstep: Class 2 contains 27486 members Entering Unmasked Estep Score: -8102385.000000 Penalty: 5493.596191 Iteration 3Q: 3 clusters Score -8102385 nChanged 2782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39419 members Mstep: Class 2 contains 25170 members Entering Unmasked Estep Score: -8103689.000000 Penalty: 5493.596191 Iteration 4Q: 3 clusters Score -8103689 nChanged 3467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42656 members Mstep: Class 2 contains 21933 members Entering Unmasked Estep Score: -8105707.500000 Penalty: 5493.596191 Iteration 5F: 3 clusters Score -8105708 nChanged 4370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46964 members Mstep: Class 2 contains 17625 members Entering Unmasked Estep Score: -8108834.500000 Penalty: 5493.596191 Iteration 6F: 3 clusters Score -8108834 nChanged 5250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52192 members Mstep: Class 2 contains 12397 members Entering Unmasked Estep Score: -8113392.000000 Penalty: 5493.596191 Iteration 7F: 3 clusters Score -8113392 nChanged 5058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57242 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -8118261.000000 Penalty: 5493.596191 Iteration 8F: 3 clusters Score -8118261 nChanged 3620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60860 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -8121672.500000 Penalty: 5493.596191 Iteration 9F: 3 clusters Score -8121672 nChanged 2023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62875 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -8123605.000000 Penalty: 5493.596191 Iteration 10Q: 3 clusters Score -8123605 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63679 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -8124383.500000 Penalty: 5493.596191 Iteration 11Q: 3 clusters Score -8124384 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63943 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -8124652.000000 Penalty: 5493.596191 Iteration 12Q: 3 clusters Score -8124652 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64061 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -8124771.000000 Penalty: 5493.596191 Iteration 13Q: 3 clusters Score -8124771 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64124 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -8124830.500000 Penalty: 5493.596191 Iteration 14Q: 3 clusters Score -8124830 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64163 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -8124871.500000 Penalty: 5493.596191 Iteration 15Q: 3 clusters Score -8124872 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64185 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -8124914.500000 Penalty: 5493.596191 Iteration 16Q: 3 clusters Score -8124914 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64205 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -8124933.000000 Penalty: 5493.596191 Iteration 17Q: 3 clusters Score -8124933 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64215 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -8124951.500000 Penalty: 5493.596191 Iteration 18Q: 3 clusters Score -8124952 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64223 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -8124970.000000 Penalty: 5493.596191 Iteration 19Q: 3 clusters Score -8124970 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64224 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -8124972.000000 Penalty: 5493.596191 Iteration 20F: 3 clusters Score -8124972 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64225 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -8124979.000000 Penalty: 5493.596191 Iteration 21Q: 3 clusters Score -8124979 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64227 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -8124985.000000 Penalty: 5493.596191 Iteration 22Q: 3 clusters Score -8124985 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64230 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -8124985.000000 Penalty: 5493.596191 Iteration 23Q: 3 clusters Score -8124985 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64233 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -8124984.500000 Penalty: 5493.596191 Iteration 24Q: 3 clusters Score -8124984 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64234 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -8124990.500000 Penalty: 5493.596191 Iteration 25Q: 3 clusters Score -8124990 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64234 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -8124990.500000 Penalty: 5493.596191 Iteration 26F: 3 clusters Score -8124990 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (191994 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191994 members Entering Unmasked Estep Score: -23997990.000000 Penalty: 3016.974365 Iteration 0F: 2 clusters Score -2.399799e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95666 members Mstep: Class 2 contains 96328 members Entering Unmasked Estep Score: -23871956.000000 Penalty: 6033.948730 Iteration 0F: 3 clusters Score -2.387196e+07 nChanged 92265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90981 members Mstep: Class 2 contains 101013 members Entering Unmasked Estep Score: -23926078.000000 Penalty: 6033.948730 Iteration 1F: 3 clusters Score -2.392608e+07 nChanged 6323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88116 members Mstep: Class 2 contains 103878 members Entering Unmasked Estep Score: -23928104.000000 Penalty: 6033.948730 Iteration 2Q: 3 clusters Score -2.39281e+07 nChanged 7276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83836 members Mstep: Class 2 contains 108158 members Entering Unmasked Estep Score: -23930692.000000 Penalty: 6033.948730 Iteration 3Q: 3 clusters Score -2.393069e+07 nChanged 8492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77694 members Mstep: Class 2 contains 114300 members Entering Unmasked Estep Score: -23934480.000000 Penalty: 6033.948730 Iteration 4Q: 3 clusters Score -2.393448e+07 nChanged 10517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68947 members Mstep: Class 2 contains 123047 members Entering Unmasked Estep Score: -23940440.000000 Penalty: 6033.948730 Iteration 5F: 3 clusters Score -2.394044e+07 nChanged 12965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57206 members Mstep: Class 2 contains 134788 members Entering Unmasked Estep Score: -23949402.000000 Penalty: 6033.948730 Iteration 6F: 3 clusters Score -2.39494e+07 nChanged 14860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42982 members Mstep: Class 2 contains 149012 members Entering Unmasked Estep Score: -23961494.000000 Penalty: 6033.948730 Iteration 7F: 3 clusters Score -2.396149e+07 nChanged 14699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28591 members Mstep: Class 2 contains 163403 members Entering Unmasked Estep Score: -23974650.000000 Penalty: 6033.948730 Iteration 8F: 3 clusters Score -2.397465e+07 nChanged 11394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17363 members Mstep: Class 2 contains 174631 members Entering Unmasked Estep Score: -23984970.000000 Penalty: 6033.948730 Iteration 9F: 3 clusters Score -2.398497e+07 nChanged 6930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10633 members Mstep: Class 2 contains 181361 members Entering Unmasked Estep Score: -23990924.000000 Penalty: 6033.948730 Iteration 10Q: 3 clusters Score -2.399092e+07 nChanged 3601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7238 members Mstep: Class 2 contains 184756 members Entering Unmasked Estep Score: -23993578.000000 Penalty: 6033.948730 Iteration 11Q: 3 clusters Score -2.399358e+07 nChanged 1911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 186497 members Entering Unmasked Estep Score: -23994820.000000 Penalty: 6033.948730 Iteration 12Q: 3 clusters Score -2.399482e+07 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4563 members Mstep: Class 2 contains 187431 members Entering Unmasked Estep Score: -23995524.000000 Penalty: 6033.948730 Iteration 13Q: 3 clusters Score -2.399552e+07 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 187996 members Entering Unmasked Estep Score: -23995916.000000 Penalty: 6033.948730 Iteration 14Q: 3 clusters Score -2.399592e+07 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 188363 members Entering Unmasked Estep Score: -23996156.000000 Penalty: 6033.948730 Iteration 15Q: 3 clusters Score -2.399616e+07 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 188623 members Entering Unmasked Estep Score: -23996256.000000 Penalty: 6033.948730 Iteration 16Q: 3 clusters Score -2.399626e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 188757 members Entering Unmasked Estep Score: -23996356.000000 Penalty: 6033.948730 Iteration 17Q: 3 clusters Score -2.399636e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 188856 members Entering Unmasked Estep Score: -23996404.000000 Penalty: 6033.948730 Iteration 18Q: 3 clusters Score -2.39964e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 188950 members Entering Unmasked Estep Score: -23996452.000000 Penalty: 6033.948730 Iteration 19Q: 3 clusters Score -2.399645e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 189030 members Entering Unmasked Estep Score: -23996438.000000 Penalty: 6033.948730 Iteration 20F: 3 clusters Score -2.399644e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 189097 members Entering Unmasked Estep Score: -23996500.000000 Penalty: 6033.948730 Iteration 21Q: 3 clusters Score -2.39965e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 189143 members Entering Unmasked Estep Score: -23996502.000000 Penalty: 6033.948730 Iteration 22Q: 3 clusters Score -2.39965e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 189174 members Entering Unmasked Estep Score: -23996526.000000 Penalty: 6033.948730 Iteration 23Q: 3 clusters Score -2.399653e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 189199 members Entering Unmasked Estep Score: -23996532.000000 Penalty: 6033.948730 Iteration 24Q: 3 clusters Score -2.399653e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 189222 members Entering Unmasked Estep Score: -23996538.000000 Penalty: 6033.948730 Iteration 25Q: 3 clusters Score -2.399654e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 189245 members Entering Unmasked Estep Score: -23996548.000000 Penalty: 6033.948730 Iteration 26Q: 3 clusters Score -2.399655e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 189264 members Entering Unmasked Estep Score: -23996536.000000 Penalty: 6033.948730 Iteration 27Q: 3 clusters Score -2.399654e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 189283 members Entering Unmasked Estep Score: -23996556.000000 Penalty: 6033.948730 Iteration 28Q: 3 clusters Score -2.399656e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 189303 members Entering Unmasked Estep Score: -23996570.000000 Penalty: 6033.948730 Iteration 29Q: 3 clusters Score -2.399657e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 189323 members Entering Unmasked Estep Score: -23996578.000000 Penalty: 6033.948730 Iteration 30Q: 3 clusters Score -2.399658e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 189342 members Entering Unmasked Estep Score: -23996606.000000 Penalty: 6033.948730 Iteration 31Q: 3 clusters Score -2.399661e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 189358 members Entering Unmasked Estep Score: -23996608.000000 Penalty: 6033.948730 Iteration 32Q: 3 clusters Score -2.399661e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 189377 members Entering Unmasked Estep Score: -23996616.000000 Penalty: 6033.948730 Iteration 33Q: 3 clusters Score -2.399662e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 189389 members Entering Unmasked Estep Score: -23996632.000000 Penalty: 6033.948730 Iteration 34Q: 3 clusters Score -2.399663e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 189401 members Entering Unmasked Estep Score: -23996642.000000 Penalty: 6033.948730 Iteration 35Q: 3 clusters Score -2.399664e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 189421 members Entering Unmasked Estep Score: -23996654.000000 Penalty: 6033.948730 Iteration 36Q: 3 clusters Score -2.399665e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 189437 members Entering Unmasked Estep Score: -23996638.000000 Penalty: 6033.948730 Iteration 37Q: 3 clusters Score -2.399664e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 189449 members Entering Unmasked Estep Score: -23996632.000000 Penalty: 6033.948730 Iteration 38Q: 3 clusters Score -2.399663e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 189463 members Entering Unmasked Estep Score: -23996622.000000 Penalty: 6033.948730 Iteration 39Q: 3 clusters Score -2.399662e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 189483 members Entering Unmasked Estep Score: -23996654.000000 Penalty: 6033.948730 Iteration 40F: 3 clusters Score -2.399665e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 189498 members Entering Unmasked Estep Score: -23996654.000000 Penalty: 6033.948730 Iteration 41Q: 3 clusters Score -2.399665e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 189503 members Entering Unmasked Estep Score: -23996648.000000 Penalty: 6033.948730 Iteration 42Q: 3 clusters Score -2.399665e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 189496 members Entering Unmasked Estep Score: -23996662.000000 Penalty: 6033.948730 Iteration 43Q: 3 clusters Score -2.399666e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 189498 members Entering Unmasked Estep Score: -23996678.000000 Penalty: 6033.948730 Iteration 44Q: 3 clusters Score -2.399668e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 189502 members Entering Unmasked Estep Score: -23996680.000000 Penalty: 6033.948730 Iteration 45Q: 3 clusters Score -2.399668e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 189503 members Entering Unmasked Estep Score: -23996678.000000 Penalty: 6033.948730 Iteration 46Q: 3 clusters Score -2.399668e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 189504 members Entering Unmasked Estep Score: -23996682.000000 Penalty: 6033.948730 Iteration 47Q: 3 clusters Score -2.399668e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 189506 members Entering Unmasked Estep Score: -23996684.000000 Penalty: 6033.948730 Iteration 48Q: 3 clusters Score -2.399668e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 189504 members Entering Unmasked Estep Score: -23996680.000000 Penalty: 6033.948730 Iteration 49Q: 3 clusters Score -2.399668e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 189502 members Entering Unmasked Estep Score: -23996676.000000 Penalty: 6033.948730 Iteration 50Q: 3 clusters Score -2.399668e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 189503 members Entering Unmasked Estep Score: -23996686.000000 Penalty: 6033.948730 Iteration 51Q: 3 clusters Score -2.399669e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 189504 members Entering Unmasked Estep Score: -23996684.000000 Penalty: 6033.948730 Iteration 52Q: 3 clusters Score -2.399668e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 189504 members Entering Unmasked Estep Score: -23996692.000000 Penalty: 6033.948730 Iteration 53Q: 3 clusters Score -2.399669e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 189504 members Entering Unmasked Estep Score: -23996692.000000 Penalty: 6033.948730 Iteration 54F: 3 clusters Score -2.399669e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (6965 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6965 members Entering Unmasked Estep Score: -890964.812500 Penalty: 2194.465820 Iteration 0F: 2 clusters Score -890964.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -885186.937500 Penalty: 4388.931641 Iteration 0F: 3 clusters Score -885186.9 nChanged 2776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -886639.875000 Penalty: 4388.931641 Iteration 1F: 3 clusters Score -886639.9 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -886903.625000 Penalty: 4388.931641 Iteration 2F: 3 clusters Score -886903.6 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -887084.562500 Penalty: 4388.931641 Iteration 3F: 3 clusters Score -887084.6 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -887224.562500 Penalty: 4388.931641 Iteration 4Q: 3 clusters Score -887224.6 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -887380.562500 Penalty: 4388.931641 Iteration 5Q: 3 clusters Score -887380.6 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -887562.750000 Penalty: 4388.931641 Iteration 6Q: 3 clusters Score -887562.8 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -887771.437500 Penalty: 4388.931641 Iteration 7Q: 3 clusters Score -887771.4 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -887967.250000 Penalty: 4388.931641 Iteration 8Q: 3 clusters Score -887967.2 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -888154.000000 Penalty: 4388.931641 Iteration 9Q: 3 clusters Score -888154 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -888350.375000 Penalty: 4388.931641 Iteration 10Q: 3 clusters Score -888350.4 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -888548.687500 Penalty: 4388.931641 Iteration 11Q: 3 clusters Score -888548.7 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5414 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -888736.937500 Penalty: 4388.931641 Iteration 12Q: 3 clusters Score -888736.9 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -888905.312500 Penalty: 4388.931641 Iteration 13Q: 3 clusters Score -888905.3 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5831 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -889045.625000 Penalty: 4388.931641 Iteration 14Q: 3 clusters Score -889045.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5968 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -889144.937500 Penalty: 4388.931641 Iteration 15Q: 3 clusters Score -889144.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6090 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -889243.000000 Penalty: 4388.931641 Iteration 16Q: 3 clusters Score -889243 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6182 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -889328.750000 Penalty: 4388.931641 Iteration 17Q: 3 clusters Score -889328.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6254 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -889391.312500 Penalty: 4388.931641 Iteration 18Q: 3 clusters Score -889391.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6307 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -889433.125000 Penalty: 4388.931641 Iteration 19Q: 3 clusters Score -889433.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6343 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -889466.312500 Penalty: 4388.931641 Iteration 20F: 3 clusters Score -889466.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6372 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -889493.000000 Penalty: 4388.931641 Iteration 21Q: 3 clusters Score -889493 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6393 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -889508.187500 Penalty: 4388.931641 Iteration 22Q: 3 clusters Score -889508.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6407 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -889518.437500 Penalty: 4388.931641 Iteration 23Q: 3 clusters Score -889518.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6417 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -889526.312500 Penalty: 4388.931641 Iteration 24Q: 3 clusters Score -889526.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6428 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -889532.937500 Penalty: 4388.931641 Iteration 25Q: 3 clusters Score -889532.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6438 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -889541.187500 Penalty: 4388.931641 Iteration 26Q: 3 clusters Score -889541.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6446 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -889546.875000 Penalty: 4388.931641 Iteration 27Q: 3 clusters Score -889546.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6450 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -889549.375000 Penalty: 4388.931641 Iteration 28Q: 3 clusters Score -889549.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6456 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -889554.437500 Penalty: 4388.931641 Iteration 29Q: 3 clusters Score -889554.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6464 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -889565.250000 Penalty: 4388.931641 Iteration 30Q: 3 clusters Score -889565.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6469 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -889568.875000 Penalty: 4388.931641 Iteration 31Q: 3 clusters Score -889568.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6475 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -889570.875000 Penalty: 4388.931641 Iteration 32Q: 3 clusters Score -889570.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6482 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -889575.562500 Penalty: 4388.931641 Iteration 33Q: 3 clusters Score -889575.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -889579.250000 Penalty: 4388.931641 Iteration 34Q: 3 clusters Score -889579.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -889580.875000 Penalty: 4388.931641 Iteration 35Q: 3 clusters Score -889580.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6487 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -889581.562500 Penalty: 4388.931641 Iteration 36Q: 3 clusters Score -889581.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6487 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -889581.562500 Penalty: 4388.931641 Iteration 37F: 3 clusters Score -889581.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (13861 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13861 members Entering Unmasked Estep Score: -1691659.000000 Penalty: 2365.135010 Iteration 0F: 2 clusters Score -1691659 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6892 members Mstep: Class 2 contains 6969 members Entering Unmasked Estep Score: -1681431.250000 Penalty: 4730.270020 Iteration 0F: 3 clusters Score -1681431 nChanged 6028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6512 members Mstep: Class 2 contains 7349 members Entering Unmasked Estep Score: -1684965.125000 Penalty: 4730.270020 Iteration 1F: 3 clusters Score -1684965 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6187 members Mstep: Class 2 contains 7674 members Entering Unmasked Estep Score: -1685693.250000 Penalty: 4730.270020 Iteration 2F: 3 clusters Score -1685693 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5754 members Mstep: Class 2 contains 8107 members Entering Unmasked Estep Score: -1686592.750000 Penalty: 4730.270020 Iteration 3F: 3 clusters Score -1686593 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 8710 members Entering Unmasked Estep Score: -1687686.375000 Penalty: 4730.270020 Iteration 4F: 3 clusters Score -1687686 nChanged 1203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 9377 members Entering Unmasked Estep Score: -1688770.625000 Penalty: 4730.270020 Iteration 5F: 3 clusters Score -1688771 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 9937 members Entering Unmasked Estep Score: -1689586.375000 Penalty: 4730.270020 Iteration 6F: 3 clusters Score -1689586 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 10312 members Entering Unmasked Estep Score: -1690037.125000 Penalty: 4730.270020 Iteration 7F: 3 clusters Score -1690037 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 10507 members Entering Unmasked Estep Score: -1690215.000000 Penalty: 4730.270020 Iteration 8Q: 3 clusters Score -1690215 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 10608 members Entering Unmasked Estep Score: -1690297.250000 Penalty: 4730.270020 Iteration 9Q: 3 clusters Score -1690297 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 10651 members Entering Unmasked Estep Score: -1690331.875000 Penalty: 4730.270020 Iteration 10Q: 3 clusters Score -1690332 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 10678 members Entering Unmasked Estep Score: -1690345.750000 Penalty: 4730.270020 Iteration 11Q: 3 clusters Score -1690346 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 10676 members Entering Unmasked Estep Score: -1690352.750000 Penalty: 4730.270020 Iteration 12Q: 3 clusters Score -1690353 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 10672 members Entering Unmasked Estep Score: -1690358.500000 Penalty: 4730.270020 Iteration 13Q: 3 clusters Score -1690358 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 10670 members Entering Unmasked Estep Score: -1690361.375000 Penalty: 4730.270020 Iteration 14Q: 3 clusters Score -1690361 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 10667 members Entering Unmasked Estep Score: -1690362.000000 Penalty: 4730.270020 Iteration 15Q: 3 clusters Score -1690362 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 10667 members Entering Unmasked Estep Score: -1690364.500000 Penalty: 4730.270020 Iteration 16Q: 3 clusters Score -1690364 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 10668 members Entering Unmasked Estep Score: -1690363.500000 Penalty: 4730.270020 Iteration 17Q: 3 clusters Score -1690364 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 10669 members Entering Unmasked Estep Score: -1690363.625000 Penalty: 4730.270020 Iteration 18Q: 3 clusters Score -1690364 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 10670 members Entering Unmasked Estep Score: -1690363.750000 Penalty: 4730.270020 Iteration 19Q: 3 clusters Score -1690364 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 10670 members Entering Unmasked Estep Score: -1690363.750000 Penalty: 4730.270020 Iteration 20F: 3 clusters Score -1690364 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (247 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Entering Unmasked Estep Score: -27653.521484 Penalty: 1366.328369 Iteration 0F: 2 clusters Score -27653.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -26436.406250 Penalty: 2732.656738 Iteration 0F: 3 clusters Score -26436.41 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -26508.240234 Penalty: 2732.656738 Iteration 1F: 3 clusters Score -26508.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -26521.871094 Penalty: 2732.656738 Iteration 2Q: 3 clusters Score -26521.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -26521.871094 Penalty: 2732.656738 Iteration 3F: 3 clusters Score -26521.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Entering Unmasked Estep Score: -35135.558594 Penalty: 1428.988770 Iteration 0F: 2 clusters Score -35135.56 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 154 members Entering Unmasked Estep Score: -33822.722656 Penalty: 2857.977539 Iteration 0F: 3 clusters Score -33822.72 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -33927.429688 Penalty: 2857.977539 Iteration 1F: 3 clusters Score -33927.43 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -33970.597656 Penalty: 2857.977539 Iteration 2F: 3 clusters Score -33970.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -34013.828125 Penalty: 2857.977539 Iteration 3Q: 3 clusters Score -34013.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -34036.078125 Penalty: 2857.977539 Iteration 4Q: 3 clusters Score -34036.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -34051.867188 Penalty: 2857.977539 Iteration 5Q: 3 clusters Score -34051.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -34061.695312 Penalty: 2857.977539 Iteration 6Q: 3 clusters Score -34061.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -34062.812500 Penalty: 2857.977539 Iteration 7Q: 3 clusters Score -34062.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -34062.812500 Penalty: 2857.977539 Iteration 8F: 3 clusters Score -34062.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (435 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Entering Unmasked Estep Score: -46327.851562 Penalty: 1506.685791 Iteration 0F: 2 clusters Score -46327.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -44914.523438 Penalty: 3013.371582 Iteration 0F: 3 clusters Score -44914.52 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -45120.308594 Penalty: 3013.371582 Iteration 1F: 3 clusters Score -45120.31 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -45204.449219 Penalty: 3013.371582 Iteration 2Q: 3 clusters Score -45204.45 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -45257.105469 Penalty: 3013.371582 Iteration 3Q: 3 clusters Score -45257.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -45282.359375 Penalty: 3013.371582 Iteration 4Q: 3 clusters Score -45282.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -45293.847656 Penalty: 3013.371582 Iteration 5Q: 3 clusters Score -45293.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -45314.574219 Penalty: 3013.371582 Iteration 6Q: 3 clusters Score -45314.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -45329.882812 Penalty: 3013.371582 Iteration 7Q: 3 clusters Score -45329.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -45337.722656 Penalty: 3013.371582 Iteration 8Q: 3 clusters Score -45337.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -45346.128906 Penalty: 3013.371582 Iteration 9Q: 3 clusters Score -45346.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -45351.359375 Penalty: 3013.371582 Iteration 10Q: 3 clusters Score -45351.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -45356.804688 Penalty: 3013.371582 Iteration 11Q: 3 clusters Score -45356.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -45360.640625 Penalty: 3013.371582 Iteration 12Q: 3 clusters Score -45360.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -45362.996094 Penalty: 3013.371582 Iteration 13Q: 3 clusters Score -45363 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -45362.996094 Penalty: 3013.371582 Iteration 14F: 3 clusters Score -45363 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3512 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Entering Unmasked Estep Score: -436624.843750 Penalty: 2024.657471 Iteration 0F: 2 clusters Score -436624.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -433033.218750 Penalty: 4049.314941 Iteration 0F: 3 clusters Score -433033.2 nChanged 1224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -433789.625000 Penalty: 4049.314941 Iteration 1F: 3 clusters Score -433789.6 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -433996.468750 Penalty: 4049.314941 Iteration 2F: 3 clusters Score -433996.5 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -434132.906250 Penalty: 4049.314941 Iteration 3F: 3 clusters Score -434132.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -434218.656250 Penalty: 4049.314941 Iteration 4Q: 3 clusters Score -434218.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -434270.093750 Penalty: 4049.314941 Iteration 5Q: 3 clusters Score -434270.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -434307.656250 Penalty: 4049.314941 Iteration 6Q: 3 clusters Score -434307.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -434328.062500 Penalty: 4049.314941 Iteration 7Q: 3 clusters Score -434328.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -434346.500000 Penalty: 4049.314941 Iteration 8Q: 3 clusters Score -434346.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -434364.843750 Penalty: 4049.314941 Iteration 9Q: 3 clusters Score -434364.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -434382.093750 Penalty: 4049.314941 Iteration 10Q: 3 clusters Score -434382.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -434407.625000 Penalty: 4049.314941 Iteration 11Q: 3 clusters Score -434407.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -434429.406250 Penalty: 4049.314941 Iteration 12Q: 3 clusters Score -434429.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -434441.906250 Penalty: 4049.314941 Iteration 13Q: 3 clusters Score -434441.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -434457.718750 Penalty: 4049.314941 Iteration 14Q: 3 clusters Score -434457.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -434473.593750 Penalty: 4049.314941 Iteration 15Q: 3 clusters Score -434473.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -434486.562500 Penalty: 4049.314941 Iteration 16Q: 3 clusters Score -434486.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -434498.718750 Penalty: 4049.314941 Iteration 17Q: 3 clusters Score -434498.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -434506.312500 Penalty: 4049.314941 Iteration 18Q: 3 clusters Score -434506.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -434513.906250 Penalty: 4049.314941 Iteration 19Q: 3 clusters Score -434513.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -434522.156250 Penalty: 4049.314941 Iteration 20F: 3 clusters Score -434522.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -434532.375000 Penalty: 4049.314941 Iteration 21Q: 3 clusters Score -434532.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -434544.968750 Penalty: 4049.314941 Iteration 22Q: 3 clusters Score -434545 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -434556.812500 Penalty: 4049.314941 Iteration 23Q: 3 clusters Score -434556.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -434565.562500 Penalty: 4049.314941 Iteration 24Q: 3 clusters Score -434565.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -434572.906250 Penalty: 4049.314941 Iteration 25Q: 3 clusters Score -434572.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -434579.687500 Penalty: 4049.314941 Iteration 26Q: 3 clusters Score -434579.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -434590.375000 Penalty: 4049.314941 Iteration 27Q: 3 clusters Score -434590.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -434598.093750 Penalty: 4049.314941 Iteration 28Q: 3 clusters Score -434598.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -434604.687500 Penalty: 4049.314941 Iteration 29Q: 3 clusters Score -434604.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -434609.531250 Penalty: 4049.314941 Iteration 30Q: 3 clusters Score -434609.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -434615.218750 Penalty: 4049.314941 Iteration 31Q: 3 clusters Score -434615.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -434624.656250 Penalty: 4049.314941 Iteration 32Q: 3 clusters Score -434624.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -434634.093750 Penalty: 4049.314941 Iteration 33Q: 3 clusters Score -434634.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -434642.000000 Penalty: 4049.314941 Iteration 34Q: 3 clusters Score -434642 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -434648.781250 Penalty: 4049.314941 Iteration 35Q: 3 clusters Score -434648.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -434653.500000 Penalty: 4049.314941 Iteration 36Q: 3 clusters Score -434653.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -434657.875000 Penalty: 4049.314941 Iteration 37Q: 3 clusters Score -434657.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -434666.968750 Penalty: 4049.314941 Iteration 38Q: 3 clusters Score -434667 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -434674.625000 Penalty: 4049.314941 Iteration 39Q: 3 clusters Score -434674.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -434680.718750 Penalty: 4049.314941 Iteration 40F: 3 clusters Score -434680.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -434687.000000 Penalty: 4049.314941 Iteration 41Q: 3 clusters Score -434687 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -434694.656250 Penalty: 4049.314941 Iteration 42Q: 3 clusters Score -434694.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -434703.406250 Penalty: 4049.314941 Iteration 43Q: 3 clusters Score -434703.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -434713.531250 Penalty: 4049.314941 Iteration 44Q: 3 clusters Score -434713.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -434722.562500 Penalty: 4049.314941 Iteration 45Q: 3 clusters Score -434722.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -434728.468750 Penalty: 4049.314941 Iteration 46Q: 3 clusters Score -434728.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -434732.125000 Penalty: 4049.314941 Iteration 47Q: 3 clusters Score -434732.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -434734.312500 Penalty: 4049.314941 Iteration 48Q: 3 clusters Score -434734.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -434735.750000 Penalty: 4049.314941 Iteration 49Q: 3 clusters Score -434735.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -434736.750000 Penalty: 4049.314941 Iteration 50Q: 3 clusters Score -434736.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -434742.093750 Penalty: 4049.314941 Iteration 51Q: 3 clusters Score -434742.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -434749.281250 Penalty: 4049.314941 Iteration 52Q: 3 clusters Score -434749.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -434755.250000 Penalty: 4049.314941 Iteration 53Q: 3 clusters Score -434755.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -434760.281250 Penalty: 4049.314941 Iteration 54Q: 3 clusters Score -434760.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -434765.062500 Penalty: 4049.314941 Iteration 55Q: 3 clusters Score -434765.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -434774.718750 Penalty: 4049.314941 Iteration 56Q: 3 clusters Score -434774.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -434782.718750 Penalty: 4049.314941 Iteration 57Q: 3 clusters Score -434782.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -434790.156250 Penalty: 4049.314941 Iteration 58Q: 3 clusters Score -434790.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -434797.468750 Penalty: 4049.314941 Iteration 59Q: 3 clusters Score -434797.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -434805.656250 Penalty: 4049.314941 Iteration 60F: 3 clusters Score -434805.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -434812.593750 Penalty: 4049.314941 Iteration 61Q: 3 clusters Score -434812.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -434823.468750 Penalty: 4049.314941 Iteration 62Q: 3 clusters Score -434823.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -434835.968750 Penalty: 4049.314941 Iteration 63Q: 3 clusters Score -434836 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -434855.156250 Penalty: 4049.314941 Iteration 64Q: 3 clusters Score -434855.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -434875.687500 Penalty: 4049.314941 Iteration 65Q: 3 clusters Score -434875.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -434902.968750 Penalty: 4049.314941 Iteration 66Q: 3 clusters Score -434903 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -434939.531250 Penalty: 4049.314941 Iteration 67Q: 3 clusters Score -434939.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -434960.250000 Penalty: 4049.314941 Iteration 68Q: 3 clusters Score -434960.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -434980.562500 Penalty: 4049.314941 Iteration 69Q: 3 clusters Score -434980.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -435002.156250 Penalty: 4049.314941 Iteration 70Q: 3 clusters Score -435002.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -435020.781250 Penalty: 4049.314941 Iteration 71Q: 3 clusters Score -435020.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -435033.718750 Penalty: 4049.314941 Iteration 72Q: 3 clusters Score -435033.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -435063.000000 Penalty: 4049.314941 Iteration 73Q: 3 clusters Score -435063 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -435084.593750 Penalty: 4049.314941 Iteration 74Q: 3 clusters Score -435084.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -435105.343750 Penalty: 4049.314941 Iteration 75Q: 3 clusters Score -435105.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -435129.468750 Penalty: 4049.314941 Iteration 76Q: 3 clusters Score -435129.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -435150.781250 Penalty: 4049.314941 Iteration 77Q: 3 clusters Score -435150.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -435166.406250 Penalty: 4049.314941 Iteration 78Q: 3 clusters Score -435166.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -435179.125000 Penalty: 4049.314941 Iteration 79Q: 3 clusters Score -435179.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -435189.500000 Penalty: 4049.314941 Iteration 80F: 3 clusters Score -435189.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -435193.781250 Penalty: 4049.314941 Iteration 81Q: 3 clusters Score -435193.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -435197.875000 Penalty: 4049.314941 Iteration 82Q: 3 clusters Score -435197.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -435201.781250 Penalty: 4049.314941 Iteration 83Q: 3 clusters Score -435201.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -435203.687500 Penalty: 4049.314941 Iteration 84Q: 3 clusters Score -435203.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -435203.812500 Penalty: 4049.314941 Iteration 85Q: 3 clusters Score -435203.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -435203.812500 Penalty: 4049.314941 Iteration 86F: 3 clusters Score -435203.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (609 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Entering Unmasked Estep Score: -72396.820312 Penalty: 1590.130981 Iteration 0F: 2 clusters Score -72396.82 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 305 members Entering Unmasked Estep Score: -70765.664062 Penalty: 3180.261963 Iteration 0F: 3 clusters Score -70765.66 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -70969.429688 Penalty: 3180.261963 Iteration 1F: 3 clusters Score -70969.43 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -71051.164062 Penalty: 3180.261963 Iteration 2F: 3 clusters Score -71051.16 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -71119.687500 Penalty: 3180.261963 Iteration 3Q: 3 clusters Score -71119.69 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -71154.015625 Penalty: 3180.261963 Iteration 4Q: 3 clusters Score -71154.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -71165.093750 Penalty: 3180.261963 Iteration 5Q: 3 clusters Score -71165.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -71170.179688 Penalty: 3180.261963 Iteration 6Q: 3 clusters Score -71170.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -71180.148438 Penalty: 3180.261963 Iteration 7Q: 3 clusters Score -71180.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -71188.843750 Penalty: 3180.261963 Iteration 8Q: 3 clusters Score -71188.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -71190.578125 Penalty: 3180.261963 Iteration 9Q: 3 clusters Score -71190.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -71193.085938 Penalty: 3180.261963 Iteration 10Q: 3 clusters Score -71193.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -71193.085938 Penalty: 3180.261963 Iteration 11F: 3 clusters Score -71193.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7569 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7569 members Entering Unmasked Estep Score: -967511.562500 Penalty: 2215.090332 Iteration 0F: 2 clusters Score -967511.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -961358.250000 Penalty: 4430.180664 Iteration 0F: 3 clusters Score -961358.2 nChanged 3063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -963067.375000 Penalty: 4430.180664 Iteration 1F: 3 clusters Score -963067.4 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -963403.125000 Penalty: 4430.180664 Iteration 2F: 3 clusters Score -963403.1 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -963691.812500 Penalty: 4430.180664 Iteration 3F: 3 clusters Score -963691.8 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -963982.625000 Penalty: 4430.180664 Iteration 4F: 3 clusters Score -963982.6 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -964263.625000 Penalty: 4430.180664 Iteration 5F: 3 clusters Score -964263.6 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -964564.375000 Penalty: 4430.180664 Iteration 6F: 3 clusters Score -964564.4 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -964880.937500 Penalty: 4430.180664 Iteration 7F: 3 clusters Score -964880.9 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4950 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -965205.562500 Penalty: 4430.180664 Iteration 8F: 3 clusters Score -965205.6 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5241 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -965501.375000 Penalty: 4430.180664 Iteration 9F: 3 clusters Score -965501.4 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5519 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -965750.500000 Penalty: 4430.180664 Iteration 10Q: 3 clusters Score -965750.5 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5753 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -965923.875000 Penalty: 4430.180664 Iteration 11Q: 3 clusters Score -965923.9 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5939 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -966044.250000 Penalty: 4430.180664 Iteration 12Q: 3 clusters Score -966044.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6071 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -966129.000000 Penalty: 4430.180664 Iteration 13Q: 3 clusters Score -966129 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6183 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -966185.875000 Penalty: 4430.180664 Iteration 14Q: 3 clusters Score -966185.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6271 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -966231.562500 Penalty: 4430.180664 Iteration 15Q: 3 clusters Score -966231.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6332 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -966254.437500 Penalty: 4430.180664 Iteration 16Q: 3 clusters Score -966254.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6379 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -966276.875000 Penalty: 4430.180664 Iteration 17Q: 3 clusters Score -966276.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6417 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -966294.437500 Penalty: 4430.180664 Iteration 18Q: 3 clusters Score -966294.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6451 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -966310.875000 Penalty: 4430.180664 Iteration 19Q: 3 clusters Score -966310.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6471 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -966319.375000 Penalty: 4430.180664 Iteration 20F: 3 clusters Score -966319.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6491 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -966327.125000 Penalty: 4430.180664 Iteration 21Q: 3 clusters Score -966327.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6509 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -966335.125000 Penalty: 4430.180664 Iteration 22Q: 3 clusters Score -966335.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6528 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -966342.000000 Penalty: 4430.180664 Iteration 23Q: 3 clusters Score -966342 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6539 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -966343.875000 Penalty: 4430.180664 Iteration 24Q: 3 clusters Score -966343.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6544 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -966345.687500 Penalty: 4430.180664 Iteration 25Q: 3 clusters Score -966345.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6548 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -966348.875000 Penalty: 4430.180664 Iteration 26Q: 3 clusters Score -966348.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6553 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -966349.937500 Penalty: 4430.180664 Iteration 27Q: 3 clusters Score -966349.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6553 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -966352.375000 Penalty: 4430.180664 Iteration 28Q: 3 clusters Score -966352.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6556 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -966353.250000 Penalty: 4430.180664 Iteration 29Q: 3 clusters Score -966353.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6560 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -966355.125000 Penalty: 4430.180664 Iteration 30Q: 3 clusters Score -966355.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6565 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -966357.750000 Penalty: 4430.180664 Iteration 31Q: 3 clusters Score -966357.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6568 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -966360.562500 Penalty: 4430.180664 Iteration 32Q: 3 clusters Score -966360.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6570 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -966360.937500 Penalty: 4430.180664 Iteration 33Q: 3 clusters Score -966360.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6573 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -966362.312500 Penalty: 4430.180664 Iteration 34Q: 3 clusters Score -966362.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6575 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -966361.687500 Penalty: 4430.180664 Iteration 35Q: 3 clusters Score -966361.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6575 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -966361.687500 Penalty: 4430.180664 Iteration 36F: 3 clusters Score -966361.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (353 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Entering Unmasked Estep Score: -32979.925781 Penalty: 1454.884033 Iteration 0F: 2 clusters Score -32979.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -31708.701172 Penalty: 2909.768066 Iteration 0F: 3 clusters Score -31708.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -31938.322266 Penalty: 2909.768066 Iteration 1F: 3 clusters Score -31938.32 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -32053.132812 Penalty: 2909.768066 Iteration 2F: 3 clusters Score -32053.13 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -32164.410156 Penalty: 2909.768066 Iteration 3F: 3 clusters Score -32164.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -32236.216797 Penalty: 2909.768066 Iteration 4Q: 3 clusters Score -32236.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -32272.072266 Penalty: 2909.768066 Iteration 5Q: 3 clusters Score -32272.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -32299.220703 Penalty: 2909.768066 Iteration 6Q: 3 clusters Score -32299.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -32327.248047 Penalty: 2909.768066 Iteration 7Q: 3 clusters Score -32327.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -32362.921875 Penalty: 2909.768066 Iteration 8Q: 3 clusters Score -32362.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -32437.818359 Penalty: 2909.768066 Iteration 9Q: 3 clusters Score -32437.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -32516.705078 Penalty: 2909.768066 Iteration 10Q: 3 clusters Score -32516.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -32561.826172 Penalty: 2909.768066 Iteration 11Q: 3 clusters Score -32561.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -32565.656250 Penalty: 2909.768066 Iteration 12Q: 3 clusters Score -32565.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -32565.656250 Penalty: 2909.768066 Iteration 13F: 3 clusters Score -32565.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2573 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Entering Unmasked Estep Score: -332980.156250 Penalty: 1947.501343 Iteration 0F: 2 clusters Score -332980.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -329937.687500 Penalty: 3895.002686 Iteration 0F: 3 clusters Score -329937.7 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -330462.375000 Penalty: 3895.002686 Iteration 1F: 3 clusters Score -330462.4 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -330625.625000 Penalty: 3895.002686 Iteration 2F: 3 clusters Score -330625.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -330708.406250 Penalty: 3895.002686 Iteration 3Q: 3 clusters Score -330708.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -330765.093750 Penalty: 3895.002686 Iteration 4Q: 3 clusters Score -330765.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -330803.781250 Penalty: 3895.002686 Iteration 5Q: 3 clusters Score -330803.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -330837.187500 Penalty: 3895.002686 Iteration 6Q: 3 clusters Score -330837.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -330873.906250 Penalty: 3895.002686 Iteration 7Q: 3 clusters Score -330873.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -330902.187500 Penalty: 3895.002686 Iteration 8Q: 3 clusters Score -330902.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -330924.093750 Penalty: 3895.002686 Iteration 9Q: 3 clusters Score -330924.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -330938.750000 Penalty: 3895.002686 Iteration 10Q: 3 clusters Score -330938.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -330947.406250 Penalty: 3895.002686 Iteration 11Q: 3 clusters Score -330947.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -330950.593750 Penalty: 3895.002686 Iteration 12Q: 3 clusters Score -330950.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -330952.281250 Penalty: 3895.002686 Iteration 13Q: 3 clusters Score -330952.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -330954.062500 Penalty: 3895.002686 Iteration 14Q: 3 clusters Score -330954.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -330955.031250 Penalty: 3895.002686 Iteration 15Q: 3 clusters Score -330955 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -330957.843750 Penalty: 3895.002686 Iteration 16Q: 3 clusters Score -330957.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -330960.406250 Penalty: 3895.002686 Iteration 17Q: 3 clusters Score -330960.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -330962.375000 Penalty: 3895.002686 Iteration 18Q: 3 clusters Score -330962.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -330965.843750 Penalty: 3895.002686 Iteration 19Q: 3 clusters Score -330965.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -330967.812500 Penalty: 3895.002686 Iteration 20F: 3 clusters Score -330967.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -330969.343750 Penalty: 3895.002686 Iteration 21Q: 3 clusters Score -330969.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -330969.687500 Penalty: 3895.002686 Iteration 22Q: 3 clusters Score -330969.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -330970.375000 Penalty: 3895.002686 Iteration 23Q: 3 clusters Score -330970.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -330970.562500 Penalty: 3895.002686 Iteration 24Q: 3 clusters Score -330970.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -330971.593750 Penalty: 3895.002686 Iteration 25Q: 3 clusters Score -330971.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -330971.593750 Penalty: 3895.002686 Iteration 26F: 3 clusters Score -330971.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3079 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Entering Unmasked Estep Score: -365962.750000 Penalty: 1992.025269 Iteration 0F: 2 clusters Score -365962.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -362643.812500 Penalty: 3984.050537 Iteration 0F: 3 clusters Score -362643.8 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -363402.156250 Penalty: 3984.050537 Iteration 1F: 3 clusters Score -363402.2 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -363632.031250 Penalty: 3984.050537 Iteration 2F: 3 clusters Score -363632 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -363817.531250 Penalty: 3984.050537 Iteration 3F: 3 clusters Score -363817.5 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -363966.500000 Penalty: 3984.050537 Iteration 4Q: 3 clusters Score -363966.5 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -364096.250000 Penalty: 3984.050537 Iteration 5Q: 3 clusters Score -364096.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -364217.187500 Penalty: 3984.050537 Iteration 6Q: 3 clusters Score -364217.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -364296.718750 Penalty: 3984.050537 Iteration 7Q: 3 clusters Score -364296.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -364338.093750 Penalty: 3984.050537 Iteration 8Q: 3 clusters Score -364338.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -364373.750000 Penalty: 3984.050537 Iteration 9Q: 3 clusters Score -364373.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -364404.000000 Penalty: 3984.050537 Iteration 10Q: 3 clusters Score -364404 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -364428.093750 Penalty: 3984.050537 Iteration 11Q: 3 clusters Score -364428.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -364463.281250 Penalty: 3984.050537 Iteration 12Q: 3 clusters Score -364463.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -364508.156250 Penalty: 3984.050537 Iteration 13Q: 3 clusters Score -364508.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -364540.656250 Penalty: 3984.050537 Iteration 14Q: 3 clusters Score -364540.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -364577.031250 Penalty: 3984.050537 Iteration 15Q: 3 clusters Score -364577 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -364614.406250 Penalty: 3984.050537 Iteration 16Q: 3 clusters Score -364614.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -364635.093750 Penalty: 3984.050537 Iteration 17Q: 3 clusters Score -364635.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -364648.062500 Penalty: 3984.050537 Iteration 18Q: 3 clusters Score -364648.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -364659.343750 Penalty: 3984.050537 Iteration 19Q: 3 clusters Score -364659.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -364672.750000 Penalty: 3984.050537 Iteration 20F: 3 clusters Score -364672.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -364685.562500 Penalty: 3984.050537 Iteration 21Q: 3 clusters Score -364685.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -364700.187500 Penalty: 3984.050537 Iteration 22Q: 3 clusters Score -364700.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -364715.156250 Penalty: 3984.050537 Iteration 23Q: 3 clusters Score -364715.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -364729.812500 Penalty: 3984.050537 Iteration 24Q: 3 clusters Score -364729.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -364735.531250 Penalty: 3984.050537 Iteration 25Q: 3 clusters Score -364735.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -364740.531250 Penalty: 3984.050537 Iteration 26Q: 3 clusters Score -364740.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -364744.156250 Penalty: 3984.050537 Iteration 27Q: 3 clusters Score -364744.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -364746.562500 Penalty: 3984.050537 Iteration 28Q: 3 clusters Score -364746.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -364747.875000 Penalty: 3984.050537 Iteration 29Q: 3 clusters Score -364747.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -364748.156250 Penalty: 3984.050537 Iteration 30Q: 3 clusters Score -364748.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -364749.000000 Penalty: 3984.050537 Iteration 31Q: 3 clusters Score -364749 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -364749.343750 Penalty: 3984.050537 Iteration 32Q: 3 clusters Score -364749.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -364750.218750 Penalty: 3984.050537 Iteration 33Q: 3 clusters Score -364750.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -364750.218750 Penalty: 3984.050537 Iteration 34F: 3 clusters Score -364750.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3050 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Entering Unmasked Estep Score: -359272.937500 Penalty: 1989.678345 Iteration 0F: 2 clusters Score -359272.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -355937.718750 Penalty: 3979.356689 Iteration 0F: 3 clusters Score -355937.7 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -356692.906250 Penalty: 3979.356689 Iteration 1F: 3 clusters Score -356692.9 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -356956.562500 Penalty: 3979.356689 Iteration 2F: 3 clusters Score -356956.6 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -357103.625000 Penalty: 3979.356689 Iteration 3F: 3 clusters Score -357103.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -357248.843750 Penalty: 3979.356689 Iteration 4F: 3 clusters Score -357248.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -357388.531250 Penalty: 3979.356689 Iteration 5Q: 3 clusters Score -357388.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -357544.718750 Penalty: 3979.356689 Iteration 6Q: 3 clusters Score -357544.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -357718.468750 Penalty: 3979.356689 Iteration 7F: 3 clusters Score -357718.5 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -357881.781250 Penalty: 3979.356689 Iteration 8Q: 3 clusters Score -357881.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -358032.062500 Penalty: 3979.356689 Iteration 9Q: 3 clusters Score -358032.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -358172.375000 Penalty: 3979.356689 Iteration 10Q: 3 clusters Score -358172.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -358279.781250 Penalty: 3979.356689 Iteration 11Q: 3 clusters Score -358279.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -358352.687500 Penalty: 3979.356689 Iteration 12Q: 3 clusters Score -358352.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -358408.187500 Penalty: 3979.356689 Iteration 13Q: 3 clusters Score -358408.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -358443.250000 Penalty: 3979.356689 Iteration 14Q: 3 clusters Score -358443.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -358461.312500 Penalty: 3979.356689 Iteration 15Q: 3 clusters Score -358461.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -358474.750000 Penalty: 3979.356689 Iteration 16Q: 3 clusters Score -358474.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -358483.312500 Penalty: 3979.356689 Iteration 17Q: 3 clusters Score -358483.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -358490.375000 Penalty: 3979.356689 Iteration 18Q: 3 clusters Score -358490.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -358495.593750 Penalty: 3979.356689 Iteration 19Q: 3 clusters Score -358495.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -358499.437500 Penalty: 3979.356689 Iteration 20F: 3 clusters Score -358499.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -358500.687500 Penalty: 3979.356689 Iteration 21Q: 3 clusters Score -358500.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -358502.562500 Penalty: 3979.356689 Iteration 22Q: 3 clusters Score -358502.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -358502.812500 Penalty: 3979.356689 Iteration 23Q: 3 clusters Score -358502.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -358502.812500 Penalty: 3979.356689 Iteration 24F: 3 clusters Score -358502.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (4454 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Entering Unmasked Estep Score: -569538.375000 Penalty: 2083.586426 Iteration 0F: 2 clusters Score -569538.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -565332.687500 Penalty: 4167.172852 Iteration 0F: 3 clusters Score -565332.7 nChanged 1704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -566264.750000 Penalty: 4167.172852 Iteration 1F: 3 clusters Score -566264.8 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -566465.375000 Penalty: 4167.172852 Iteration 2F: 3 clusters Score -566465.4 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -566598.687500 Penalty: 4167.172852 Iteration 3Q: 3 clusters Score -566598.7 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -566704.625000 Penalty: 4167.172852 Iteration 4Q: 3 clusters Score -566704.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -566781.500000 Penalty: 4167.172852 Iteration 5Q: 3 clusters Score -566781.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -566840.937500 Penalty: 4167.172852 Iteration 6Q: 3 clusters Score -566840.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -566889.250000 Penalty: 4167.172852 Iteration 7Q: 3 clusters Score -566889.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -566926.500000 Penalty: 4167.172852 Iteration 8Q: 3 clusters Score -566926.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -566960.312500 Penalty: 4167.172852 Iteration 9Q: 3 clusters Score -566960.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -566989.500000 Penalty: 4167.172852 Iteration 10Q: 3 clusters Score -566989.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -567021.625000 Penalty: 4167.172852 Iteration 11Q: 3 clusters Score -567021.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -567051.125000 Penalty: 4167.172852 Iteration 12Q: 3 clusters Score -567051.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -567073.062500 Penalty: 4167.172852 Iteration 13Q: 3 clusters Score -567073.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -567099.937500 Penalty: 4167.172852 Iteration 14Q: 3 clusters Score -567099.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -567123.312500 Penalty: 4167.172852 Iteration 15Q: 3 clusters Score -567123.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -567155.187500 Penalty: 4167.172852 Iteration 16Q: 3 clusters Score -567155.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -567189.312500 Penalty: 4167.172852 Iteration 17Q: 3 clusters Score -567189.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -567223.312500 Penalty: 4167.172852 Iteration 18Q: 3 clusters Score -567223.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -567271.125000 Penalty: 4167.172852 Iteration 19Q: 3 clusters Score -567271.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -567320.875000 Penalty: 4167.172852 Iteration 20F: 3 clusters Score -567320.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -567359.000000 Penalty: 4167.172852 Iteration 21Q: 3 clusters Score -567359 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -567402.750000 Penalty: 4167.172852 Iteration 22Q: 3 clusters Score -567402.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -567445.125000 Penalty: 4167.172852 Iteration 23Q: 3 clusters Score -567445.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -567481.750000 Penalty: 4167.172852 Iteration 24Q: 3 clusters Score -567481.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -567517.937500 Penalty: 4167.172852 Iteration 25Q: 3 clusters Score -567517.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -567549.312500 Penalty: 4167.172852 Iteration 26Q: 3 clusters Score -567549.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -567570.937500 Penalty: 4167.172852 Iteration 27Q: 3 clusters Score -567570.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -567583.312500 Penalty: 4167.172852 Iteration 28Q: 3 clusters Score -567583.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -567592.562500 Penalty: 4167.172852 Iteration 29Q: 3 clusters Score -567592.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -567599.687500 Penalty: 4167.172852 Iteration 30Q: 3 clusters Score -567599.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -567606.375000 Penalty: 4167.172852 Iteration 31Q: 3 clusters Score -567606.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -567611.375000 Penalty: 4167.172852 Iteration 32Q: 3 clusters Score -567611.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3817 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -567617.250000 Penalty: 4167.172852 Iteration 33Q: 3 clusters Score -567617.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -567621.062500 Penalty: 4167.172852 Iteration 34Q: 3 clusters Score -567621.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -567625.562500 Penalty: 4167.172852 Iteration 35Q: 3 clusters Score -567625.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -567629.125000 Penalty: 4167.172852 Iteration 36Q: 3 clusters Score -567629.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -567631.937500 Penalty: 4167.172852 Iteration 37Q: 3 clusters Score -567631.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -567636.500000 Penalty: 4167.172852 Iteration 38Q: 3 clusters Score -567636.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -567641.750000 Penalty: 4167.172852 Iteration 39Q: 3 clusters Score -567641.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -567644.875000 Penalty: 4167.172852 Iteration 40F: 3 clusters Score -567644.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -567649.437500 Penalty: 4167.172852 Iteration 41Q: 3 clusters Score -567649.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -567651.500000 Penalty: 4167.172852 Iteration 42Q: 3 clusters Score -567651.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -567651.562500 Penalty: 4167.172852 Iteration 43Q: 3 clusters Score -567651.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -567651.562500 Penalty: 4167.172852 Iteration 44F: 3 clusters Score -567651.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Entering Unmasked Estep Score: -74018.500000 Penalty: 1591.349609 Iteration 0F: 2 clusters Score -74018.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -72436.507812 Penalty: 3182.699219 Iteration 0F: 3 clusters Score -72436.51 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -72644.289062 Penalty: 3182.699219 Iteration 1F: 3 clusters Score -72644.29 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -72686.945312 Penalty: 3182.699219 Iteration 2Q: 3 clusters Score -72686.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -72703.156250 Penalty: 3182.699219 Iteration 3Q: 3 clusters Score -72703.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -72712.218750 Penalty: 3182.699219 Iteration 4Q: 3 clusters Score -72712.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -72716.890625 Penalty: 3182.699219 Iteration 5Q: 3 clusters Score -72716.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -72724.320312 Penalty: 3182.699219 Iteration 6Q: 3 clusters Score -72724.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -72725.789062 Penalty: 3182.699219 Iteration 7Q: 3 clusters Score -72725.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -72725.789062 Penalty: 3182.699219 Iteration 8F: 3 clusters Score -72725.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (508 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Entering Unmasked Estep Score: -48929.343750 Penalty: 1545.159424 Iteration 0F: 2 clusters Score -48929.34 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 227 members Entering Unmasked Estep Score: -47590.640625 Penalty: 3090.318848 Iteration 0F: 3 clusters Score -47590.64 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -48122.863281 Penalty: 3090.318848 Iteration 1F: 3 clusters Score -48122.86 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -48535.714844 Penalty: 3090.318848 Iteration 2F: 3 clusters Score -48535.71 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -48955.585938 Penalty: 3090.318848 Iteration 3F: 3 clusters Score -48955.59 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -49248.746094 Penalty: 3090.318848 Iteration 4F: 3 clusters Score -49248.75 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -49430.464844 Penalty: 3090.318848 Iteration 5Q: 3 clusters Score -49430.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -49565.972656 Penalty: 3090.318848 Iteration 6Q: 3 clusters Score -49565.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -49595.171875 Penalty: 3090.318848 Iteration 7Q: 3 clusters Score -49595.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -49610.710938 Penalty: 3090.318848 Iteration 8Q: 3 clusters Score -49610.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -49627.011719 Penalty: 3090.318848 Iteration 9F: 3 clusters Score -49627.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -49672.531250 Penalty: 3090.318848 Iteration 10Q: 3 clusters Score -49672.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -49682.214844 Penalty: 3090.318848 Iteration 11Q: 3 clusters Score -49682.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -49682.214844 Penalty: 3090.318848 Iteration 12F: 3 clusters Score -49682.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5192 members Mstep: Class 2 contains 72051 members Mstep: Class 3 contains 55743 members Mstep: Class 4 contains 64589 members Mstep: Class 5 contains 191994 members Mstep: Class 6 contains 6965 members Mstep: Class 7 contains 13861 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3512 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7569 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2573 members Mstep: Class 16 contains 3079 members Mstep: Class 17 contains 3050 members Mstep: Class 18 contains 4454 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 149 members Mstep: Class 21 contains 10061 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 359 members Entering Unmasked Estep Score: -55435192.000000 Penalty: 77460.750000 Splitting cluster 20 changes total score from -55436240.000000 to -55435192.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 21 (10061 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10061 members Entering Unmasked Estep Score: -1293057.250000 Penalty: 2285.672607 Iteration 0F: 2 clusters Score -1293057 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -1285327.875000 Penalty: 4571.345215 Iteration 0F: 3 clusters Score -1285328 nChanged 4155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4950 members Mstep: Class 2 contains 5111 members Entering Unmasked Estep Score: -1287427.000000 Penalty: 4571.345215 Iteration 1F: 3 clusters Score -1287427 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -1287684.500000 Penalty: 4571.345215 Iteration 2F: 3 clusters Score -1287684 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 5139 members Entering Unmasked Estep Score: -1287881.500000 Penalty: 4571.345215 Iteration 3Q: 3 clusters Score -1287882 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4889 members Mstep: Class 2 contains 5172 members Entering Unmasked Estep Score: -1288057.500000 Penalty: 4571.345215 Iteration 4Q: 3 clusters Score -1288058 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4894 members Mstep: Class 2 contains 5167 members Entering Unmasked Estep Score: -1288190.250000 Penalty: 4571.345215 Iteration 5Q: 3 clusters Score -1288190 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 5173 members Entering Unmasked Estep Score: -1288265.000000 Penalty: 4571.345215 Iteration 6Q: 3 clusters Score -1288265 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 5160 members Entering Unmasked Estep Score: -1288315.500000 Penalty: 4571.345215 Iteration 7Q: 3 clusters Score -1288316 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4910 members Mstep: Class 2 contains 5151 members Entering Unmasked Estep Score: -1288357.750000 Penalty: 4571.345215 Iteration 8Q: 3 clusters Score -1288358 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -1288391.375000 Penalty: 4571.345215 Iteration 9Q: 3 clusters Score -1288391 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4936 members Mstep: Class 2 contains 5125 members Entering Unmasked Estep Score: -1288420.500000 Penalty: 4571.345215 Iteration 10Q: 3 clusters Score -1288420 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -1288432.625000 Penalty: 4571.345215 Iteration 11Q: 3 clusters Score -1288433 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 5114 members Entering Unmasked Estep Score: -1288446.375000 Penalty: 4571.345215 Iteration 12Q: 3 clusters Score -1288446 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4948 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -1288456.125000 Penalty: 4571.345215 Iteration 13Q: 3 clusters Score -1288456 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4951 members Mstep: Class 2 contains 5110 members Entering Unmasked Estep Score: -1288466.000000 Penalty: 4571.345215 Iteration 14Q: 3 clusters Score -1288466 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 5092 members Entering Unmasked Estep Score: -1288477.500000 Penalty: 4571.345215 Iteration 15Q: 3 clusters Score -1288478 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -1288487.750000 Penalty: 4571.345215 Iteration 16Q: 3 clusters Score -1288488 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 5081 members Entering Unmasked Estep Score: -1288499.000000 Penalty: 4571.345215 Iteration 17Q: 3 clusters Score -1288499 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 5077 members Entering Unmasked Estep Score: -1288511.250000 Penalty: 4571.345215 Iteration 18Q: 3 clusters Score -1288511 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4982 members Mstep: Class 2 contains 5079 members Entering Unmasked Estep Score: -1288531.250000 Penalty: 4571.345215 Iteration 19Q: 3 clusters Score -1288531 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 5077 members Entering Unmasked Estep Score: -1288545.625000 Penalty: 4571.345215 Iteration 20F: 3 clusters Score -1288546 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 5076 members Entering Unmasked Estep Score: -1288561.375000 Penalty: 4571.345215 Iteration 21Q: 3 clusters Score -1288561 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -1288575.000000 Penalty: 4571.345215 Iteration 22Q: 3 clusters Score -1288575 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -1288595.250000 Penalty: 4571.345215 Iteration 23Q: 3 clusters Score -1288595 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5032 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -1288613.375000 Penalty: 4571.345215 Iteration 24Q: 3 clusters Score -1288613 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 5034 members Entering Unmasked Estep Score: -1288628.875000 Penalty: 4571.345215 Iteration 25Q: 3 clusters Score -1288629 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 5034 members Entering Unmasked Estep Score: -1288637.750000 Penalty: 4571.345215 Iteration 26Q: 3 clusters Score -1288638 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5020 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -1288648.750000 Penalty: 4571.345215 Iteration 27Q: 3 clusters Score -1288649 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -1288660.000000 Penalty: 4571.345215 Iteration 28Q: 3 clusters Score -1288660 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5020 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -1288673.500000 Penalty: 4571.345215 Iteration 29Q: 3 clusters Score -1288674 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -1288683.500000 Penalty: 4571.345215 Iteration 30Q: 3 clusters Score -1288684 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -1288690.250000 Penalty: 4571.345215 Iteration 31Q: 3 clusters Score -1288690 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5020 members Mstep: Class 2 contains 5041 members Entering Unmasked Estep Score: -1288697.625000 Penalty: 4571.345215 Iteration 32Q: 3 clusters Score -1288698 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5032 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -1288704.625000 Penalty: 4571.345215 Iteration 33Q: 3 clusters Score -1288705 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -1288709.000000 Penalty: 4571.345215 Iteration 34Q: 3 clusters Score -1288709 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -1288708.875000 Penalty: 4571.345215 Iteration 35Q: 3 clusters Score -1288709 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 5031 members Entering Unmasked Estep Score: -1288717.375000 Penalty: 4571.345215 Iteration 36Q: 3 clusters Score -1288717 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 5028 members Entering Unmasked Estep Score: -1288723.375000 Penalty: 4571.345215 Iteration 37Q: 3 clusters Score -1288723 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 5025 members Entering Unmasked Estep Score: -1288727.875000 Penalty: 4571.345215 Iteration 38Q: 3 clusters Score -1288728 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5043 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -1288732.625000 Penalty: 4571.345215 Iteration 39Q: 3 clusters Score -1288733 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5055 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -1288732.250000 Penalty: 4571.345215 Iteration 40F: 3 clusters Score -1288732 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5056 members Mstep: Class 2 contains 5005 members Entering Unmasked Estep Score: -1288733.625000 Penalty: 4571.345215 Iteration 41Q: 3 clusters Score -1288734 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5061 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -1288738.125000 Penalty: 4571.345215 Iteration 42Q: 3 clusters Score -1288738 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5068 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -1288739.750000 Penalty: 4571.345215 Iteration 43Q: 3 clusters Score -1288740 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -1288745.000000 Penalty: 4571.345215 Iteration 44Q: 3 clusters Score -1288745 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5068 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -1288752.500000 Penalty: 4571.345215 Iteration 45Q: 3 clusters Score -1288752 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 4996 members Entering Unmasked Estep Score: -1288753.750000 Penalty: 4571.345215 Iteration 46Q: 3 clusters Score -1288754 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5057 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -1288757.125000 Penalty: 4571.345215 Iteration 47Q: 3 clusters Score -1288757 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5053 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -1288764.000000 Penalty: 4571.345215 Iteration 48Q: 3 clusters Score -1288764 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5045 members Mstep: Class 2 contains 5016 members Entering Unmasked Estep Score: -1288762.250000 Penalty: 4571.345215 Iteration 49Q: 3 clusters Score -1288762 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5042 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -1288764.000000 Penalty: 4571.345215 Iteration 50Q: 3 clusters Score -1288764 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -1288769.875000 Penalty: 4571.345215 Iteration 51Q: 3 clusters Score -1288770 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5040 members Mstep: Class 2 contains 5021 members Entering Unmasked Estep Score: -1288775.875000 Penalty: 4571.345215 Iteration 52Q: 3 clusters Score -1288776 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5040 members Mstep: Class 2 contains 5021 members Entering Unmasked Estep Score: -1288780.875000 Penalty: 4571.345215 Iteration 53Q: 3 clusters Score -1288781 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5043 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -1288783.750000 Penalty: 4571.345215 Iteration 54Q: 3 clusters Score -1288784 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5043 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -1288790.125000 Penalty: 4571.345215 Iteration 55Q: 3 clusters Score -1288790 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5060 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -1288800.375000 Penalty: 4571.345215 Iteration 56Q: 3 clusters Score -1288800 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5069 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -1288801.125000 Penalty: 4571.345215 Iteration 57Q: 3 clusters Score -1288801 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5070 members Mstep: Class 2 contains 4991 members Entering Unmasked Estep Score: -1288811.000000 Penalty: 4571.345215 Iteration 58Q: 3 clusters Score -1288811 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -1288816.750000 Penalty: 4571.345215 Iteration 59Q: 3 clusters Score -1288817 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5068 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -1288824.750000 Penalty: 4571.345215 Iteration 60F: 3 clusters Score -1288825 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 4987 members Entering Unmasked Estep Score: -1288832.750000 Penalty: 4571.345215 Iteration 61Q: 3 clusters Score -1288833 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -1288842.875000 Penalty: 4571.345215 Iteration 62Q: 3 clusters Score -1288843 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5088 members Mstep: Class 2 contains 4973 members Entering Unmasked Estep Score: -1288848.875000 Penalty: 4571.345215 Iteration 63Q: 3 clusters Score -1288849 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -1288858.125000 Penalty: 4571.345215 Iteration 64Q: 3 clusters Score -1288858 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5104 members Mstep: Class 2 contains 4957 members Entering Unmasked Estep Score: -1288863.750000 Penalty: 4571.345215 Iteration 65Q: 3 clusters Score -1288864 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 4948 members Entering Unmasked Estep Score: -1288870.625000 Penalty: 4571.345215 Iteration 66Q: 3 clusters Score -1288871 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -1288881.375000 Penalty: 4571.345215 Iteration 67Q: 3 clusters Score -1288881 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5144 members Mstep: Class 2 contains 4917 members Entering Unmasked Estep Score: -1288886.625000 Penalty: 4571.345215 Iteration 68Q: 3 clusters Score -1288887 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5154 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -1288903.875000 Penalty: 4571.345215 Iteration 69Q: 3 clusters Score -1288904 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -1288913.250000 Penalty: 4571.345215 Iteration 70Q: 3 clusters Score -1288913 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5191 members Mstep: Class 2 contains 4870 members Entering Unmasked Estep Score: -1288921.750000 Penalty: 4571.345215 Iteration 71Q: 3 clusters Score -1288922 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5211 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -1288935.375000 Penalty: 4571.345215 Iteration 72Q: 3 clusters Score -1288935 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -1288949.000000 Penalty: 4571.345215 Iteration 73Q: 3 clusters Score -1288949 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Mstep: Class 2 contains 4841 members Entering Unmasked Estep Score: -1288961.750000 Penalty: 4571.345215 Iteration 74Q: 3 clusters Score -1288962 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -1288978.125000 Penalty: 4571.345215 Iteration 75Q: 3 clusters Score -1288978 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -1289006.375000 Penalty: 4571.345215 Iteration 76Q: 3 clusters Score -1289006 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 4830 members Entering Unmasked Estep Score: -1289040.000000 Penalty: 4571.345215 Iteration 77Q: 3 clusters Score -1289040 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5232 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -1289088.375000 Penalty: 4571.345215 Iteration 78Q: 3 clusters Score -1289088 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -1289152.500000 Penalty: 4571.345215 Iteration 79Q: 3 clusters Score -1289152 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5245 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -1289227.000000 Penalty: 4571.345215 Iteration 80F: 3 clusters Score -1289227 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5268 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -1289313.875000 Penalty: 4571.345215 Iteration 81Q: 3 clusters Score -1289314 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5314 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -1289424.125000 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-1289773.500000 Penalty: 4571.345215 Iteration 86Q: 3 clusters Score -1289774 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 4667 members Entering Unmasked Estep Score: -1289807.250000 Penalty: 4571.345215 Iteration 87Q: 3 clusters Score -1289807 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -1289831.375000 Penalty: 4571.345215 Iteration 88Q: 3 clusters Score -1289831 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5414 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -1289847.625000 Penalty: 4571.345215 Iteration 89Q: 3 clusters Score -1289848 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5430 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -1289861.875000 Penalty: 4571.345215 Iteration 90Q: 3 clusters Score -1289862 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 4626 members Entering Unmasked Estep Score: -1289872.000000 Penalty: 4571.345215 Iteration 91Q: 3 clusters Score -1289872 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -1289882.750000 Penalty: 4571.345215 Iteration 92Q: 3 clusters Score -1289883 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5434 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -1289889.000000 Penalty: 4571.345215 Iteration 93Q: 3 clusters Score -1289889 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -1289899.500000 Penalty: 4571.345215 Iteration 94Q: 3 clusters Score -1289900 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5425 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -1289901.250000 Penalty: 4571.345215 Iteration 95Q: 3 clusters Score -1289901 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5421 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -1289908.250000 Penalty: 4571.345215 Iteration 96Q: 3 clusters Score -1289908 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5408 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -1289912.750000 Penalty: 4571.345215 Iteration 97Q: 3 clusters Score -1289913 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5399 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -1289916.250000 Penalty: 4571.345215 Iteration 98Q: 3 clusters Score -1289916 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -1289926.625000 Penalty: 4571.345215 Iteration 99Q: 3 clusters Score -1289927 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -1289930.125000 Penalty: 4571.345215 Iteration 100F: 3 clusters Score -1289930 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5391 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -1289938.000000 Penalty: 4571.345215 Iteration 101Q: 3 clusters Score -1289938 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5382 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -1289936.625000 Penalty: 4571.345215 Iteration 102Q: 3 clusters Score -1289937 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -1289938.625000 Penalty: 4571.345215 Iteration 103Q: 3 clusters Score -1289939 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5378 members Mstep: Class 2 contains 4683 members Entering Unmasked Estep Score: -1289943.000000 Penalty: 4571.345215 Iteration 104Q: 3 clusters Score -1289943 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5378 members Mstep: Class 2 contains 4683 members Entering Unmasked Estep Score: -1289945.625000 Penalty: 4571.345215 Iteration 105Q: 3 clusters Score -1289946 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5382 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -1289953.250000 Penalty: 4571.345215 Iteration 106Q: 3 clusters Score -1289953 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5384 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -1289953.750000 Penalty: 4571.345215 Iteration 107Q: 3 clusters Score -1289954 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5393 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -1289958.250000 Penalty: 4571.345215 Iteration 108Q: 3 clusters Score -1289958 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -1289954.000000 Penalty: 4571.345215 Iteration 109Q: 3 clusters Score -1289954 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -1289956.250000 Penalty: 4571.345215 Iteration 110Q: 3 clusters Score -1289956 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5403 members Mstep: Class 2 contains 4658 members Entering Unmasked Estep Score: -1289957.375000 Penalty: 4571.345215 Iteration 111Q: 3 clusters Score -1289957 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -1289962.250000 Penalty: 4571.345215 Iteration 112Q: 3 clusters Score -1289962 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -1289967.250000 Penalty: 4571.345215 Iteration 113Q: 3 clusters Score -1289967 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5427 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -1289965.750000 Penalty: 4571.345215 Iteration 114Q: 3 clusters Score -1289966 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5434 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -1289969.750000 Penalty: 4571.345215 Iteration 115Q: 3 clusters Score -1289970 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -1289969.750000 Penalty: 4571.345215 Iteration 116Q: 3 clusters Score -1289970 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5446 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -1289973.625000 Penalty: 4571.345215 Iteration 117Q: 3 clusters Score -1289974 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5457 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -1289975.500000 Penalty: 4571.345215 Iteration 118Q: 3 clusters Score -1289976 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -1289981.000000 Penalty: 4571.345215 Iteration 119Q: 3 clusters Score -1289981 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5473 members Mstep: Class 2 contains 4588 members Entering Unmasked Estep Score: -1289984.625000 Penalty: 4571.345215 Iteration 120F: 3 clusters Score -1289985 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5479 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -1289986.375000 Penalty: 4571.345215 Iteration 121Q: 3 clusters Score -1289986 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5479 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -1289987.750000 Penalty: 4571.345215 Iteration 122Q: 3 clusters Score -1289988 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5481 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -1289990.000000 Penalty: 4571.345215 Iteration 123Q: 3 clusters Score -1289990 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5483 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -1289994.750000 Penalty: 4571.345215 Iteration 124Q: 3 clusters Score -1289995 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5481 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -1289994.875000 Penalty: 4571.345215 Iteration 125Q: 3 clusters Score -1289995 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5483 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -1289997.250000 Penalty: 4571.345215 Iteration 126Q: 3 clusters Score -1289997 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5490 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -1290001.500000 Penalty: 4571.345215 Iteration 127Q: 3 clusters Score -1290002 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5493 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -1289998.250000 Penalty: 4571.345215 Iteration 128Q: 3 clusters Score -1289998 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5494 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -1290000.625000 Penalty: 4571.345215 Iteration 129Q: 3 clusters Score -1290001 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5495 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -1289998.500000 Penalty: 4571.345215 Iteration 130Q: 3 clusters Score -1289998 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -1290004.250000 Penalty: 4571.345215 Iteration 131Q: 3 clusters Score -1290004 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5498 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -1290004.625000 Penalty: 4571.345215 Iteration 132Q: 3 clusters Score -1290005 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5498 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -1290007.625000 Penalty: 4571.345215 Iteration 133Q: 3 clusters Score -1290008 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5498 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -1290012.000000 Penalty: 4571.345215 Iteration 134Q: 3 clusters Score -1290012 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -1290009.000000 Penalty: 4571.345215 Iteration 135Q: 3 clusters Score -1290009 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -1290008.750000 Penalty: 4571.345215 Iteration 136Q: 3 clusters Score -1290009 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5503 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -1290012.625000 Penalty: 4571.345215 Iteration 137Q: 3 clusters Score -1290013 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5505 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -1290009.250000 Penalty: 4571.345215 Iteration 138Q: 3 clusters Score -1290009 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5505 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -1290009.500000 Penalty: 4571.345215 Iteration 139Q: 3 clusters Score -1290010 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5507 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -1290009.875000 Penalty: 4571.345215 Iteration 140F: 3 clusters Score -1290010 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5511 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: 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Entering Unmasked Estep Score: -1290013.375000 Penalty: 4571.345215 Iteration 149Q: 3 clusters Score -1290013 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5523 members Mstep: Class 2 contains 4538 members Entering Unmasked Estep Score: -1290013.500000 Penalty: 4571.345215 Iteration 150Q: 3 clusters Score -1290014 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5529 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -1290014.125000 Penalty: 4571.345215 Iteration 151Q: 3 clusters Score -1290014 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5533 members Mstep: Class 2 contains 4528 members Entering Unmasked Estep Score: -1290018.375000 Penalty: 4571.345215 Iteration 152Q: 3 clusters Score -1290018 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -1290021.250000 Penalty: 4571.345215 Iteration 153Q: 3 clusters Score -1290021 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5551 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -1290025.875000 Penalty: 4571.345215 Iteration 154Q: 3 clusters Score -1290026 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5555 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -1290030.000000 Penalty: 4571.345215 Iteration 155Q: 3 clusters Score -1290030 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5559 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -1290030.875000 Penalty: 4571.345215 Iteration 156Q: 3 clusters Score -1290031 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -1290032.000000 Penalty: 4571.345215 Iteration 157Q: 3 clusters Score -1290032 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5576 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -1290034.125000 Penalty: 4571.345215 Iteration 158Q: 3 clusters Score -1290034 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5586 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -1290035.750000 Penalty: 4571.345215 Iteration 159Q: 3 clusters Score -1290036 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -1290035.625000 Penalty: 4571.345215 Iteration 160F: 3 clusters Score -1290036 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5608 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -1290041.750000 Penalty: 4571.345215 Iteration 161Q: 3 clusters Score -1290042 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5606 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -1290042.375000 Penalty: 4571.345215 Iteration 162Q: 3 clusters Score -1290042 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5605 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -1290042.750000 Penalty: 4571.345215 Iteration 163Q: 3 clusters Score -1290043 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5606 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -1290044.375000 Penalty: 4571.345215 Iteration 164Q: 3 clusters Score -1290044 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5607 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -1290043.125000 Penalty: 4571.345215 Iteration 165Q: 3 clusters Score -1290043 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5607 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -1290043.125000 Penalty: 4571.345215 Iteration 166F: 3 clusters Score -1290043 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Entering Unmasked Estep Score: -63150.089844 Penalty: 1580.583252 Iteration 0F: 2 clusters Score -63150.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -61570.117188 Penalty: 3161.166504 Iteration 0F: 3 clusters Score -61570.12 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -61789.265625 Penalty: 3161.166504 Iteration 1F: 3 clusters Score -61789.27 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -61858.160156 Penalty: 3161.166504 Iteration 2Q: 3 clusters Score -61858.16 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -61907.808594 Penalty: 3161.166504 Iteration 3Q: 3 clusters Score -61907.81 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -61952.710938 Penalty: 3161.166504 Iteration 4Q: 3 clusters Score -61952.71 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -61980.722656 Penalty: 3161.166504 Iteration 5Q: 3 clusters Score -61980.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -62001.371094 Penalty: 3161.166504 Iteration 6Q: 3 clusters Score -62001.37 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -62026.816406 Penalty: 3161.166504 Iteration 7Q: 3 clusters Score -62026.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -62042.921875 Penalty: 3161.166504 Iteration 8Q: 3 clusters Score -62042.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -62049.761719 Penalty: 3161.166504 Iteration 9Q: 3 clusters Score -62049.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -62050.437500 Penalty: 3161.166504 Iteration 10Q: 3 clusters Score -62050.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -62050.437500 Penalty: 3161.166504 Iteration 11F: 3 clusters Score -62050.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Entering Unmasked Estep Score: -36979.242188 Penalty: 1444.848022 Iteration 0F: 2 clusters Score -36979.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -35657.003906 Penalty: 2889.696045 Iteration 0F: 3 clusters Score -35657 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -35798.820312 Penalty: 2889.696045 Iteration 1F: 3 clusters Score -35798.82 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -35827.781250 Penalty: 2889.696045 Iteration 2Q: 3 clusters Score -35827.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -35836.054688 Penalty: 2889.696045 Iteration 3Q: 3 clusters Score -35836.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -35836.054688 Penalty: 2889.696045 Iteration 4F: 3 clusters Score -35836.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5192 members Mstep: Class 2 contains 72051 members Mstep: Class 3 contains 55743 members Mstep: Class 4 contains 64589 members Mstep: Class 5 contains 191994 members Mstep: Class 6 contains 6965 members Mstep: Class 7 contains 13861 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3512 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7569 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2573 members Mstep: Class 16 contains 3079 members Mstep: Class 17 contains 3050 members Mstep: Class 18 contains 4454 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 508 members Mstep: Class 21 contains 10061 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436156.000000 Penalty: 74233.218750 Iteration 199Q: 24 clusters Score -5.543616e+07 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 5188 members Mstep: Class 2 contains 71711 members Mstep: Class 3 contains 55728 members Mstep: Class 4 contains 64587 members Mstep: Class 5 contains 192381 members Mstep: Class 6 contains 6967 members Mstep: Class 7 contains 13866 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3512 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7565 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2564 members Mstep: Class 16 contains 3082 members Mstep: Class 17 contains 3050 members Mstep: Class 18 contains 4440 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 508 members Mstep: Class 21 contains 10052 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436228.000000 Penalty: 74233.218750 Iteration 200F: 24 clusters Score -5.543623e+07 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5186 members Mstep: Class 2 contains 71384 members Mstep: Class 3 contains 55713 members Mstep: Class 4 contains 64587 members Mstep: Class 5 contains 192756 members Mstep: Class 6 contains 6969 members Mstep: Class 7 contains 13866 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3513 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7561 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2559 members Mstep: Class 16 contains 3082 members Mstep: Class 17 contains 3048 members Mstep: Class 18 contains 4427 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 10042 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436316.000000 Penalty: 74233.218750 Iteration 201Q: 24 clusters Score -5.543632e+07 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5177 members Mstep: Class 2 contains 71036 members Mstep: Class 3 contains 55686 members Mstep: Class 4 contains 64591 members Mstep: Class 5 contains 193171 members Mstep: Class 6 contains 6973 members Mstep: Class 7 contains 13863 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3513 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7561 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2552 members Mstep: Class 16 contains 3082 members Mstep: Class 17 contains 3048 members Mstep: Class 18 contains 4408 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 10032 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436272.000000 Penalty: 74233.218750 Iteration 202Q: 24 clusters Score -5.543627e+07 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5163 members Mstep: Class 2 contains 70664 members Mstep: Class 3 contains 55665 members Mstep: Class 4 contains 64593 members Mstep: Class 5 contains 193595 members Mstep: Class 6 contains 6979 members Mstep: Class 7 contains 13865 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3512 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7566 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2546 members Mstep: Class 16 contains 3080 members Mstep: Class 17 contains 3045 members Mstep: Class 18 contains 4394 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 10026 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436436.000000 Penalty: 74233.218750 Iteration 203Q: 24 clusters Score -5.543644e+07 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5156 members Mstep: Class 2 contains 70292 members Mstep: Class 3 contains 55637 members Mstep: Class 4 contains 64597 members Mstep: Class 5 contains 194024 members Mstep: Class 6 contains 6985 members Mstep: Class 7 contains 13868 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3512 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7567 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2534 members Mstep: Class 16 contains 3079 members Mstep: Class 17 contains 3045 members Mstep: Class 18 contains 4378 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 10019 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436512.000000 Penalty: 74233.218750 Iteration 204Q: 24 clusters Score -5.543651e+07 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5150 members Mstep: Class 2 contains 69896 members Mstep: Class 3 contains 55611 members Mstep: Class 4 contains 64606 members Mstep: Class 5 contains 194480 members Mstep: Class 6 contains 6989 members Mstep: Class 7 contains 13863 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3512 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7562 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2526 members Mstep: Class 16 contains 3078 members Mstep: Class 17 contains 3045 members Mstep: Class 18 contains 4365 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 10010 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436456.000000 Penalty: 74233.218750 Iteration 205Q: 24 clusters Score -5.543646e+07 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 69548 members Mstep: Class 3 contains 55593 members Mstep: Class 4 contains 64613 members Mstep: Class 5 contains 194877 members Mstep: Class 6 contains 6997 members Mstep: Class 7 contains 13851 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3512 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7560 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2521 members Mstep: Class 16 contains 3077 members Mstep: Class 17 contains 3045 members Mstep: Class 18 contains 4355 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9999 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436364.000000 Penalty: 74233.218750 Iteration 206Q: 24 clusters Score -5.543636e+07 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 69185 members Mstep: Class 3 contains 55573 members Mstep: Class 4 contains 64617 members Mstep: Class 5 contains 195274 members Mstep: Class 6 contains 7007 members Mstep: Class 7 contains 13849 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3511 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7555 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2515 members Mstep: Class 16 contains 3076 members Mstep: Class 17 contains 3044 members Mstep: Class 18 contains 4351 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9996 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436332.000000 Penalty: 74233.218750 Iteration 207Q: 24 clusters Score -5.543633e+07 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 68778 members Mstep: Class 3 contains 55546 members Mstep: Class 4 contains 64620 members Mstep: Class 5 contains 195711 members Mstep: Class 6 contains 7017 members Mstep: Class 7 contains 13854 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3511 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7548 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2512 members Mstep: Class 16 contains 3075 members Mstep: Class 17 contains 3045 members Mstep: Class 18 contains 4345 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9993 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436276.000000 Penalty: 74233.218750 Iteration 208Q: 24 clusters Score -5.543628e+07 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 68355 members Mstep: Class 3 contains 55526 members Mstep: Class 4 contains 64627 members Mstep: Class 5 contains 196162 members Mstep: Class 6 contains 7024 members Mstep: Class 7 contains 13856 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3510 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7541 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2508 members Mstep: Class 16 contains 3074 members Mstep: Class 17 contains 3045 members Mstep: Class 18 contains 4343 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9988 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436300.000000 Penalty: 74233.218750 Iteration 209Q: 24 clusters Score -5.54363e+07 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5132 members Mstep: Class 2 contains 67931 members Mstep: Class 3 contains 55500 members Mstep: Class 4 contains 64636 members Mstep: Class 5 contains 196623 members Mstep: Class 6 contains 7034 members Mstep: Class 7 contains 13854 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3509 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7537 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2503 members Mstep: Class 16 contains 3074 members Mstep: Class 17 contains 3045 members Mstep: Class 18 contains 4337 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9978 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436200.000000 Penalty: 74233.218750 Iteration 210Q: 24 clusters Score -5.54362e+07 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5123 members Mstep: Class 2 contains 67542 members Mstep: Class 3 contains 55488 members Mstep: Class 4 contains 64642 members Mstep: Class 5 contains 197045 members Mstep: Class 6 contains 7043 members Mstep: Class 7 contains 13851 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3507 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7535 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2498 members Mstep: Class 16 contains 3073 members Mstep: Class 17 contains 3045 members Mstep: Class 18 contains 4333 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9968 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436072.000000 Penalty: 74233.218750 Iteration 211Q: 24 clusters Score -5.543607e+07 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5116 members Mstep: Class 2 contains 67130 members Mstep: Class 3 contains 55473 members Mstep: Class 4 contains 64650 members Mstep: Class 5 contains 197485 members Mstep: Class 6 contains 7058 members Mstep: Class 7 contains 13849 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3506 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7536 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2490 members Mstep: Class 16 contains 3072 members Mstep: Class 17 contains 3045 members Mstep: Class 18 contains 4326 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9957 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55435856.000000 Penalty: 74233.218750 Iteration 212Q: 24 clusters Score -5.543586e+07 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5106 members Mstep: Class 2 contains 66731 members Mstep: Class 3 contains 55453 members Mstep: Class 4 contains 64651 members Mstep: Class 5 contains 197917 members Mstep: Class 6 contains 7066 members Mstep: Class 7 contains 13849 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3506 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7539 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2483 members Mstep: Class 16 contains 3071 members Mstep: Class 17 contains 3046 members Mstep: Class 18 contains 4317 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9958 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55435952.000000 Penalty: 74233.218750 Iteration 213Q: 24 clusters Score -5.543595e+07 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5094 members Mstep: Class 2 contains 66349 members Mstep: Class 3 contains 55433 members Mstep: Class 4 contains 64657 members Mstep: Class 5 contains 198333 members Mstep: Class 6 contains 7074 members Mstep: Class 7 contains 13850 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3505 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7545 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2475 members Mstep: Class 16 contains 3072 members Mstep: Class 17 contains 3046 members Mstep: Class 18 contains 4309 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9951 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55435940.000000 Penalty: 74233.218750 Iteration 214Q: 24 clusters Score -5.543594e+07 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 65949 members Mstep: Class 3 contains 55417 members Mstep: Class 4 contains 64658 members Mstep: Class 5 contains 198774 members Mstep: Class 6 contains 7082 members Mstep: Class 7 contains 13848 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3505 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7548 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2463 members Mstep: Class 16 contains 3072 members Mstep: Class 17 contains 3049 members Mstep: Class 18 contains 4302 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9943 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55435900.000000 Penalty: 74233.218750 Iteration 215Q: 24 clusters Score -5.54359e+07 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 65556 members Mstep: Class 3 contains 55392 members Mstep: Class 4 contains 64664 members Mstep: Class 5 contains 199217 members Mstep: Class 6 contains 7091 members Mstep: Class 7 contains 13837 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3505 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7552 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2445 members Mstep: Class 16 contains 3073 members Mstep: Class 17 contains 3053 members Mstep: Class 18 contains 4292 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9942 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55435912.000000 Penalty: 74233.218750 Iteration 216Q: 24 clusters Score -5.543591e+07 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 65164 members Mstep: Class 3 contains 55370 members Mstep: Class 4 contains 64668 members Mstep: Class 5 contains 199671 members Mstep: Class 6 contains 7101 members Mstep: Class 7 contains 13833 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3505 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7550 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2424 members Mstep: Class 16 contains 3073 members Mstep: Class 17 contains 3053 members Mstep: Class 18 contains 4278 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9937 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436012.000000 Penalty: 74233.218750 Iteration 217Q: 24 clusters Score -5.543601e+07 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 64775 members Mstep: Class 3 contains 55350 members Mstep: Class 4 contains 64671 members Mstep: Class 5 contains 200114 members Mstep: Class 6 contains 7108 members Mstep: Class 7 contains 13826 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3504 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7548 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2405 members Mstep: Class 16 contains 3072 members Mstep: Class 17 contains 3051 members Mstep: Class 18 contains 4272 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9932 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436160.000000 Penalty: 74233.218750 Iteration 218Q: 24 clusters Score -5.543616e+07 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 64373 members Mstep: Class 3 contains 55321 members Mstep: Class 4 contains 64676 members Mstep: Class 5 contains 200577 members Mstep: Class 6 contains 7111 members Mstep: Class 7 contains 13820 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3503 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7543 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2391 members Mstep: Class 16 contains 3071 members Mstep: Class 17 contains 3051 members Mstep: Class 18 contains 4268 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9923 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436132.000000 Penalty: 74233.218750 Iteration 219Q: 24 clusters Score -5.543613e+07 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 63979 members Mstep: Class 3 contains 55288 members Mstep: Class 4 contains 64683 members Mstep: Class 5 contains 201026 members Mstep: Class 6 contains 7117 members Mstep: Class 7 contains 13815 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3502 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7545 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2373 members Mstep: Class 16 contains 3072 members Mstep: Class 17 contains 3050 members Mstep: Class 18 contains 4262 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9917 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55435936.000000 Penalty: 74233.218750 Iteration 220F: 24 clusters Score -5.543594e+07 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5060 members Mstep: Class 2 contains 63590 members Mstep: Class 3 contains 55260 members Mstep: Class 4 contains 64691 members Mstep: Class 5 contains 201464 members Mstep: Class 6 contains 7122 members Mstep: Class 7 contains 13813 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3502 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7547 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2358 members Mstep: Class 16 contains 3074 members Mstep: Class 17 contains 3051 members Mstep: Class 18 contains 4256 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9905 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436012.000000 Penalty: 74233.218750 Iteration 221Q: 24 clusters Score -5.543601e+07 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5054 members Mstep: Class 2 contains 63210 members Mstep: Class 3 contains 55233 members Mstep: Class 4 contains 64702 members Mstep: Class 5 contains 201901 members Mstep: Class 6 contains 7126 members Mstep: Class 7 contains 13813 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3501 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7550 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2343 members Mstep: Class 16 contains 3073 members Mstep: Class 17 contains 3049 members Mstep: Class 18 contains 4243 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9895 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55435980.000000 Penalty: 74233.218750 Iteration 222Q: 24 clusters Score -5.543598e+07 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5051 members Mstep: Class 2 contains 62793 members Mstep: Class 3 contains 55211 members Mstep: Class 4 contains 64709 members Mstep: Class 5 contains 202362 members Mstep: Class 6 contains 7131 members Mstep: Class 7 contains 13814 members Mstep: Class 8 contains 247 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3500 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7553 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2332 members Mstep: Class 16 contains 3073 members Mstep: Class 17 contains 3049 members Mstep: Class 18 contains 4238 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9877 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436108.000000 Penalty: 74233.218750 Iteration 223Q: 24 clusters Score -5.543611e+07 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5050 members Mstep: Class 2 contains 62381 members Mstep: Class 3 contains 55193 members Mstep: Class 4 contains 64708 members Mstep: Class 5 contains 202818 members Mstep: Class 6 contains 7136 members Mstep: Class 7 contains 13806 members Mstep: Class 8 contains 248 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3500 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7553 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2325 members Mstep: Class 16 contains 3075 members Mstep: Class 17 contains 3053 members Mstep: Class 18 contains 4231 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9863 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436128.000000 Penalty: 74233.218750 Iteration 224Q: 24 clusters Score -5.543613e+07 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5051 members Mstep: Class 2 contains 61929 members Mstep: Class 3 contains 55173 members Mstep: Class 4 contains 64711 members Mstep: Class 5 contains 203305 members Mstep: Class 6 contains 7142 members Mstep: Class 7 contains 13810 members Mstep: Class 8 contains 248 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3500 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7553 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2309 members Mstep: Class 16 contains 3074 members Mstep: Class 17 contains 3055 members Mstep: Class 18 contains 4227 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9853 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436100.000000 Penalty: 74233.218750 Iteration 225Q: 24 clusters Score -5.54361e+07 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5051 members Mstep: Class 2 contains 61488 members Mstep: Class 3 contains 55151 members Mstep: Class 4 contains 64714 members Mstep: Class 5 contains 203788 members Mstep: Class 6 contains 7150 members Mstep: Class 7 contains 13806 members Mstep: Class 8 contains 248 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3500 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7554 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2298 members Mstep: Class 16 contains 3071 members Mstep: Class 17 contains 3055 members Mstep: Class 18 contains 4223 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9843 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436044.000000 Penalty: 74233.218750 Iteration 226Q: 24 clusters Score -5.543604e+07 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5050 members Mstep: Class 2 contains 61058 members Mstep: Class 3 contains 55135 members Mstep: Class 4 contains 64721 members Mstep: Class 5 contains 204232 members Mstep: Class 6 contains 7162 members Mstep: Class 7 contains 13809 members Mstep: Class 8 contains 248 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3500 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7554 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2289 members Mstep: Class 16 contains 3069 members Mstep: Class 17 contains 3056 members Mstep: Class 18 contains 4217 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9840 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436156.000000 Penalty: 74233.218750 Iteration 227Q: 24 clusters Score -5.543616e+07 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5048 members Mstep: Class 2 contains 60649 members Mstep: Class 3 contains 55109 members Mstep: Class 4 contains 64727 members Mstep: Class 5 contains 204676 members Mstep: Class 6 contains 7179 members Mstep: Class 7 contains 13803 members Mstep: Class 8 contains 248 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3500 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7555 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2284 members Mstep: Class 16 contains 3068 members Mstep: Class 17 contains 3057 members Mstep: Class 18 contains 4207 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9830 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436084.000000 Penalty: 74233.218750 Iteration 228Q: 24 clusters Score -5.543608e+07 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5048 members Mstep: Class 2 contains 60201 members Mstep: Class 3 contains 55093 members Mstep: Class 4 contains 64735 members Mstep: Class 5 contains 205148 members Mstep: Class 6 contains 7183 members Mstep: Class 7 contains 13807 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3500 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7556 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2281 members Mstep: Class 16 contains 3064 members Mstep: Class 17 contains 3057 members Mstep: Class 18 contains 4196 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9822 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436144.000000 Penalty: 74233.218750 Iteration 229Q: 24 clusters Score -5.543614e+07 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5047 members Mstep: Class 2 contains 59711 members Mstep: Class 3 contains 55077 members Mstep: Class 4 contains 64739 members Mstep: Class 5 contains 205659 members Mstep: Class 6 contains 7192 members Mstep: Class 7 contains 13815 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3501 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7559 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2279 members Mstep: Class 16 contains 3060 members Mstep: Class 17 contains 3059 members Mstep: Class 18 contains 4184 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9809 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436080.000000 Penalty: 74233.218750 Iteration 230Q: 24 clusters Score -5.543608e+07 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5047 members Mstep: Class 2 contains 59212 members Mstep: Class 3 contains 55058 members Mstep: Class 4 contains 64738 members Mstep: Class 5 contains 206205 members Mstep: Class 6 contains 7201 members Mstep: Class 7 contains 13829 members Mstep: Class 8 contains 249 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3502 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7561 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2270 members Mstep: Class 16 contains 3060 members Mstep: Class 17 contains 3058 members Mstep: Class 18 contains 4173 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9777 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436092.000000 Penalty: 74233.218750 Iteration 231Q: 24 clusters Score -5.543609e+07 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5047 members Mstep: Class 2 contains 58745 members Mstep: Class 3 contains 55035 members Mstep: Class 4 contains 64746 members Mstep: Class 5 contains 206708 members Mstep: Class 6 contains 7210 members Mstep: Class 7 contains 13835 members Mstep: Class 8 contains 250 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3502 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7565 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2261 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3062 members Mstep: Class 18 contains 4157 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9756 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436252.000000 Penalty: 74233.218750 Iteration 232Q: 24 clusters Score -5.543625e+07 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5047 members Mstep: Class 2 contains 58267 members Mstep: Class 3 contains 55008 members Mstep: Class 4 contains 64751 members Mstep: Class 5 contains 207221 members Mstep: Class 6 contains 7222 members Mstep: Class 7 contains 13849 members Mstep: Class 8 contains 250 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3502 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7568 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2254 members Mstep: Class 16 contains 3059 members Mstep: Class 17 contains 3064 members Mstep: Class 18 contains 4144 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9734 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436380.000000 Penalty: 74233.218750 Iteration 233Q: 24 clusters Score -5.543638e+07 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5044 members Mstep: Class 2 contains 57827 members Mstep: Class 3 contains 54974 members Mstep: Class 4 contains 64753 members Mstep: Class 5 contains 207716 members Mstep: Class 6 contains 7231 members Mstep: Class 7 contains 13853 members Mstep: Class 8 contains 250 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3502 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7570 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2245 members Mstep: Class 16 contains 3058 members Mstep: Class 17 contains 3067 members Mstep: Class 18 contains 4138 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9712 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436492.000000 Penalty: 74233.218750 Iteration 234Q: 24 clusters Score -5.543649e+07 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5042 members Mstep: Class 2 contains 57378 members Mstep: Class 3 contains 54957 members Mstep: Class 4 contains 64756 members Mstep: Class 5 contains 208220 members Mstep: Class 6 contains 7240 members Mstep: Class 7 contains 13850 members Mstep: Class 8 contains 250 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3502 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7576 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2234 members Mstep: Class 16 contains 3057 members Mstep: Class 17 contains 3066 members Mstep: Class 18 contains 4124 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9688 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436532.000000 Penalty: 74233.218750 Iteration 235Q: 24 clusters Score -5.543653e+07 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5041 members Mstep: Class 2 contains 56887 members Mstep: Class 3 contains 54924 members Mstep: Class 4 contains 64758 members Mstep: Class 5 contains 208773 members Mstep: Class 6 contains 7252 members Mstep: Class 7 contains 13847 members Mstep: Class 8 contains 250 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3502 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7581 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2229 members Mstep: Class 16 contains 3057 members Mstep: Class 17 contains 3068 members Mstep: Class 18 contains 4104 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9667 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436576.000000 Penalty: 74233.218750 Iteration 236Q: 24 clusters Score -5.543658e+07 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5040 members Mstep: Class 2 contains 56370 members Mstep: Class 3 contains 54901 members Mstep: Class 4 contains 64761 members Mstep: Class 5 contains 209333 members Mstep: Class 6 contains 7258 members Mstep: Class 7 contains 13854 members Mstep: Class 8 contains 250 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3503 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7588 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2221 members Mstep: Class 16 contains 3056 members Mstep: Class 17 contains 3069 members Mstep: Class 18 contains 4091 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9645 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436640.000000 Penalty: 74233.218750 Iteration 237Q: 24 clusters Score -5.543664e+07 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 55868 members Mstep: Class 3 contains 54881 members Mstep: Class 4 contains 64766 members Mstep: Class 5 contains 209888 members Mstep: Class 6 contains 7265 members Mstep: Class 7 contains 13855 members Mstep: Class 8 contains 250 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3503 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7594 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2216 members Mstep: Class 16 contains 3055 members Mstep: Class 17 contains 3073 members Mstep: Class 18 contains 4076 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9616 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436540.000000 Penalty: 74233.218750 Iteration 238Q: 24 clusters Score -5.543654e+07 nChanged 714 Entering ConstructFrom: Score: -55436540.000000 Penalty: 74233.218750 Entering ConstructFrom: Trying to split cluster 1 (5028 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5028 members Entering Unmasked Estep Score: -641984.437500 Penalty: 2113.648926 Iteration 0F: 2 clusters Score -641984.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -637505.062500 Penalty: 4227.297852 Iteration 0F: 3 clusters Score -637505.1 nChanged 1907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -638615.437500 Penalty: 4227.297852 Iteration 1F: 3 clusters Score -638615.4 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -638811.250000 Penalty: 4227.297852 Iteration 2F: 3 clusters Score -638811.2 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -638920.125000 Penalty: 4227.297852 Iteration 3Q: 3 clusters Score -638920.1 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -638991.000000 Penalty: 4227.297852 Iteration 4Q: 3 clusters Score -638991 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -639038.500000 Penalty: 4227.297852 Iteration 5Q: 3 clusters Score -639038.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -639082.562500 Penalty: 4227.297852 Iteration 6Q: 3 clusters Score -639082.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -639126.625000 Penalty: 4227.297852 Iteration 7Q: 3 clusters Score -639126.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -639162.250000 Penalty: 4227.297852 Iteration 8Q: 3 clusters Score -639162.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -639207.062500 Penalty: 4227.297852 Iteration 9Q: 3 clusters Score -639207.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -639248.812500 Penalty: 4227.297852 Iteration 10Q: 3 clusters Score -639248.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -639299.625000 Penalty: 4227.297852 Iteration 11Q: 3 clusters Score -639299.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -639352.437500 Penalty: 4227.297852 Iteration 12Q: 3 clusters Score -639352.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -639403.125000 Penalty: 4227.297852 Iteration 13Q: 3 clusters Score -639403.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -639459.250000 Penalty: 4227.297852 Iteration 14Q: 3 clusters Score -639459.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -639513.500000 Penalty: 4227.297852 Iteration 15Q: 3 clusters Score -639513.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -639564.062500 Penalty: 4227.297852 Iteration 16Q: 3 clusters Score -639564.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -639601.500000 Penalty: 4227.297852 Iteration 17Q: 3 clusters Score -639601.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -639637.750000 Penalty: 4227.297852 Iteration 18Q: 3 clusters Score -639637.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -639665.687500 Penalty: 4227.297852 Iteration 19Q: 3 clusters Score -639665.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -639696.125000 Penalty: 4227.297852 Iteration 20F: 3 clusters Score -639696.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -639728.000000 Penalty: 4227.297852 Iteration 21Q: 3 clusters Score -639728 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -639758.375000 Penalty: 4227.297852 Iteration 22Q: 3 clusters Score -639758.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -639785.062500 Penalty: 4227.297852 Iteration 23Q: 3 clusters Score -639785.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -639820.250000 Penalty: 4227.297852 Iteration 24Q: 3 clusters Score -639820.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -639854.375000 Penalty: 4227.297852 Iteration 25Q: 3 clusters Score -639854.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -639889.312500 Penalty: 4227.297852 Iteration 26Q: 3 clusters Score -639889.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -639922.375000 Penalty: 4227.297852 Iteration 27Q: 3 clusters Score -639922.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -639949.437500 Penalty: 4227.297852 Iteration 28Q: 3 clusters Score -639949.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -639978.250000 Penalty: 4227.297852 Iteration 29Q: 3 clusters Score -639978.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -640005.687500 Penalty: 4227.297852 Iteration 30Q: 3 clusters Score -640005.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -640036.375000 Penalty: 4227.297852 Iteration 31Q: 3 clusters Score -640036.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -640057.250000 Penalty: 4227.297852 Iteration 32Q: 3 clusters Score -640057.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -640086.875000 Penalty: 4227.297852 Iteration 33Q: 3 clusters Score -640086.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -640103.937500 Penalty: 4227.297852 Iteration 34Q: 3 clusters Score -640103.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4566 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -640118.687500 Penalty: 4227.297852 Iteration 35Q: 3 clusters Score -640118.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -640126.500000 Penalty: 4227.297852 Iteration 36Q: 3 clusters Score -640126.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -640132.750000 Penalty: 4227.297852 Iteration 37Q: 3 clusters Score -640132.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -640138.187500 Penalty: 4227.297852 Iteration 38Q: 3 clusters Score -640138.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -640142.875000 Penalty: 4227.297852 Iteration 39Q: 3 clusters Score -640142.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -640144.000000 Penalty: 4227.297852 Iteration 40F: 3 clusters Score -640144 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -640146.187500 Penalty: 4227.297852 Iteration 41Q: 3 clusters Score -640146.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -640147.812500 Penalty: 4227.297852 Iteration 42Q: 3 clusters Score -640147.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -640150.562500 Penalty: 4227.297852 Iteration 43Q: 3 clusters Score -640150.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -640150.562500 Penalty: 4227.297852 Iteration 44F: 3 clusters Score -640150.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (55356 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55356 members Entering Unmasked Estep Score: -6942624.500000 Penalty: 2708.541992 Iteration 0F: 2 clusters Score -6942624 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27724 members Mstep: Class 2 contains 27632 members Entering Unmasked Estep Score: -6905605.000000 Penalty: 5417.083984 Iteration 0F: 3 clusters Score -6905605 nChanged 25564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27660 members Mstep: Class 2 contains 27696 members Entering Unmasked Estep Score: -6920020.000000 Penalty: 5417.083984 Iteration 1F: 3 clusters Score -6920020 nChanged 2038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27538 members Mstep: Class 2 contains 27818 members Entering Unmasked Estep Score: -6920534.000000 Penalty: 5417.083984 Iteration 2Q: 3 clusters Score -6920534 nChanged 1856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27398 members Mstep: Class 2 contains 27958 members Entering Unmasked Estep Score: -6921016.500000 Penalty: 5417.083984 Iteration 3Q: 3 clusters Score -6921016 nChanged 1778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27224 members Mstep: Class 2 contains 28132 members Entering Unmasked Estep Score: -6921445.500000 Penalty: 5417.083984 Iteration 4Q: 3 clusters Score -6921446 nChanged 1775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27027 members Mstep: Class 2 contains 28329 members Entering Unmasked Estep Score: -6922009.000000 Penalty: 5417.083984 Iteration 5Q: 3 clusters Score -6922009 nChanged 1899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26784 members Mstep: Class 2 contains 28572 members Entering Unmasked Estep Score: -6922597.500000 Penalty: 5417.083984 Iteration 6Q: 3 clusters Score -6922598 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26415 members Mstep: Class 2 contains 28941 members Entering Unmasked Estep Score: -6923263.000000 Penalty: 5417.083984 Iteration 7Q: 3 clusters Score -6923263 nChanged 2139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25952 members Mstep: Class 2 contains 29404 members Entering Unmasked Estep Score: -6924221.500000 Penalty: 5417.083984 Iteration 8Q: 3 clusters Score -6924222 nChanged 2371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25393 members Mstep: Class 2 contains 29963 members Entering Unmasked Estep Score: -6925477.000000 Penalty: 5417.083984 Iteration 9Q: 3 clusters Score -6925477 nChanged 2638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24801 members Mstep: Class 2 contains 30555 members Entering Unmasked Estep Score: -6927346.000000 Penalty: 5417.083984 Iteration 10Q: 3 clusters Score -6927346 nChanged 2948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24139 members Mstep: Class 2 contains 31217 members Entering Unmasked Estep Score: -6929530.500000 Penalty: 5417.083984 Iteration 11F: 3 clusters Score -6929530 nChanged 2770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23459 members Mstep: Class 2 contains 31897 members Entering Unmasked Estep Score: -6931136.000000 Penalty: 5417.083984 Iteration 12F: 3 clusters Score -6931136 nChanged 2054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22839 members Mstep: Class 2 contains 32517 members Entering Unmasked Estep Score: -6931845.000000 Penalty: 5417.083984 Iteration 13Q: 3 clusters Score -6931845 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22231 members Mstep: Class 2 contains 33125 members Entering Unmasked Estep Score: -6932179.000000 Penalty: 5417.083984 Iteration 14Q: 3 clusters Score -6932179 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21691 members Mstep: Class 2 contains 33665 members Entering Unmasked Estep Score: -6932355.000000 Penalty: 5417.083984 Iteration 15Q: 3 clusters Score -6932355 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21163 members Mstep: Class 2 contains 34193 members Entering Unmasked Estep Score: -6932474.500000 Penalty: 5417.083984 Iteration 16Q: 3 clusters Score -6932474 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20609 members Mstep: Class 2 contains 34747 members Entering Unmasked Estep Score: -6932591.500000 Penalty: 5417.083984 Iteration 17Q: 3 clusters Score -6932592 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20025 members Mstep: Class 2 contains 35331 members Entering Unmasked Estep Score: -6932724.000000 Penalty: 5417.083984 Iteration 18Q: 3 clusters Score -6932724 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19402 members Mstep: Class 2 contains 35954 members Entering Unmasked Estep Score: -6932871.500000 Penalty: 5417.083984 Iteration 19Q: 3 clusters Score -6932872 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18712 members Mstep: Class 2 contains 36644 members Entering Unmasked Estep Score: -6933032.500000 Penalty: 5417.083984 Iteration 20F: 3 clusters Score -6933032 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17976 members Mstep: Class 2 contains 37380 members Entering Unmasked Estep Score: -6933201.500000 Penalty: 5417.083984 Iteration 21Q: 3 clusters Score -6933202 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17205 members Mstep: Class 2 contains 38151 members Entering Unmasked Estep Score: -6933416.000000 Penalty: 5417.083984 Iteration 22Q: 3 clusters Score -6933416 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16398 members Mstep: Class 2 contains 38958 members Entering Unmasked Estep Score: -6933629.500000 Penalty: 5417.083984 Iteration 23Q: 3 clusters Score -6933630 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15582 members Mstep: Class 2 contains 39774 members Entering Unmasked Estep Score: -6933848.500000 Penalty: 5417.083984 Iteration 24Q: 3 clusters Score -6933848 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14705 members Mstep: Class 2 contains 40651 members Entering Unmasked Estep Score: -6934126.000000 Penalty: 5417.083984 Iteration 25Q: 3 clusters Score -6934126 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13778 members Mstep: Class 2 contains 41578 members Entering Unmasked Estep Score: -6934424.500000 Penalty: 5417.083984 Iteration 26Q: 3 clusters Score -6934424 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12810 members Mstep: Class 2 contains 42546 members Entering Unmasked Estep Score: -6934738.500000 Penalty: 5417.083984 Iteration 27Q: 3 clusters Score -6934738 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11803 members Mstep: Class 2 contains 43553 members Entering Unmasked Estep Score: -6935072.000000 Penalty: 5417.083984 Iteration 28Q: 3 clusters Score -6935072 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10785 members Mstep: Class 2 contains 44571 members Entering Unmasked Estep Score: -6935457.500000 Penalty: 5417.083984 Iteration 29Q: 3 clusters Score -6935458 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9752 members Mstep: Class 2 contains 45604 members Entering Unmasked Estep Score: -6935779.500000 Penalty: 5417.083984 Iteration 30Q: 3 clusters Score -6935780 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8731 members Mstep: Class 2 contains 46625 members Entering Unmasked Estep Score: -6936173.000000 Penalty: 5417.083984 Iteration 31Q: 3 clusters Score -6936173 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7669 members Mstep: Class 2 contains 47687 members Entering Unmasked Estep Score: -6936658.000000 Penalty: 5417.083984 Iteration 32Q: 3 clusters Score -6936658 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6647 members Mstep: Class 2 contains 48709 members Entering Unmasked Estep Score: -6937143.000000 Penalty: 5417.083984 Iteration 33Q: 3 clusters Score -6937143 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5692 members Mstep: Class 2 contains 49664 members Entering Unmasked Estep Score: -6937685.500000 Penalty: 5417.083984 Iteration 34Q: 3 clusters Score -6937686 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4831 members Mstep: Class 2 contains 50525 members Entering Unmasked Estep Score: -6938133.500000 Penalty: 5417.083984 Iteration 35Q: 3 clusters Score -6938134 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 51263 members Entering Unmasked Estep Score: -6938509.000000 Penalty: 5417.083984 Iteration 36Q: 3 clusters Score -6938509 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 51896 members Entering Unmasked Estep Score: -6938820.500000 Penalty: 5417.083984 Iteration 37Q: 3 clusters Score -6938820 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 52473 members Entering Unmasked Estep Score: -6939114.000000 Penalty: 5417.083984 Iteration 38Q: 3 clusters Score -6939114 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 52942 members Entering Unmasked Estep Score: -6939385.500000 Penalty: 5417.083984 Iteration 39Q: 3 clusters Score -6939386 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 53314 members Entering Unmasked Estep Score: -6939590.500000 Penalty: 5417.083984 Iteration 40F: 3 clusters Score -6939590 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 53607 members Entering Unmasked Estep Score: -6939735.000000 Penalty: 5417.083984 Iteration 41Q: 3 clusters Score -6939735 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 53833 members Entering Unmasked Estep Score: -6939822.500000 Penalty: 5417.083984 Iteration 42Q: 3 clusters Score -6939822 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 54015 members Entering Unmasked Estep Score: -6939919.500000 Penalty: 5417.083984 Iteration 43Q: 3 clusters Score -6939920 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 54144 members Entering Unmasked Estep Score: -6939983.000000 Penalty: 5417.083984 Iteration 44Q: 3 clusters Score -6939983 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 54253 members Entering Unmasked Estep Score: -6940035.500000 Penalty: 5417.083984 Iteration 45Q: 3 clusters Score -6940036 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 54338 members Entering Unmasked Estep Score: -6940094.000000 Penalty: 5417.083984 Iteration 46Q: 3 clusters Score -6940094 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 54406 members Entering Unmasked Estep Score: -6940148.000000 Penalty: 5417.083984 Iteration 47Q: 3 clusters Score -6940148 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 54468 members Entering Unmasked Estep Score: -6940196.000000 Penalty: 5417.083984 Iteration 48Q: 3 clusters Score -6940196 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 54514 members Entering Unmasked Estep Score: -6940217.000000 Penalty: 5417.083984 Iteration 49Q: 3 clusters Score -6940217 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 54547 members Entering Unmasked Estep Score: -6940242.000000 Penalty: 5417.083984 Iteration 50Q: 3 clusters Score -6940242 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 54573 members Entering Unmasked Estep Score: -6940269.500000 Penalty: 5417.083984 Iteration 51Q: 3 clusters Score -6940270 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 54597 members Entering Unmasked Estep Score: -6940285.500000 Penalty: 5417.083984 Iteration 52Q: 3 clusters Score -6940286 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 54614 members Entering Unmasked Estep Score: -6940286.500000 Penalty: 5417.083984 Iteration 53Q: 3 clusters Score -6940286 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 54633 members Entering Unmasked Estep Score: -6940300.000000 Penalty: 5417.083984 Iteration 54Q: 3 clusters Score -6940300 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 54644 members Entering Unmasked Estep Score: -6940304.500000 Penalty: 5417.083984 Iteration 55Q: 3 clusters Score -6940304 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 54653 members Entering Unmasked Estep Score: -6940306.500000 Penalty: 5417.083984 Iteration 56Q: 3 clusters Score -6940306 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 54665 members Entering Unmasked Estep Score: -6940314.500000 Penalty: 5417.083984 Iteration 57Q: 3 clusters Score -6940314 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 54671 members Entering Unmasked Estep Score: -6940315.500000 Penalty: 5417.083984 Iteration 58Q: 3 clusters Score -6940316 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 54677 members Entering Unmasked Estep Score: -6940315.500000 Penalty: 5417.083984 Iteration 59Q: 3 clusters Score -6940316 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 54681 members Entering Unmasked Estep Score: -6940324.000000 Penalty: 5417.083984 Iteration 60F: 3 clusters Score -6940324 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 54683 members Entering Unmasked Estep Score: -6940320.500000 Penalty: 5417.083984 Iteration 61Q: 3 clusters Score -6940320 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 54682 members Entering Unmasked Estep Score: -6940327.000000 Penalty: 5417.083984 Iteration 62Q: 3 clusters Score -6940327 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 54682 members Entering Unmasked Estep Score: -6940327.000000 Penalty: 5417.083984 Iteration 63F: 3 clusters Score -6940327 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (54857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54857 members Entering Unmasked Estep Score: -7002948.500000 Penalty: 2706.296387 Iteration 0F: 2 clusters Score -7002948 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27537 members Mstep: Class 2 contains 27320 members Entering Unmasked Estep Score: -6966028.500000 Penalty: 5412.592773 Iteration 0F: 3 clusters Score -6966028 nChanged 25489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28398 members Mstep: Class 2 contains 26459 members Entering Unmasked Estep Score: -6979727.000000 Penalty: 5412.592773 Iteration 1F: 3 clusters Score -6979727 nChanged 1990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28878 members Mstep: Class 2 contains 25979 members Entering Unmasked Estep Score: -6980170.000000 Penalty: 5412.592773 Iteration 2Q: 3 clusters Score -6980170 nChanged 1835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29631 members Mstep: Class 2 contains 25226 members Entering Unmasked Estep Score: -6980667.000000 Penalty: 5412.592773 Iteration 3Q: 3 clusters Score -6980667 nChanged 1842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30717 members Mstep: Class 2 contains 24140 members Entering Unmasked Estep Score: -6981233.000000 Penalty: 5412.592773 Iteration 4Q: 3 clusters Score -6981233 nChanged 1973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32226 members Mstep: Class 2 contains 22631 members Entering Unmasked Estep Score: -6981923.500000 Penalty: 5412.592773 Iteration 5Q: 3 clusters Score -6981924 nChanged 2406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34412 members Mstep: Class 2 contains 20445 members Entering Unmasked Estep Score: -6983097.500000 Penalty: 5412.592773 Iteration 6Q: 3 clusters Score -6983098 nChanged 3095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37415 members Mstep: Class 2 contains 17442 members Entering Unmasked Estep Score: -6984998.000000 Penalty: 5412.592773 Iteration 7F: 3 clusters Score -6984998 nChanged 4043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41438 members Mstep: Class 2 contains 13419 members Entering Unmasked Estep Score: -6988061.000000 Penalty: 5412.592773 Iteration 8F: 3 clusters Score -6988061 nChanged 4553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45987 members Mstep: Class 2 contains 8870 members Entering Unmasked Estep Score: -6992100.000000 Penalty: 5412.592773 Iteration 9F: 3 clusters Score -6992100 nChanged 4086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50073 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -6996038.500000 Penalty: 5412.592773 Iteration 10F: 3 clusters Score -6996038 nChanged 2723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52796 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -6998596.000000 Penalty: 5412.592773 Iteration 11Q: 3 clusters Score -6998596 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54002 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -6999755.000000 Penalty: 5412.592773 Iteration 12Q: 3 clusters Score -6999755 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54411 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -7000180.000000 Penalty: 5412.592773 Iteration 13Q: 3 clusters Score -7000180 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54536 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -7000333.000000 Penalty: 5412.592773 Iteration 14Q: 3 clusters Score -7000333 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54580 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -7000416.000000 Penalty: 5412.592773 Iteration 15Q: 3 clusters Score -7000416 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54598 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -7000453.500000 Penalty: 5412.592773 Iteration 16Q: 3 clusters Score -7000454 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54607 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -7000475.500000 Penalty: 5412.592773 Iteration 17Q: 3 clusters Score -7000476 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54610 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -7000475.500000 Penalty: 5412.592773 Iteration 18Q: 3 clusters Score -7000476 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54618 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -7000489.000000 Penalty: 5412.592773 Iteration 19Q: 3 clusters Score -7000489 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54622 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -7000496.500000 Penalty: 5412.592773 Iteration 20F: 3 clusters Score -7000496 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54625 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -7000511.000000 Penalty: 5412.592773 Iteration 21Q: 3 clusters Score -7000511 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54628 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -7000515.500000 Penalty: 5412.592773 Iteration 22Q: 3 clusters Score -7000516 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54628 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -7000523.000000 Penalty: 5412.592773 Iteration 23Q: 3 clusters Score -7000523 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54628 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -7000526.000000 Penalty: 5412.592773 Iteration 24Q: 3 clusters Score -7000526 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54628 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -7000526.000000 Penalty: 5412.592773 Iteration 25F: 3 clusters Score -7000526 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (64770 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64770 members Entering Unmasked Estep Score: -8149727.500000 Penalty: 2747.492188 Iteration 0F: 2 clusters Score -8149728 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32464 members Mstep: Class 2 contains 32306 members Entering Unmasked Estep Score: -8106356.500000 Penalty: 5494.984375 Iteration 0F: 3 clusters Score -8106356 nChanged 30062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32110 members Mstep: Class 2 contains 32660 members Entering Unmasked Estep Score: -8123059.500000 Penalty: 5494.984375 Iteration 1F: 3 clusters Score -8123060 nChanged 2588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31838 members Mstep: Class 2 contains 32932 members Entering Unmasked Estep Score: -8123758.000000 Penalty: 5494.984375 Iteration 2Q: 3 clusters Score -8123758 nChanged 2549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31461 members Mstep: Class 2 contains 33309 members Entering Unmasked Estep Score: -8124592.000000 Penalty: 5494.984375 Iteration 3Q: 3 clusters Score -8124592 nChanged 2667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30816 members Mstep: Class 2 contains 33954 members Entering Unmasked Estep Score: -8125492.500000 Penalty: 5494.984375 Iteration 4Q: 3 clusters Score -8125492 nChanged 2844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29960 members Mstep: Class 2 contains 34810 members Entering Unmasked Estep Score: -8126548.500000 Penalty: 5494.984375 Iteration 5Q: 3 clusters Score -8126548 nChanged 3005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28819 members Mstep: Class 2 contains 35951 members Entering Unmasked Estep Score: -8127825.500000 Penalty: 5494.984375 Iteration 6Q: 3 clusters Score -8127826 nChanged 3222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27319 members Mstep: Class 2 contains 37451 members Entering Unmasked Estep Score: -8129170.000000 Penalty: 5494.984375 Iteration 7Q: 3 clusters Score -8129170 nChanged 3299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25416 members Mstep: Class 2 contains 39354 members Entering Unmasked Estep Score: -8130584.000000 Penalty: 5494.984375 Iteration 8F: 3 clusters Score -8130584 nChanged 3304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23122 members Mstep: Class 2 contains 41648 members Entering Unmasked Estep Score: -8132170.500000 Penalty: 5494.984375 Iteration 9F: 3 clusters Score -8132170 nChanged 3276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20558 members Mstep: Class 2 contains 44212 members Entering Unmasked Estep Score: -8133911.000000 Penalty: 5494.984375 Iteration 10F: 3 clusters Score -8133911 nChanged 3100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17848 members Mstep: Class 2 contains 46922 members Entering Unmasked Estep Score: -8135602.000000 Penalty: 5494.984375 Iteration 11Q: 3 clusters Score -8135602 nChanged 2974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15036 members Mstep: Class 2 contains 49734 members Entering Unmasked Estep Score: -8137495.000000 Penalty: 5494.984375 Iteration 12Q: 3 clusters Score -8137495 nChanged 2755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12343 members Mstep: Class 2 contains 52427 members Entering Unmasked Estep Score: -8139397.000000 Penalty: 5494.984375 Iteration 13Q: 3 clusters Score -8139397 nChanged 2430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9945 members Mstep: Class 2 contains 54825 members Entering Unmasked Estep Score: -8141348.000000 Penalty: 5494.984375 Iteration 14Q: 3 clusters Score -8141348 nChanged 2047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7936 members Mstep: Class 2 contains 56834 members Entering Unmasked Estep Score: -8143338.500000 Penalty: 5494.984375 Iteration 15Q: 3 clusters Score -8143338 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6526 members Mstep: Class 2 contains 58244 members Entering Unmasked Estep Score: -8144961.000000 Penalty: 5494.984375 Iteration 16Q: 3 clusters Score -8144961 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5669 members Mstep: Class 2 contains 59101 members Entering Unmasked Estep Score: -8145914.000000 Penalty: 5494.984375 Iteration 17Q: 3 clusters Score -8145914 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 59662 members Entering Unmasked Estep Score: -8146360.000000 Penalty: 5494.984375 Iteration 18Q: 3 clusters Score -8146360 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 60134 members Entering Unmasked Estep Score: -8146689.500000 Penalty: 5494.984375 Iteration 19Q: 3 clusters Score -8146690 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 60519 members Entering Unmasked Estep Score: -8146871.000000 Penalty: 5494.984375 Iteration 20F: 3 clusters Score -8146871 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 60868 members Entering Unmasked Estep Score: -8147059.000000 Penalty: 5494.984375 Iteration 21Q: 3 clusters Score -8147059 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 61146 members Entering Unmasked Estep Score: -8147168.000000 Penalty: 5494.984375 Iteration 22Q: 3 clusters Score -8147168 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 61365 members Entering Unmasked Estep Score: -8147262.500000 Penalty: 5494.984375 Iteration 23Q: 3 clusters Score -8147262 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 61562 members Entering Unmasked Estep Score: -8147350.500000 Penalty: 5494.984375 Iteration 24Q: 3 clusters Score -8147350 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 61741 members Entering Unmasked Estep Score: -8147398.000000 Penalty: 5494.984375 Iteration 25Q: 3 clusters Score -8147398 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 61908 members Entering Unmasked Estep Score: -8147464.000000 Penalty: 5494.984375 Iteration 26Q: 3 clusters Score -8147464 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 62067 members Entering Unmasked Estep Score: -8147515.500000 Penalty: 5494.984375 Iteration 27Q: 3 clusters Score -8147516 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 62204 members Entering Unmasked Estep Score: -8147573.000000 Penalty: 5494.984375 Iteration 28Q: 3 clusters Score -8147573 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 62320 members Entering Unmasked Estep Score: -8147600.500000 Penalty: 5494.984375 Iteration 29Q: 3 clusters Score -8147600 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 62408 members Entering Unmasked Estep Score: -8147625.000000 Penalty: 5494.984375 Iteration 30Q: 3 clusters Score -8147625 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 62479 members Entering Unmasked Estep Score: -8147649.500000 Penalty: 5494.984375 Iteration 31Q: 3 clusters Score -8147650 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 62543 members Entering Unmasked Estep Score: -8147655.000000 Penalty: 5494.984375 Iteration 32Q: 3 clusters Score -8147655 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 62600 members Entering Unmasked Estep Score: -8147675.000000 Penalty: 5494.984375 Iteration 33Q: 3 clusters Score -8147675 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 62652 members Entering Unmasked Estep Score: -8147691.500000 Penalty: 5494.984375 Iteration 34Q: 3 clusters Score -8147692 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 62700 members Entering Unmasked Estep Score: -8147726.000000 Penalty: 5494.984375 Iteration 35Q: 3 clusters Score -8147726 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 62751 members Entering Unmasked Estep Score: -8147728.000000 Penalty: 5494.984375 Iteration 36Q: 3 clusters Score -8147728 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 62785 members Entering Unmasked Estep Score: -8147746.000000 Penalty: 5494.984375 Iteration 37Q: 3 clusters Score -8147746 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 62829 members Entering Unmasked Estep Score: -8147746.500000 Penalty: 5494.984375 Iteration 38Q: 3 clusters Score -8147746 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 62872 members Entering Unmasked Estep Score: -8147752.000000 Penalty: 5494.984375 Iteration 39Q: 3 clusters Score -8147752 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 62915 members Entering Unmasked Estep Score: -8147764.000000 Penalty: 5494.984375 Iteration 40F: 3 clusters Score -8147764 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 62955 members Entering Unmasked Estep Score: -8147768.000000 Penalty: 5494.984375 Iteration 41Q: 3 clusters Score -8147768 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 62996 members Entering Unmasked Estep Score: -8147793.000000 Penalty: 5494.984375 Iteration 42Q: 3 clusters Score -8147793 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 63023 members Entering Unmasked Estep Score: -8147795.500000 Penalty: 5494.984375 Iteration 43Q: 3 clusters Score -8147796 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 63043 members Entering Unmasked Estep Score: -8147806.000000 Penalty: 5494.984375 Iteration 44Q: 3 clusters Score -8147806 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 63063 members Entering Unmasked Estep Score: -8147812.000000 Penalty: 5494.984375 Iteration 45Q: 3 clusters Score -8147812 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 63081 members Entering Unmasked Estep Score: -8147831.000000 Penalty: 5494.984375 Iteration 46Q: 3 clusters Score -8147831 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 63103 members Entering Unmasked Estep Score: -8147831.500000 Penalty: 5494.984375 Iteration 47Q: 3 clusters Score -8147832 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 63124 members Entering Unmasked Estep Score: -8147835.500000 Penalty: 5494.984375 Iteration 48Q: 3 clusters Score -8147836 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 63142 members Entering Unmasked Estep Score: -8147846.000000 Penalty: 5494.984375 Iteration 49Q: 3 clusters Score -8147846 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 63160 members Entering Unmasked Estep Score: -8147855.000000 Penalty: 5494.984375 Iteration 50Q: 3 clusters Score -8147855 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 63173 members Entering Unmasked Estep Score: -8147862.000000 Penalty: 5494.984375 Iteration 51Q: 3 clusters Score -8147862 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 63184 members Entering Unmasked Estep Score: -8147862.000000 Penalty: 5494.984375 Iteration 52Q: 3 clusters Score -8147862 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 63196 members Entering Unmasked Estep Score: -8147865.000000 Penalty: 5494.984375 Iteration 53Q: 3 clusters Score -8147865 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 63207 members Entering Unmasked Estep Score: -8147861.000000 Penalty: 5494.984375 Iteration 54Q: 3 clusters Score -8147861 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 63217 members Entering Unmasked Estep Score: -8147870.500000 Penalty: 5494.984375 Iteration 55Q: 3 clusters Score -8147870 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 63226 members Entering Unmasked Estep Score: -8147871.000000 Penalty: 5494.984375 Iteration 56Q: 3 clusters Score -8147871 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 63238 members Entering Unmasked Estep Score: -8147874.000000 Penalty: 5494.984375 Iteration 57Q: 3 clusters Score -8147874 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 63244 members Entering Unmasked Estep Score: -8147871.000000 Penalty: 5494.984375 Iteration 58Q: 3 clusters Score -8147871 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 63249 members Entering Unmasked Estep Score: -8147880.000000 Penalty: 5494.984375 Iteration 59Q: 3 clusters Score -8147880 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 63252 members Entering Unmasked Estep Score: -8147885.500000 Penalty: 5494.984375 Iteration 60F: 3 clusters Score -8147886 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 63254 members Entering Unmasked Estep Score: -8147881.500000 Penalty: 5494.984375 Iteration 61Q: 3 clusters Score -8147882 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 63255 members Entering Unmasked Estep Score: -8147883.000000 Penalty: 5494.984375 Iteration 62Q: 3 clusters Score -8147883 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 63256 members Entering Unmasked Estep Score: -8147883.500000 Penalty: 5494.984375 Iteration 63Q: 3 clusters Score -8147884 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 63256 members Entering Unmasked Estep Score: -8147883.500000 Penalty: 5494.984375 Iteration 64F: 3 clusters Score -8147884 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (210462 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210462 members Entering Unmasked Estep Score: -26290558.000000 Penalty: 3039.750977 Iteration 0F: 2 clusters Score -2.629056e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105226 members Mstep: Class 2 contains 105236 members Entering Unmasked Estep Score: -26153554.000000 Penalty: 6079.501953 Iteration 0F: 3 clusters Score -2.615355e+07 nChanged 101831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104397 members Mstep: Class 2 contains 106065 members Entering Unmasked Estep Score: -26213278.000000 Penalty: 6079.501953 Iteration 1F: 3 clusters Score -2.621328e+07 nChanged 6370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103845 members Mstep: Class 2 contains 106617 members Entering Unmasked Estep Score: -26214806.000000 Penalty: 6079.501953 Iteration 2Q: 3 clusters Score -2.621481e+07 nChanged 7168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102895 members Mstep: Class 2 contains 107567 members Entering Unmasked Estep Score: -26217184.000000 Penalty: 6079.501953 Iteration 3Q: 3 clusters Score -2.621718e+07 nChanged 8301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101210 members Mstep: Class 2 contains 109252 members Entering Unmasked Estep Score: -26220118.000000 Penalty: 6079.501953 Iteration 4Q: 3 clusters Score -2.622012e+07 nChanged 9505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98645 members Mstep: Class 2 contains 111817 members Entering Unmasked Estep Score: -26224074.000000 Penalty: 6079.501953 Iteration 5Q: 3 clusters Score -2.622407e+07 nChanged 10364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94963 members Mstep: Class 2 contains 115499 members Entering Unmasked Estep Score: -26228484.000000 Penalty: 6079.501953 Iteration 6Q: 3 clusters Score -2.622848e+07 nChanged 11127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90102 members Mstep: Class 2 contains 120360 members Entering Unmasked Estep Score: -26233866.000000 Penalty: 6079.501953 Iteration 7F: 3 clusters Score -2.623387e+07 nChanged 11506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84206 members Mstep: Class 2 contains 126256 members Entering Unmasked Estep Score: -26240210.000000 Penalty: 6079.501953 Iteration 8F: 3 clusters Score -2.624021e+07 nChanged 11755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77523 members Mstep: Class 2 contains 132939 members Entering Unmasked Estep Score: -26247672.000000 Penalty: 6079.501953 Iteration 9F: 3 clusters Score -2.624767e+07 nChanged 11514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70757 members Mstep: Class 2 contains 139705 members Entering Unmasked Estep Score: -26256008.000000 Penalty: 6079.501953 Iteration 10F: 3 clusters Score -2.625601e+07 nChanged 10262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64693 members Mstep: Class 2 contains 145769 members Entering Unmasked Estep Score: -26263000.000000 Penalty: 6079.501953 Iteration 11Q: 3 clusters Score -2.6263e+07 nChanged 8198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59605 members Mstep: Class 2 contains 150857 members Entering Unmasked Estep Score: -26267654.000000 Penalty: 6079.501953 Iteration 12Q: 3 clusters Score -2.626765e+07 nChanged 6153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55156 members Mstep: Class 2 contains 155306 members Entering Unmasked Estep Score: -26270376.000000 Penalty: 6079.501953 Iteration 13Q: 3 clusters Score -2.627038e+07 nChanged 4614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51080 members Mstep: Class 2 contains 159382 members Entering Unmasked Estep Score: -26272182.000000 Penalty: 6079.501953 Iteration 14Q: 3 clusters Score -2.627218e+07 nChanged 4217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46963 members Mstep: Class 2 contains 163499 members Entering Unmasked Estep Score: -26273888.000000 Penalty: 6079.501953 Iteration 15Q: 3 clusters Score -2.627389e+07 nChanged 4060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42935 members Mstep: Class 2 contains 167527 members Entering Unmasked Estep Score: -26275268.000000 Penalty: 6079.501953 Iteration 16Q: 3 clusters Score -2.627527e+07 nChanged 3875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39100 members Mstep: Class 2 contains 171362 members Entering Unmasked Estep Score: -26276576.000000 Penalty: 6079.501953 Iteration 17Q: 3 clusters Score -2.627658e+07 nChanged 3775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35373 members Mstep: Class 2 contains 175089 members Entering Unmasked Estep Score: -26278040.000000 Penalty: 6079.501953 Iteration 18Q: 3 clusters Score -2.627804e+07 nChanged 3572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31855 members Mstep: Class 2 contains 178607 members Entering Unmasked Estep Score: -26279364.000000 Penalty: 6079.501953 Iteration 19Q: 3 clusters Score -2.627936e+07 nChanged 3269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28622 members Mstep: Class 2 contains 181840 members Entering Unmasked Estep Score: -26280558.000000 Penalty: 6079.501953 Iteration 20F: 3 clusters Score -2.628056e+07 nChanged 2950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25716 members Mstep: Class 2 contains 184746 members Entering Unmasked Estep Score: -26281796.000000 Penalty: 6079.501953 Iteration 21Q: 3 clusters Score -2.62818e+07 nChanged 2823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22939 members Mstep: Class 2 contains 187523 members Entering Unmasked Estep Score: -26283078.000000 Penalty: 6079.501953 Iteration 22Q: 3 clusters Score -2.628308e+07 nChanged 2591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20374 members Mstep: Class 2 contains 190088 members Entering Unmasked Estep Score: -26284376.000000 Penalty: 6079.501953 Iteration 23Q: 3 clusters Score -2.628438e+07 nChanged 2353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18047 members Mstep: Class 2 contains 192415 members Entering Unmasked Estep Score: -26285334.000000 Penalty: 6079.501953 Iteration 24Q: 3 clusters Score -2.628533e+07 nChanged 2078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15991 members Mstep: Class 2 contains 194471 members Entering Unmasked Estep Score: -26286376.000000 Penalty: 6079.501953 Iteration 25Q: 3 clusters Score -2.628638e+07 nChanged 1840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14163 members Mstep: Class 2 contains 196299 members Entering Unmasked Estep Score: -26287188.000000 Penalty: 6079.501953 Iteration 26Q: 3 clusters Score -2.628719e+07 nChanged 1564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12615 members Mstep: Class 2 contains 197847 members Entering Unmasked Estep Score: -26287730.000000 Penalty: 6079.501953 Iteration 27Q: 3 clusters Score -2.628773e+07 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11284 members Mstep: Class 2 contains 199178 members Entering Unmasked Estep Score: -26288310.000000 Penalty: 6079.501953 Iteration 28Q: 3 clusters Score -2.628831e+07 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10200 members Mstep: Class 2 contains 200262 members Entering Unmasked Estep Score: -26288768.000000 Penalty: 6079.501953 Iteration 29Q: 3 clusters Score -2.628877e+07 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9247 members Mstep: Class 2 contains 201215 members Entering Unmasked Estep Score: -26289180.000000 Penalty: 6079.501953 Iteration 30Q: 3 clusters Score -2.628918e+07 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8426 members Mstep: Class 2 contains 202036 members Entering Unmasked Estep Score: -26289532.000000 Penalty: 6079.501953 Iteration 31Q: 3 clusters Score -2.628953e+07 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7749 members Mstep: Class 2 contains 202713 members Entering Unmasked Estep Score: -26289838.000000 Penalty: 6079.501953 Iteration 32Q: 3 clusters Score -2.628984e+07 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7196 members Mstep: Class 2 contains 203266 members Entering Unmasked Estep Score: -26290050.000000 Penalty: 6079.501953 Iteration 33Q: 3 clusters Score -2.629005e+07 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6771 members Mstep: Class 2 contains 203691 members Entering Unmasked Estep Score: -26290078.000000 Penalty: 6079.501953 Iteration 34Q: 3 clusters Score -2.629008e+07 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 204041 members Entering Unmasked Estep Score: -26290132.000000 Penalty: 6079.501953 Iteration 35Q: 3 clusters Score -2.629013e+07 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6150 members Mstep: Class 2 contains 204312 members Entering Unmasked Estep Score: -26290250.000000 Penalty: 6079.501953 Iteration 36Q: 3 clusters Score -2.629025e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5924 members Mstep: Class 2 contains 204538 members Entering Unmasked Estep Score: -26290242.000000 Penalty: 6079.501953 Iteration 37Q: 3 clusters Score -2.629024e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5745 members Mstep: Class 2 contains 204717 members Entering Unmasked Estep Score: -26290284.000000 Penalty: 6079.501953 Iteration 38Q: 3 clusters Score -2.629028e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5590 members Mstep: Class 2 contains 204872 members Entering Unmasked Estep Score: -26290270.000000 Penalty: 6079.501953 Iteration 39Q: 3 clusters Score -2.629027e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5459 members Mstep: Class 2 contains 205003 members Entering Unmasked Estep Score: -26290298.000000 Penalty: 6079.501953 Iteration 40F: 3 clusters Score -2.62903e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 205118 members Entering Unmasked Estep Score: -26290294.000000 Penalty: 6079.501953 Iteration 41Q: 3 clusters Score -2.629029e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5245 members Mstep: Class 2 contains 205217 members Entering Unmasked Estep Score: -26290316.000000 Penalty: 6079.501953 Iteration 42Q: 3 clusters Score -2.629032e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 205287 members Entering Unmasked Estep Score: -26290338.000000 Penalty: 6079.501953 Iteration 43Q: 3 clusters Score -2.629034e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 205344 members Entering Unmasked Estep Score: -26290340.000000 Penalty: 6079.501953 Iteration 44Q: 3 clusters Score -2.629034e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5084 members Mstep: Class 2 contains 205378 members Entering Unmasked Estep Score: -26290358.000000 Penalty: 6079.501953 Iteration 45Q: 3 clusters Score -2.629036e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5047 members Mstep: Class 2 contains 205415 members Entering Unmasked Estep Score: -26290344.000000 Penalty: 6079.501953 Iteration 46Q: 3 clusters Score -2.629034e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5021 members Mstep: Class 2 contains 205441 members Entering Unmasked Estep Score: -26290360.000000 Penalty: 6079.501953 Iteration 47Q: 3 clusters Score -2.629036e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 205462 members Entering Unmasked Estep Score: -26290344.000000 Penalty: 6079.501953 Iteration 48Q: 3 clusters Score -2.629034e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 205472 members Entering Unmasked Estep Score: -26290352.000000 Penalty: 6079.501953 Iteration 49Q: 3 clusters Score -2.629035e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 205482 members Entering Unmasked Estep Score: -26290374.000000 Penalty: 6079.501953 Iteration 50Q: 3 clusters Score -2.629037e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 205489 members Entering Unmasked Estep Score: -26290354.000000 Penalty: 6079.501953 Iteration 51Q: 3 clusters Score -2.629035e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 205498 members Entering Unmasked Estep Score: -26290364.000000 Penalty: 6079.501953 Iteration 52Q: 3 clusters Score -2.629036e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 205508 members Entering Unmasked Estep Score: -26290354.000000 Penalty: 6079.501953 Iteration 53Q: 3 clusters Score -2.629035e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 205513 members Entering Unmasked Estep Score: -26290372.000000 Penalty: 6079.501953 Iteration 54Q: 3 clusters Score -2.629037e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 205519 members Entering Unmasked Estep Score: -26290372.000000 Penalty: 6079.501953 Iteration 55Q: 3 clusters Score -2.629037e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 205523 members Entering Unmasked Estep Score: -26290376.000000 Penalty: 6079.501953 Iteration 56Q: 3 clusters Score -2.629038e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 205529 members Entering Unmasked Estep Score: -26290392.000000 Penalty: 6079.501953 Iteration 57Q: 3 clusters Score -2.629039e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4930 members Mstep: Class 2 contains 205532 members Entering Unmasked Estep Score: -26290388.000000 Penalty: 6079.501953 Iteration 58Q: 3 clusters Score -2.629039e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 205536 members Entering Unmasked Estep Score: -26290384.000000 Penalty: 6079.501953 Iteration 59Q: 3 clusters Score -2.629038e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 205540 members Entering Unmasked Estep Score: -26290386.000000 Penalty: 6079.501953 Iteration 60F: 3 clusters Score -2.629039e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 205545 members Entering Unmasked Estep Score: -26290386.000000 Penalty: 6079.501953 Iteration 61Q: 3 clusters Score -2.629039e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 205551 members Entering Unmasked Estep Score: -26290406.000000 Penalty: 6079.501953 Iteration 62Q: 3 clusters Score -2.629041e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 205556 members Entering Unmasked Estep Score: -26290414.000000 Penalty: 6079.501953 Iteration 63Q: 3 clusters Score -2.629041e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 205558 members Entering Unmasked Estep Score: -26290388.000000 Penalty: 6079.501953 Iteration 64Q: 3 clusters Score -2.629039e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 205563 members Entering Unmasked Estep Score: -26290394.000000 Penalty: 6079.501953 Iteration 65Q: 3 clusters Score -2.629039e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 205566 members Entering Unmasked Estep Score: -26290390.000000 Penalty: 6079.501953 Iteration 66Q: 3 clusters Score -2.629039e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 205566 members Entering Unmasked Estep Score: -26290398.000000 Penalty: 6079.501953 Iteration 67Q: 3 clusters Score -2.62904e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4895 members Mstep: Class 2 contains 205567 members Entering Unmasked Estep Score: -26290406.000000 Penalty: 6079.501953 Iteration 68Q: 3 clusters Score -2.629041e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 205569 members Entering Unmasked Estep Score: -26290402.000000 Penalty: 6079.501953 Iteration 69Q: 3 clusters Score -2.62904e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 205572 members Entering Unmasked Estep Score: -26290408.000000 Penalty: 6079.501953 Iteration 70Q: 3 clusters Score -2.629041e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4889 members Mstep: Class 2 contains 205573 members Entering Unmasked Estep Score: -26290404.000000 Penalty: 6079.501953 Iteration 71Q: 3 clusters Score -2.62904e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4889 members Mstep: Class 2 contains 205573 members Entering Unmasked Estep Score: -26290404.000000 Penalty: 6079.501953 Iteration 72F: 3 clusters Score -2.62904e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (7272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7272 members Entering Unmasked Estep Score: -930120.250000 Penalty: 2205.163086 Iteration 0F: 2 clusters Score -930120.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -924206.687500 Penalty: 4410.326172 Iteration 0F: 3 clusters Score -924206.7 nChanged 2927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -925787.875000 Penalty: 4410.326172 Iteration 1F: 3 clusters Score -925787.9 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -926085.875000 Penalty: 4410.326172 Iteration 2F: 3 clusters Score -926085.9 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -926330.687500 Penalty: 4410.326172 Iteration 3F: 3 clusters Score -926330.7 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -926507.687500 Penalty: 4410.326172 Iteration 4Q: 3 clusters Score -926507.7 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -926675.562500 Penalty: 4410.326172 Iteration 5Q: 3 clusters Score -926675.6 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -926829.562500 Penalty: 4410.326172 Iteration 6Q: 3 clusters Score -926829.6 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -926977.250000 Penalty: 4410.326172 Iteration 7Q: 3 clusters Score -926977.2 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -927106.812500 Penalty: 4410.326172 Iteration 8Q: 3 clusters Score -927106.8 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -927233.875000 Penalty: 4410.326172 Iteration 9Q: 3 clusters Score -927233.9 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -927358.062500 Penalty: 4410.326172 Iteration 10Q: 3 clusters Score -927358.1 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -927471.062500 Penalty: 4410.326172 Iteration 11Q: 3 clusters Score -927471.1 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -927573.562500 Penalty: 4410.326172 Iteration 12Q: 3 clusters Score -927573.6 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4820 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -927662.812500 Penalty: 4410.326172 Iteration 13Q: 3 clusters Score -927662.8 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4982 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -927763.312500 Penalty: 4410.326172 Iteration 14Q: 3 clusters Score -927763.3 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -927851.625000 Penalty: 4410.326172 Iteration 15Q: 3 clusters Score -927851.6 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5288 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -927938.812500 Penalty: 4410.326172 Iteration 16Q: 3 clusters Score -927938.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5408 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -928004.375000 Penalty: 4410.326172 Iteration 17Q: 3 clusters Score -928004.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5527 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -928071.125000 Penalty: 4410.326172 Iteration 18Q: 3 clusters Score -928071.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -928131.875000 Penalty: 4410.326172 Iteration 19Q: 3 clusters Score -928131.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5755 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -928191.187500 Penalty: 4410.326172 Iteration 20F: 3 clusters Score -928191.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5873 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -928251.250000 Penalty: 4410.326172 Iteration 21Q: 3 clusters Score -928251.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -928299.500000 Penalty: 4410.326172 Iteration 22Q: 3 clusters Score -928299.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -928343.750000 Penalty: 4410.326172 Iteration 23Q: 3 clusters Score -928343.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6130 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -928382.687500 Penalty: 4410.326172 Iteration 24Q: 3 clusters Score -928382.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6187 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -928415.875000 Penalty: 4410.326172 Iteration 25Q: 3 clusters Score -928415.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6246 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -928445.812500 Penalty: 4410.326172 Iteration 26Q: 3 clusters Score -928445.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6301 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -928481.437500 Penalty: 4410.326172 Iteration 27Q: 3 clusters Score -928481.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6353 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -928514.687500 Penalty: 4410.326172 Iteration 28Q: 3 clusters Score -928514.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6416 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -928557.375000 Penalty: 4410.326172 Iteration 29Q: 3 clusters Score -928557.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6475 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -928591.312500 Penalty: 4410.326172 Iteration 30Q: 3 clusters Score -928591.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6517 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -928614.250000 Penalty: 4410.326172 Iteration 31Q: 3 clusters Score -928614.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6551 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -928638.437500 Penalty: 4410.326172 Iteration 32Q: 3 clusters Score -928638.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -928649.437500 Penalty: 4410.326172 Iteration 33Q: 3 clusters Score -928649.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6593 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -928659.500000 Penalty: 4410.326172 Iteration 34Q: 3 clusters Score -928659.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6609 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -928670.250000 Penalty: 4410.326172 Iteration 35Q: 3 clusters Score -928670.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6624 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -928680.750000 Penalty: 4410.326172 Iteration 36Q: 3 clusters Score -928680.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6633 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -928683.437500 Penalty: 4410.326172 Iteration 37Q: 3 clusters Score -928683.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6639 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -928685.750000 Penalty: 4410.326172 Iteration 38Q: 3 clusters Score -928685.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6648 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -928690.625000 Penalty: 4410.326172 Iteration 39Q: 3 clusters Score -928690.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6654 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -928695.187500 Penalty: 4410.326172 Iteration 40F: 3 clusters Score -928695.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6659 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -928697.687500 Penalty: 4410.326172 Iteration 41Q: 3 clusters Score -928697.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6665 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -928700.875000 Penalty: 4410.326172 Iteration 42Q: 3 clusters Score -928700.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6672 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -928704.625000 Penalty: 4410.326172 Iteration 43Q: 3 clusters Score -928704.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -928708.437500 Penalty: 4410.326172 Iteration 44Q: 3 clusters Score -928708.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6681 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -928708.250000 Penalty: 4410.326172 Iteration 45Q: 3 clusters Score -928708.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6685 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -928711.750000 Penalty: 4410.326172 Iteration 46Q: 3 clusters Score -928711.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -928711.062500 Penalty: 4410.326172 Iteration 47Q: 3 clusters Score -928711.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -928711.062500 Penalty: 4410.326172 Iteration 48F: 3 clusters Score -928711.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (13856 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13856 members Entering Unmasked Estep Score: -1690035.625000 Penalty: 2365.045410 Iteration 0F: 2 clusters Score -1690036 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6931 members Mstep: Class 2 contains 6925 members Entering Unmasked Estep Score: -1679880.625000 Penalty: 4730.090820 Iteration 0F: 3 clusters Score -1679881 nChanged 5962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7151 members Mstep: Class 2 contains 6705 members Entering Unmasked Estep Score: -1683357.000000 Penalty: 4730.090820 Iteration 1F: 3 clusters Score -1683357 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7487 members Mstep: Class 2 contains 6369 members Entering Unmasked Estep Score: -1684226.250000 Penalty: 4730.090820 Iteration 2F: 3 clusters Score -1684226 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7995 members Mstep: Class 2 contains 5861 members Entering Unmasked Estep Score: -1685065.875000 Penalty: 4730.090820 Iteration 3F: 3 clusters Score -1685066 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8532 members Mstep: Class 2 contains 5324 members Entering Unmasked Estep Score: -1685886.750000 Penalty: 4730.090820 Iteration 4F: 3 clusters Score -1685887 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9044 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -1686693.375000 Penalty: 4730.090820 Iteration 5F: 3 clusters Score -1686693 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9410 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -1687377.750000 Penalty: 4730.090820 Iteration 6F: 3 clusters Score -1687378 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9597 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -1687791.125000 Penalty: 4730.090820 Iteration 7Q: 3 clusters Score -1687791 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9632 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -1687982.750000 Penalty: 4730.090820 Iteration 8Q: 3 clusters Score -1687983 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9596 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -1688059.125000 Penalty: 4730.090820 Iteration 9Q: 3 clusters Score -1688059 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9550 members Mstep: Class 2 contains 4306 members Entering Unmasked Estep Score: -1688094.750000 Penalty: 4730.090820 Iteration 10Q: 3 clusters Score -1688095 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9503 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -1688123.125000 Penalty: 4730.090820 Iteration 11Q: 3 clusters Score -1688123 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9451 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -1688134.375000 Penalty: 4730.090820 Iteration 12Q: 3 clusters Score -1688134 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9419 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -1688147.625000 Penalty: 4730.090820 Iteration 13Q: 3 clusters Score -1688148 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9387 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -1688156.250000 Penalty: 4730.090820 Iteration 14Q: 3 clusters Score -1688156 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9351 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -1688159.250000 Penalty: 4730.090820 Iteration 15Q: 3 clusters Score -1688159 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9317 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -1688168.625000 Penalty: 4730.090820 Iteration 16Q: 3 clusters Score -1688169 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9290 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -1688166.875000 Penalty: 4730.090820 Iteration 17Q: 3 clusters Score -1688167 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9269 members Mstep: Class 2 contains 4587 members Entering Unmasked Estep Score: -1688173.875000 Penalty: 4730.090820 Iteration 18Q: 3 clusters Score -1688174 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9235 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -1688177.625000 Penalty: 4730.090820 Iteration 19Q: 3 clusters Score -1688178 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9203 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -1688187.000000 Penalty: 4730.090820 Iteration 20F: 3 clusters Score -1688187 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9182 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -1688189.000000 Penalty: 4730.090820 Iteration 21Q: 3 clusters Score -1688189 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9169 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -1688184.875000 Penalty: 4730.090820 Iteration 22Q: 3 clusters Score -1688185 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9156 members Mstep: Class 2 contains 4700 members Entering Unmasked Estep Score: -1688182.250000 Penalty: 4730.090820 Iteration 23Q: 3 clusters Score -1688182 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9147 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -1688188.375000 Penalty: 4730.090820 Iteration 24Q: 3 clusters Score -1688188 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9138 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -1688190.750000 Penalty: 4730.090820 Iteration 25Q: 3 clusters Score -1688191 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9126 members Mstep: Class 2 contains 4730 members Entering Unmasked Estep Score: -1688190.500000 Penalty: 4730.090820 Iteration 26Q: 3 clusters Score -1688190 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9119 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -1688188.375000 Penalty: 4730.090820 Iteration 27Q: 3 clusters Score -1688188 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9110 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -1688192.500000 Penalty: 4730.090820 Iteration 28Q: 3 clusters Score -1688192 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9104 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -1688192.625000 Penalty: 4730.090820 Iteration 29Q: 3 clusters Score -1688193 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9093 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -1688195.125000 Penalty: 4730.090820 Iteration 30Q: 3 clusters Score -1688195 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9081 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -1688195.500000 Penalty: 4730.090820 Iteration 31Q: 3 clusters Score -1688196 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9075 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -1688200.625000 Penalty: 4730.090820 Iteration 32Q: 3 clusters Score -1688201 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9068 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -1688196.500000 Penalty: 4730.090820 Iteration 33Q: 3 clusters Score -1688196 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9064 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -1688194.375000 Penalty: 4730.090820 Iteration 34Q: 3 clusters Score -1688194 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9063 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -1688197.000000 Penalty: 4730.090820 Iteration 35Q: 3 clusters Score -1688197 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9063 members Mstep: Class 2 contains 4793 members Entering Unmasked Estep Score: -1688197.000000 Penalty: 4730.090820 Iteration 36F: 3 clusters Score -1688197 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (250 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Entering Unmasked Estep Score: -28009.302734 Penalty: 1369.322388 Iteration 0F: 2 clusters Score -28009.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -26789.121094 Penalty: 2738.644775 Iteration 0F: 3 clusters Score -26789.12 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -26856.064453 Penalty: 2738.644775 Iteration 1F: 3 clusters Score -26856.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -26869.261719 Penalty: 2738.644775 Iteration 2Q: 3 clusters Score -26869.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -26886.943359 Penalty: 2738.644775 Iteration 3Q: 3 clusters Score -26886.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -26901.576172 Penalty: 2738.644775 Iteration 4Q: 3 clusters Score -26901.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -26905.511719 Penalty: 2738.644775 Iteration 5Q: 3 clusters Score -26905.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -26908.548828 Penalty: 2738.644775 Iteration 6Q: 3 clusters Score -26908.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -26908.548828 Penalty: 2738.644775 Iteration 7F: 3 clusters Score -26908.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Entering Unmasked Estep Score: -35135.558594 Penalty: 1428.988770 Iteration 0F: 2 clusters Score -35135.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -33915.273438 Penalty: 2857.977539 Iteration 0F: 3 clusters Score -33915.27 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -34213.675781 Penalty: 2857.977539 Iteration 1F: 3 clusters Score -34213.68 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -34289.277344 Penalty: 2857.977539 Iteration 2F: 3 clusters Score -34289.28 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -34343.332031 Penalty: 2857.977539 Iteration 3Q: 3 clusters Score -34343.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -34353.765625 Penalty: 2857.977539 Iteration 4Q: 3 clusters Score -34353.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -34361.222656 Penalty: 2857.977539 Iteration 5Q: 3 clusters Score -34361.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -34364.921875 Penalty: 2857.977539 Iteration 6Q: 3 clusters Score -34364.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -34364.921875 Penalty: 2857.977539 Iteration 7F: 3 clusters Score -34364.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (435 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Entering Unmasked Estep Score: -46327.851562 Penalty: 1506.685791 Iteration 0F: 2 clusters Score -46327.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -44864.750000 Penalty: 3013.371582 Iteration 0F: 3 clusters Score -44864.75 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -45004.621094 Penalty: 3013.371582 Iteration 1F: 3 clusters Score -45004.62 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -45059.171875 Penalty: 3013.371582 Iteration 2F: 3 clusters Score -45059.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -45069.886719 Penalty: 3013.371582 Iteration 3Q: 3 clusters Score -45069.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -45073.148438 Penalty: 3013.371582 Iteration 4Q: 3 clusters Score -45073.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -45079.316406 Penalty: 3013.371582 Iteration 5Q: 3 clusters Score -45079.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -45087.535156 Penalty: 3013.371582 Iteration 6Q: 3 clusters Score -45087.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -45093.937500 Penalty: 3013.371582 Iteration 7Q: 3 clusters Score -45093.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -45098.710938 Penalty: 3013.371582 Iteration 8Q: 3 clusters Score -45098.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -45101.589844 Penalty: 3013.371582 Iteration 9Q: 3 clusters Score -45101.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -45103.324219 Penalty: 3013.371582 Iteration 10Q: 3 clusters Score -45103.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -45105.734375 Penalty: 3013.371582 Iteration 11Q: 3 clusters Score -45105.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -45105.734375 Penalty: 3013.371582 Iteration 12F: 3 clusters Score -45105.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3503 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Entering Unmasked Estep Score: -435530.062500 Penalty: 2024.020996 Iteration 0F: 2 clusters Score -435530.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -431954.656250 Penalty: 4048.041992 Iteration 0F: 3 clusters Score -431954.7 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -432732.218750 Penalty: 4048.041992 Iteration 1F: 3 clusters Score -432732.2 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -432930.375000 Penalty: 4048.041992 Iteration 2F: 3 clusters Score -432930.4 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -433073.156250 Penalty: 4048.041992 Iteration 3F: 3 clusters Score -433073.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -433163.812500 Penalty: 4048.041992 Iteration 4Q: 3 clusters Score -433163.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -433244.937500 Penalty: 4048.041992 Iteration 5Q: 3 clusters Score -433244.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -433325.812500 Penalty: 4048.041992 Iteration 6Q: 3 clusters Score -433325.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -433392.687500 Penalty: 4048.041992 Iteration 7Q: 3 clusters Score -433392.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -433443.281250 Penalty: 4048.041992 Iteration 8Q: 3 clusters Score -433443.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -433482.718750 Penalty: 4048.041992 Iteration 9Q: 3 clusters Score -433482.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -433538.843750 Penalty: 4048.041992 Iteration 10Q: 3 clusters Score -433538.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -433583.500000 Penalty: 4048.041992 Iteration 11Q: 3 clusters Score -433583.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -433642.281250 Penalty: 4048.041992 Iteration 12Q: 3 clusters Score -433642.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -433701.812500 Penalty: 4048.041992 Iteration 13Q: 3 clusters Score -433701.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -433757.781250 Penalty: 4048.041992 Iteration 14Q: 3 clusters Score -433757.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -433837.281250 Penalty: 4048.041992 Iteration 15Q: 3 clusters Score -433837.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -433921.281250 Penalty: 4048.041992 Iteration 16Q: 3 clusters Score -433921.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -434010.281250 Penalty: 4048.041992 Iteration 17Q: 3 clusters Score -434010.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -434100.031250 Penalty: 4048.041992 Iteration 18Q: 3 clusters Score -434100 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -434172.000000 Penalty: 4048.041992 Iteration 19Q: 3 clusters Score -434172 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -434230.437500 Penalty: 4048.041992 Iteration 20F: 3 clusters Score -434230.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -434275.312500 Penalty: 4048.041992 Iteration 21Q: 3 clusters Score -434275.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -434301.156250 Penalty: 4048.041992 Iteration 22Q: 3 clusters Score -434301.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -434317.375000 Penalty: 4048.041992 Iteration 23Q: 3 clusters Score -434317.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -434327.468750 Penalty: 4048.041992 Iteration 24Q: 3 clusters Score -434327.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -434333.093750 Penalty: 4048.041992 Iteration 25Q: 3 clusters Score -434333.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -434337.062500 Penalty: 4048.041992 Iteration 26Q: 3 clusters Score -434337.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -434340.312500 Penalty: 4048.041992 Iteration 27Q: 3 clusters Score -434340.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -434344.406250 Penalty: 4048.041992 Iteration 28Q: 3 clusters Score -434344.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -434346.281250 Penalty: 4048.041992 Iteration 29Q: 3 clusters Score -434346.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -434349.562500 Penalty: 4048.041992 Iteration 30Q: 3 clusters Score -434349.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -434354.906250 Penalty: 4048.041992 Iteration 31Q: 3 clusters Score -434354.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -434357.031250 Penalty: 4048.041992 Iteration 32Q: 3 clusters Score -434357 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -434357.656250 Penalty: 4048.041992 Iteration 33Q: 3 clusters Score -434357.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -434358.093750 Penalty: 4048.041992 Iteration 34Q: 3 clusters Score -434358.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -434359.250000 Penalty: 4048.041992 Iteration 35Q: 3 clusters Score -434359.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -434360.500000 Penalty: 4048.041992 Iteration 36Q: 3 clusters Score -434360.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -434361.375000 Penalty: 4048.041992 Iteration 37Q: 3 clusters Score -434361.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -434374.718750 Penalty: 4048.041992 Iteration 38Q: 3 clusters Score -434374.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -434377.687500 Penalty: 4048.041992 Iteration 39Q: 3 clusters Score -434377.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -434378.718750 Penalty: 4048.041992 Iteration 40F: 3 clusters Score -434378.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -434379.875000 Penalty: 4048.041992 Iteration 41Q: 3 clusters Score -434379.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -434380.375000 Penalty: 4048.041992 Iteration 42Q: 3 clusters Score -434380.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -434382.093750 Penalty: 4048.041992 Iteration 43Q: 3 clusters Score -434382.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -434383.000000 Penalty: 4048.041992 Iteration 44Q: 3 clusters Score -434383 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -434383.000000 Penalty: 4048.041992 Iteration 45F: 3 clusters Score -434383 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (609 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Entering Unmasked Estep Score: -72396.820312 Penalty: 1590.130981 Iteration 0F: 2 clusters Score -72396.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -70785.210938 Penalty: 3180.261963 Iteration 0F: 3 clusters Score -70785.21 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -70995.867188 Penalty: 3180.261963 Iteration 1F: 3 clusters Score -70995.87 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -71069.015625 Penalty: 3180.261963 Iteration 2Q: 3 clusters Score -71069.02 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -71131.976562 Penalty: 3180.261963 Iteration 3Q: 3 clusters Score -71131.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -71172.093750 Penalty: 3180.261963 Iteration 4Q: 3 clusters Score -71172.09 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -71216.007812 Penalty: 3180.261963 Iteration 5Q: 3 clusters Score -71216.01 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -71242.000000 Penalty: 3180.261963 Iteration 6Q: 3 clusters Score -71242 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -71253.843750 Penalty: 3180.261963 Iteration 7Q: 3 clusters Score -71253.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -71258.218750 Penalty: 3180.261963 Iteration 8Q: 3 clusters Score -71258.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -71259.640625 Penalty: 3180.261963 Iteration 9Q: 3 clusters Score -71259.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -71259.640625 Penalty: 3180.261963 Iteration 10F: 3 clusters Score -71259.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7596 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7596 members Entering Unmasked Estep Score: -971134.625000 Penalty: 2215.973633 Iteration 0F: 2 clusters Score -971134.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -965056.750000 Penalty: 4431.947266 Iteration 0F: 3 clusters Score -965056.8 nChanged 3003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -966635.687500 Penalty: 4431.947266 Iteration 1F: 3 clusters Score -966635.7 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -966875.312500 Penalty: 4431.947266 Iteration 2F: 3 clusters Score -966875.3 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -967078.375000 Penalty: 4431.947266 Iteration 3F: 3 clusters Score -967078.4 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -967247.375000 Penalty: 4431.947266 Iteration 4Q: 3 clusters Score -967247.4 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -967384.062500 Penalty: 4431.947266 Iteration 5Q: 3 clusters Score -967384.1 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -967532.062500 Penalty: 4431.947266 Iteration 6Q: 3 clusters Score -967532.1 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -967744.187500 Penalty: 4431.947266 Iteration 7Q: 3 clusters Score -967744.2 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -967958.437500 Penalty: 4431.947266 Iteration 8Q: 3 clusters Score -967958.4 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -968228.875000 Penalty: 4431.947266 Iteration 9Q: 3 clusters Score -968228.9 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -968514.250000 Penalty: 4431.947266 Iteration 10F: 3 clusters Score -968514.2 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5385 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -968802.500000 Penalty: 4431.947266 Iteration 11F: 3 clusters Score -968802.5 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -969064.812500 Penalty: 4431.947266 Iteration 12Q: 3 clusters Score -969064.8 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5883 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -969276.625000 Penalty: 4431.947266 Iteration 13Q: 3 clusters Score -969276.6 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6080 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -969451.437500 Penalty: 4431.947266 Iteration 14Q: 3 clusters Score -969451.4 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6234 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -969599.562500 Penalty: 4431.947266 Iteration 15Q: 3 clusters Score -969599.6 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6360 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -969711.000000 Penalty: 4431.947266 Iteration 16Q: 3 clusters Score -969711 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6460 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -969783.625000 Penalty: 4431.947266 Iteration 17Q: 3 clusters Score -969783.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6539 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -969840.687500 Penalty: 4431.947266 Iteration 18Q: 3 clusters Score -969840.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6593 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -969878.812500 Penalty: 4431.947266 Iteration 19Q: 3 clusters Score -969878.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6643 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -969911.312500 Penalty: 4431.947266 Iteration 20F: 3 clusters Score -969911.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6677 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -969928.625000 Penalty: 4431.947266 Iteration 21Q: 3 clusters Score -969928.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6698 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -969940.500000 Penalty: 4431.947266 Iteration 22Q: 3 clusters Score -969940.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6713 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -969950.312500 Penalty: 4431.947266 Iteration 23Q: 3 clusters Score -969950.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6726 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -969962.562500 Penalty: 4431.947266 Iteration 24Q: 3 clusters Score -969962.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6741 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -969969.687500 Penalty: 4431.947266 Iteration 25Q: 3 clusters Score -969969.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6754 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -969978.437500 Penalty: 4431.947266 Iteration 26Q: 3 clusters Score -969978.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6766 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -969985.687500 Penalty: 4431.947266 Iteration 27Q: 3 clusters Score -969985.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -969991.375000 Penalty: 4431.947266 Iteration 28Q: 3 clusters Score -969991.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6775 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -969993.062500 Penalty: 4431.947266 Iteration 29Q: 3 clusters Score -969993.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6776 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -969992.562500 Penalty: 4431.947266 Iteration 30Q: 3 clusters Score -969992.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6780 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -969994.312500 Penalty: 4431.947266 Iteration 31Q: 3 clusters Score -969994.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6780 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -969994.312500 Penalty: 4431.947266 Iteration 32F: 3 clusters Score -969994.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (353 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Entering Unmasked Estep Score: -32979.925781 Penalty: 1454.884033 Iteration 0F: 2 clusters Score -32979.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -31642.875000 Penalty: 2909.768066 Iteration 0F: 3 clusters Score -31642.88 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -31830.935547 Penalty: 2909.768066 Iteration 1F: 3 clusters Score -31830.94 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -31953.941406 Penalty: 2909.768066 Iteration 2F: 3 clusters Score -31953.94 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -32121.576172 Penalty: 2909.768066 Iteration 3F: 3 clusters Score -32121.58 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -32235.111328 Penalty: 2909.768066 Iteration 4Q: 3 clusters Score -32235.11 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -32331.089844 Penalty: 2909.768066 Iteration 5Q: 3 clusters Score -32331.09 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -32394.193359 Penalty: 2909.768066 Iteration 6Q: 3 clusters Score -32394.19 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -32466.113281 Penalty: 2909.768066 Iteration 7Q: 3 clusters Score -32466.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -32570.843750 Penalty: 2909.768066 Iteration 8Q: 3 clusters Score -32570.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -32611.085938 Penalty: 2909.768066 Iteration 9Q: 3 clusters Score -32611.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -32618.630859 Penalty: 2909.768066 Iteration 10Q: 3 clusters Score -32618.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -32625.568359 Penalty: 2909.768066 Iteration 11Q: 3 clusters Score -32625.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -32632.697266 Penalty: 2909.768066 Iteration 12F: 3 clusters Score -32632.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -32677.341797 Penalty: 2909.768066 Iteration 13Q: 3 clusters Score -32677.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -32677.341797 Penalty: 2909.768066 Iteration 14F: 3 clusters Score -32677.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2210 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Entering Unmasked Estep Score: -286143.468750 Penalty: 1909.785522 Iteration 0F: 2 clusters Score -286143.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -283358.656250 Penalty: 3819.571045 Iteration 0F: 3 clusters Score -283358.7 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -283856.500000 Penalty: 3819.571045 Iteration 1F: 3 clusters Score -283856.5 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -283975.937500 Penalty: 3819.571045 Iteration 2F: 3 clusters Score -283975.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -284026.906250 Penalty: 3819.571045 Iteration 3Q: 3 clusters Score -284026.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -284064.968750 Penalty: 3819.571045 Iteration 4Q: 3 clusters Score -284065 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -284087.125000 Penalty: 3819.571045 Iteration 5Q: 3 clusters Score -284087.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -284106.531250 Penalty: 3819.571045 Iteration 6Q: 3 clusters Score -284106.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -284121.531250 Penalty: 3819.571045 Iteration 7Q: 3 clusters Score -284121.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -284136.312500 Penalty: 3819.571045 Iteration 8Q: 3 clusters Score -284136.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -284145.656250 Penalty: 3819.571045 Iteration 9Q: 3 clusters Score -284145.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -284154.375000 Penalty: 3819.571045 Iteration 10Q: 3 clusters Score -284154.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -284158.468750 Penalty: 3819.571045 Iteration 11Q: 3 clusters Score -284158.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -284161.562500 Penalty: 3819.571045 Iteration 12Q: 3 clusters Score -284161.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -284164.656250 Penalty: 3819.571045 Iteration 13Q: 3 clusters Score -284164.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -284168.125000 Penalty: 3819.571045 Iteration 14Q: 3 clusters Score -284168.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -284170.937500 Penalty: 3819.571045 Iteration 15Q: 3 clusters Score -284170.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -284172.875000 Penalty: 3819.571045 Iteration 16Q: 3 clusters Score -284172.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -284173.937500 Penalty: 3819.571045 Iteration 17Q: 3 clusters Score -284173.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -284174.812500 Penalty: 3819.571045 Iteration 18Q: 3 clusters Score -284174.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -284176.062500 Penalty: 3819.571045 Iteration 19Q: 3 clusters Score -284176.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -284176.062500 Penalty: 3819.571045 Iteration 20F: 3 clusters Score -284176.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3055 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Entering Unmasked Estep Score: -363123.562500 Penalty: 1990.084717 Iteration 0F: 2 clusters Score -363123.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -359808.875000 Penalty: 3980.169434 Iteration 0F: 3 clusters Score -359808.9 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -360495.937500 Penalty: 3980.169434 Iteration 1F: 3 clusters Score -360495.9 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -360686.812500 Penalty: 3980.169434 Iteration 2F: 3 clusters Score -360686.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -360804.062500 Penalty: 3980.169434 Iteration 3F: 3 clusters Score -360804.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -360891.187500 Penalty: 3980.169434 Iteration 4Q: 3 clusters Score -360891.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -360955.000000 Penalty: 3980.169434 Iteration 5Q: 3 clusters Score -360955 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -361003.468750 Penalty: 3980.169434 Iteration 6Q: 3 clusters Score -361003.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -361046.500000 Penalty: 3980.169434 Iteration 7Q: 3 clusters Score -361046.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -361090.093750 Penalty: 3980.169434 Iteration 8Q: 3 clusters Score -361090.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -361136.531250 Penalty: 3980.169434 Iteration 9Q: 3 clusters Score -361136.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -361177.031250 Penalty: 3980.169434 Iteration 10Q: 3 clusters Score -361177 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -361217.312500 Penalty: 3980.169434 Iteration 11Q: 3 clusters Score -361217.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -361254.281250 Penalty: 3980.169434 Iteration 12Q: 3 clusters Score -361254.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -361301.750000 Penalty: 3980.169434 Iteration 13Q: 3 clusters Score -361301.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -361355.718750 Penalty: 3980.169434 Iteration 14Q: 3 clusters Score -361355.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -361415.437500 Penalty: 3980.169434 Iteration 15Q: 3 clusters Score -361415.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -361484.562500 Penalty: 3980.169434 Iteration 16Q: 3 clusters Score -361484.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -361561.031250 Penalty: 3980.169434 Iteration 17Q: 3 clusters Score -361561 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -361627.187500 Penalty: 3980.169434 Iteration 18Q: 3 clusters Score -361627.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -361685.531250 Penalty: 3980.169434 Iteration 19Q: 3 clusters Score -361685.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -361739.750000 Penalty: 3980.169434 Iteration 20F: 3 clusters Score -361739.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -361777.687500 Penalty: 3980.169434 Iteration 21Q: 3 clusters Score -361777.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -361804.406250 Penalty: 3980.169434 Iteration 22Q: 3 clusters Score -361804.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -361841.812500 Penalty: 3980.169434 Iteration 23Q: 3 clusters Score -361841.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -361871.031250 Penalty: 3980.169434 Iteration 24Q: 3 clusters Score -361871 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -361893.062500 Penalty: 3980.169434 Iteration 25Q: 3 clusters Score -361893.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -361907.312500 Penalty: 3980.169434 Iteration 26Q: 3 clusters Score -361907.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -361920.468750 Penalty: 3980.169434 Iteration 27Q: 3 clusters Score -361920.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -361929.812500 Penalty: 3980.169434 Iteration 28Q: 3 clusters Score -361929.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -361936.843750 Penalty: 3980.169434 Iteration 29Q: 3 clusters Score -361936.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -361941.218750 Penalty: 3980.169434 Iteration 30Q: 3 clusters Score -361941.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -361952.687500 Penalty: 3980.169434 Iteration 31Q: 3 clusters Score -361952.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -361962.031250 Penalty: 3980.169434 Iteration 32Q: 3 clusters Score -361962 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -361970.468750 Penalty: 3980.169434 Iteration 33Q: 3 clusters Score -361970.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -361978.468750 Penalty: 3980.169434 Iteration 34Q: 3 clusters Score -361978.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -361983.000000 Penalty: 3980.169434 Iteration 35Q: 3 clusters Score -361983 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -361985.937500 Penalty: 3980.169434 Iteration 36Q: 3 clusters Score -361985.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -361987.625000 Penalty: 3980.169434 Iteration 37Q: 3 clusters Score -361987.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -361989.000000 Penalty: 3980.169434 Iteration 38Q: 3 clusters Score -361989 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -361989.000000 Penalty: 3980.169434 Iteration 39F: 3 clusters Score -361989 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3074 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Entering Unmasked Estep Score: -362283.375000 Penalty: 1991.622314 Iteration 0F: 2 clusters Score -362283.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -359104.812500 Penalty: 3983.244629 Iteration 0F: 3 clusters Score -359104.8 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -359937.968750 Penalty: 3983.244629 Iteration 1F: 3 clusters Score -359938 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -360274.375000 Penalty: 3983.244629 Iteration 2F: 3 clusters Score -360274.4 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -360594.625000 Penalty: 3983.244629 Iteration 3F: 3 clusters Score -360594.6 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -360878.250000 Penalty: 3983.244629 Iteration 4F: 3 clusters Score -360878.2 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -361132.000000 Penalty: 3983.244629 Iteration 5F: 3 clusters Score -361132 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -361310.906250 Penalty: 3983.244629 Iteration 6Q: 3 clusters Score -361310.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -361421.625000 Penalty: 3983.244629 Iteration 7Q: 3 clusters Score -361421.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -361480.375000 Penalty: 3983.244629 Iteration 8Q: 3 clusters Score -361480.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -361515.968750 Penalty: 3983.244629 Iteration 9Q: 3 clusters Score -361516 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -361543.781250 Penalty: 3983.244629 Iteration 10Q: 3 clusters Score -361543.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -361562.125000 Penalty: 3983.244629 Iteration 11Q: 3 clusters Score -361562.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -361569.750000 Penalty: 3983.244629 Iteration 12Q: 3 clusters Score -361569.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -361576.562500 Penalty: 3983.244629 Iteration 13Q: 3 clusters Score -361576.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -361579.593750 Penalty: 3983.244629 Iteration 14Q: 3 clusters Score -361579.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -361581.687500 Penalty: 3983.244629 Iteration 15Q: 3 clusters Score -361581.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -361583.187500 Penalty: 3983.244629 Iteration 16Q: 3 clusters Score -361583.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -361584.687500 Penalty: 3983.244629 Iteration 17Q: 3 clusters Score -361584.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -361585.125000 Penalty: 3983.244629 Iteration 18Q: 3 clusters Score -361585.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -361586.593750 Penalty: 3983.244629 Iteration 19Q: 3 clusters Score -361586.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -361586.375000 Penalty: 3983.244629 Iteration 20F: 3 clusters Score -361586.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -361586.781250 Penalty: 3983.244629 Iteration 21Q: 3 clusters Score -361586.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -361586.781250 Penalty: 3983.244629 Iteration 22F: 3 clusters Score -361586.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (4062 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Entering Unmasked Estep Score: -519258.468750 Penalty: 2060.739014 Iteration 0F: 2 clusters Score -519258.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -515309.718750 Penalty: 4121.478027 Iteration 0F: 3 clusters Score -515309.7 nChanged 1499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -516190.218750 Penalty: 4121.478027 Iteration 1F: 3 clusters Score -516190.2 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -516381.468750 Penalty: 4121.478027 Iteration 2F: 3 clusters Score -516381.5 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -516499.000000 Penalty: 4121.478027 Iteration 3Q: 3 clusters Score -516499 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -516577.375000 Penalty: 4121.478027 Iteration 4Q: 3 clusters Score -516577.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -516631.156250 Penalty: 4121.478027 Iteration 5Q: 3 clusters Score -516631.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -516670.968750 Penalty: 4121.478027 Iteration 6Q: 3 clusters Score -516671 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -516695.843750 Penalty: 4121.478027 Iteration 7Q: 3 clusters Score -516695.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -516722.062500 Penalty: 4121.478027 Iteration 8Q: 3 clusters Score -516722.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -516743.750000 Penalty: 4121.478027 Iteration 9Q: 3 clusters Score -516743.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -516762.750000 Penalty: 4121.478027 Iteration 10Q: 3 clusters Score -516762.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -516781.562500 Penalty: 4121.478027 Iteration 11Q: 3 clusters Score -516781.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -516799.343750 Penalty: 4121.478027 Iteration 12Q: 3 clusters Score -516799.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -516822.062500 Penalty: 4121.478027 Iteration 13Q: 3 clusters Score -516822.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -516842.562500 Penalty: 4121.478027 Iteration 14Q: 3 clusters Score -516842.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -516867.781250 Penalty: 4121.478027 Iteration 15Q: 3 clusters Score -516867.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -516886.406250 Penalty: 4121.478027 Iteration 16Q: 3 clusters Score -516886.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -516901.500000 Penalty: 4121.478027 Iteration 17Q: 3 clusters Score -516901.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -516911.562500 Penalty: 4121.478027 Iteration 18Q: 3 clusters Score -516911.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -516923.468750 Penalty: 4121.478027 Iteration 19Q: 3 clusters Score -516923.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -516932.062500 Penalty: 4121.478027 Iteration 20F: 3 clusters Score -516932.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -516938.281250 Penalty: 4121.478027 Iteration 21Q: 3 clusters Score -516938.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -516943.156250 Penalty: 4121.478027 Iteration 22Q: 3 clusters Score -516943.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -516947.906250 Penalty: 4121.478027 Iteration 23Q: 3 clusters Score -516947.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -516951.875000 Penalty: 4121.478027 Iteration 24Q: 3 clusters Score -516951.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -516956.406250 Penalty: 4121.478027 Iteration 25Q: 3 clusters Score -516956.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -516961.656250 Penalty: 4121.478027 Iteration 26Q: 3 clusters Score -516961.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -516966.968750 Penalty: 4121.478027 Iteration 27Q: 3 clusters Score -516967 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -516972.375000 Penalty: 4121.478027 Iteration 28Q: 3 clusters Score -516972.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -516980.000000 Penalty: 4121.478027 Iteration 29Q: 3 clusters Score -516980 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -516986.781250 Penalty: 4121.478027 Iteration 30Q: 3 clusters Score -516986.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -516993.562500 Penalty: 4121.478027 Iteration 31Q: 3 clusters Score -516993.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -516998.593750 Penalty: 4121.478027 Iteration 32Q: 3 clusters Score -516998.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -517004.468750 Penalty: 4121.478027 Iteration 33Q: 3 clusters Score -517004.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -517008.718750 Penalty: 4121.478027 Iteration 34Q: 3 clusters Score -517008.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -517013.468750 Penalty: 4121.478027 Iteration 35Q: 3 clusters Score -517013.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -517019.312500 Penalty: 4121.478027 Iteration 36Q: 3 clusters Score -517019.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -517027.187500 Penalty: 4121.478027 Iteration 37Q: 3 clusters Score -517027.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -517039.781250 Penalty: 4121.478027 Iteration 38Q: 3 clusters Score -517039.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -517044.937500 Penalty: 4121.478027 Iteration 39Q: 3 clusters Score -517044.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -517051.031250 Penalty: 4121.478027 Iteration 40F: 3 clusters Score -517051 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -517060.968750 Penalty: 4121.478027 Iteration 41Q: 3 clusters Score -517061 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -517070.718750 Penalty: 4121.478027 Iteration 42Q: 3 clusters Score -517070.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -517084.093750 Penalty: 4121.478027 Iteration 43Q: 3 clusters Score -517084.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -517094.906250 Penalty: 4121.478027 Iteration 44Q: 3 clusters Score -517094.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -517101.781250 Penalty: 4121.478027 Iteration 45Q: 3 clusters Score -517101.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -517109.781250 Penalty: 4121.478027 Iteration 46Q: 3 clusters Score -517109.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -517113.750000 Penalty: 4121.478027 Iteration 47Q: 3 clusters Score -517113.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -517122.875000 Penalty: 4121.478027 Iteration 48Q: 3 clusters Score -517122.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -517134.343750 Penalty: 4121.478027 Iteration 49Q: 3 clusters Score -517134.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -517147.968750 Penalty: 4121.478027 Iteration 50Q: 3 clusters Score -517148 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -517164.468750 Penalty: 4121.478027 Iteration 51Q: 3 clusters Score -517164.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -517180.312500 Penalty: 4121.478027 Iteration 52Q: 3 clusters Score -517180.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -517195.531250 Penalty: 4121.478027 Iteration 53Q: 3 clusters Score -517195.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -517207.312500 Penalty: 4121.478027 Iteration 54Q: 3 clusters Score -517207.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -517222.625000 Penalty: 4121.478027 Iteration 55Q: 3 clusters Score -517222.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -517231.000000 Penalty: 4121.478027 Iteration 56Q: 3 clusters Score -517231 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -517241.000000 Penalty: 4121.478027 Iteration 57Q: 3 clusters Score -517241 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -517245.093750 Penalty: 4121.478027 Iteration 58Q: 3 clusters Score -517245.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -517250.312500 Penalty: 4121.478027 Iteration 59Q: 3 clusters Score -517250.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -517256.281250 Penalty: 4121.478027 Iteration 60F: 3 clusters Score -517256.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -517264.531250 Penalty: 4121.478027 Iteration 61Q: 3 clusters Score -517264.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -517271.656250 Penalty: 4121.478027 Iteration 62Q: 3 clusters Score -517271.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -517276.500000 Penalty: 4121.478027 Iteration 63Q: 3 clusters Score -517276.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -517281.812500 Penalty: 4121.478027 Iteration 64Q: 3 clusters Score -517281.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -517287.562500 Penalty: 4121.478027 Iteration 65Q: 3 clusters Score -517287.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -517290.500000 Penalty: 4121.478027 Iteration 66Q: 3 clusters Score -517290.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -517296.437500 Penalty: 4121.478027 Iteration 67Q: 3 clusters Score -517296.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -517304.718750 Penalty: 4121.478027 Iteration 68Q: 3 clusters Score -517304.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -517310.343750 Penalty: 4121.478027 Iteration 69Q: 3 clusters Score -517310.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -517314.562500 Penalty: 4121.478027 Iteration 70Q: 3 clusters Score -517314.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -517318.375000 Penalty: 4121.478027 Iteration 71Q: 3 clusters Score -517318.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -517321.781250 Penalty: 4121.478027 Iteration 72Q: 3 clusters Score -517321.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -517325.906250 Penalty: 4121.478027 Iteration 73Q: 3 clusters Score -517325.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -517329.000000 Penalty: 4121.478027 Iteration 74Q: 3 clusters Score -517329 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -517331.875000 Penalty: 4121.478027 Iteration 75Q: 3 clusters Score -517331.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -517333.937500 Penalty: 4121.478027 Iteration 76Q: 3 clusters Score -517333.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -517336.968750 Penalty: 4121.478027 Iteration 77Q: 3 clusters Score -517337 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -517338.625000 Penalty: 4121.478027 Iteration 78Q: 3 clusters Score -517338.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -517341.937500 Penalty: 4121.478027 Iteration 79Q: 3 clusters Score -517341.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -517344.968750 Penalty: 4121.478027 Iteration 80F: 3 clusters Score -517345 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -517351.156250 Penalty: 4121.478027 Iteration 81Q: 3 clusters Score -517351.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -517353.718750 Penalty: 4121.478027 Iteration 82Q: 3 clusters Score -517353.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -517357.093750 Penalty: 4121.478027 Iteration 83Q: 3 clusters Score -517357.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -517359.625000 Penalty: 4121.478027 Iteration 84Q: 3 clusters Score -517359.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -517360.093750 Penalty: 4121.478027 Iteration 85Q: 3 clusters Score -517360.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -517361.062500 Penalty: 4121.478027 Iteration 86Q: 3 clusters Score -517361.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -517362.031250 Penalty: 4121.478027 Iteration 87Q: 3 clusters Score -517362 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -517364.250000 Penalty: 4121.478027 Iteration 88Q: 3 clusters Score -517364.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -517366.343750 Penalty: 4121.478027 Iteration 89Q: 3 clusters Score -517366.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -517367.937500 Penalty: 4121.478027 Iteration 90Q: 3 clusters Score -517367.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -517369.343750 Penalty: 4121.478027 Iteration 91Q: 3 clusters Score -517369.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -517369.968750 Penalty: 4121.478027 Iteration 92Q: 3 clusters Score -517370 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -517370.406250 Penalty: 4121.478027 Iteration 93Q: 3 clusters Score -517370.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -517371.906250 Penalty: 4121.478027 Iteration 94Q: 3 clusters Score -517371.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -517373.000000 Penalty: 4121.478027 Iteration 95Q: 3 clusters Score -517373 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -517374.218750 Penalty: 4121.478027 Iteration 96Q: 3 clusters Score -517374.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -517373.375000 Penalty: 4121.478027 Iteration 97Q: 3 clusters Score -517373.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -517373.375000 Penalty: 4121.478027 Iteration 98F: 3 clusters Score -517373.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Entering Unmasked Estep Score: -74018.500000 Penalty: 1591.349609 Iteration 0F: 2 clusters Score -74018.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -72380.820312 Penalty: 3182.699219 Iteration 0F: 3 clusters Score -72380.82 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -72578.695312 Penalty: 3182.699219 Iteration 1F: 3 clusters Score -72578.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -72609.492188 Penalty: 3182.699219 Iteration 2Q: 3 clusters Score -72609.49 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -72631.000000 Penalty: 3182.699219 Iteration 3Q: 3 clusters Score -72631 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -72646.875000 Penalty: 3182.699219 Iteration 4Q: 3 clusters Score -72646.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -72655.601562 Penalty: 3182.699219 Iteration 5Q: 3 clusters Score -72655.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -72665.187500 Penalty: 3182.699219 Iteration 6Q: 3 clusters Score -72665.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -72669.117188 Penalty: 3182.699219 Iteration 7Q: 3 clusters Score -72669.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -72672.304688 Penalty: 3182.699219 Iteration 8Q: 3 clusters Score -72672.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -72675.453125 Penalty: 3182.699219 Iteration 9Q: 3 clusters Score -72675.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -72678.320312 Penalty: 3182.699219 Iteration 10Q: 3 clusters Score -72678.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -72682.195312 Penalty: 3182.699219 Iteration 11Q: 3 clusters Score -72682.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -72683.656250 Penalty: 3182.699219 Iteration 12Q: 3 clusters Score -72683.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -72686.765625 Penalty: 3182.699219 Iteration 13Q: 3 clusters Score -72686.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -72691.070312 Penalty: 3182.699219 Iteration 14Q: 3 clusters Score -72691.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -72700.992188 Penalty: 3182.699219 Iteration 15Q: 3 clusters Score -72700.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -72703.281250 Penalty: 3182.699219 Iteration 16Q: 3 clusters Score -72703.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -72703.281250 Penalty: 3182.699219 Iteration 17F: 3 clusters Score -72703.28 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (510 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Entering Unmasked Estep Score: -49020.554688 Penalty: 1546.133911 Iteration 0F: 2 clusters Score -49020.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -47574.925781 Penalty: 3092.267822 Iteration 0F: 3 clusters Score -47574.93 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -47969.546875 Penalty: 3092.267822 Iteration 1F: 3 clusters Score -47969.55 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -48255.695312 Penalty: 3092.267822 Iteration 2F: 3 clusters Score -48255.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -48452.503906 Penalty: 3092.267822 Iteration 3Q: 3 clusters Score -48452.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -48593.246094 Penalty: 3092.267822 Iteration 4Q: 3 clusters Score -48593.25 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -48733.136719 Penalty: 3092.267822 Iteration 5Q: 3 clusters Score -48733.14 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -49002.144531 Penalty: 3092.267822 Iteration 6Q: 3 clusters Score -49002.14 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -49152.515625 Penalty: 3092.267822 Iteration 7Q: 3 clusters Score -49152.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -49192.179688 Penalty: 3092.267822 Iteration 8Q: 3 clusters Score -49192.18 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -49250.265625 Penalty: 3092.267822 Iteration 9Q: 3 clusters Score -49250.27 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -49362.195312 Penalty: 3092.267822 Iteration 10Q: 3 clusters Score -49362.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -49580.789062 Penalty: 3092.267822 Iteration 11Q: 3 clusters Score -49580.79 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -49938.132812 Penalty: 3092.267822 Iteration 12Q: 3 clusters Score -49938.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -50024.632812 Penalty: 3092.267822 Iteration 13Q: 3 clusters Score -50024.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -50050.156250 Penalty: 3092.267822 Iteration 14Q: 3 clusters Score -50050.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -50069.925781 Penalty: 3092.267822 Iteration 15F: 3 clusters Score -50069.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -50100.757812 Penalty: 3092.267822 Iteration 16Q: 3 clusters Score -50100.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -50119.359375 Penalty: 3092.267822 Iteration 17Q: 3 clusters Score -50119.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -50132.433594 Penalty: 3092.267822 Iteration 18Q: 3 clusters Score -50132.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -50143.617188 Penalty: 3092.267822 Iteration 19Q: 3 clusters Score -50143.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -50146.980469 Penalty: 3092.267822 Iteration 20F: 3 clusters Score -50146.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5028 members Mstep: Class 2 contains 55356 members Mstep: Class 3 contains 54857 members Mstep: Class 4 contains 64770 members Mstep: Class 5 contains 210462 members Mstep: Class 6 contains 7272 members Mstep: Class 7 contains 13856 members Mstep: Class 8 contains 250 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3503 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7596 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2210 members Mstep: Class 16 contains 3055 members Mstep: Class 17 contains 3074 members Mstep: Class 18 contains 4062 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 387 members Mstep: Class 21 contains 9589 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 123 members Entering Unmasked Estep Score: -55435948.000000 Penalty: 77460.750000 Splitting cluster 20 changes total score from -55436540.000000 to -55435948.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 21 (9589 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9589 members Entering Unmasked Estep Score: -1232434.125000 Penalty: 2273.756348 Iteration 0F: 2 clusters Score -1232434 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -1225057.750000 Penalty: 4547.512695 Iteration 0F: 3 clusters Score -1225058 nChanged 3977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -1227086.375000 Penalty: 4547.512695 Iteration 1F: 3 clusters Score -1227086 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -1227345.625000 Penalty: 4547.512695 Iteration 2F: 3 clusters Score -1227346 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -1227510.625000 Penalty: 4547.512695 Iteration 3Q: 3 clusters Score -1227511 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -1227635.250000 Penalty: 4547.512695 Iteration 4Q: 3 clusters Score -1227635 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -1227721.250000 Penalty: 4547.512695 Iteration 5Q: 3 clusters Score -1227721 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5115 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -1227800.125000 Penalty: 4547.512695 Iteration 6Q: 3 clusters Score -1227800 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5171 members Mstep: Class 2 contains 4418 members Entering Unmasked Estep Score: -1227865.500000 Penalty: 4547.512695 Iteration 7Q: 3 clusters Score -1227866 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5250 members Mstep: Class 2 contains 4339 members Entering Unmasked Estep Score: -1227932.375000 Penalty: 4547.512695 Iteration 8Q: 3 clusters Score -1227932 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5355 members Mstep: Class 2 contains 4234 members Entering Unmasked Estep Score: -1227989.250000 Penalty: 4547.512695 Iteration 9Q: 3 clusters Score -1227989 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5459 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -1228044.250000 Penalty: 4547.512695 Iteration 10Q: 3 clusters Score -1228044 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -1228102.125000 Penalty: 4547.512695 Iteration 11Q: 3 clusters Score -1228102 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -1228160.750000 Penalty: 4547.512695 Iteration 12Q: 3 clusters Score -1228161 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5864 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -1228231.250000 Penalty: 4547.512695 Iteration 13Q: 3 clusters Score -1228231 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6034 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -1228318.625000 Penalty: 4547.512695 Iteration 14Q: 3 clusters Score -1228319 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -1228420.875000 Penalty: 4547.512695 Iteration 15Q: 3 clusters Score -1228421 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6458 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -1228540.000000 Penalty: 4547.512695 Iteration 16Q: 3 clusters Score -1228540 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6704 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -1228676.750000 Penalty: 4547.512695 Iteration 17Q: 3 clusters Score -1228677 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6981 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -1228844.750000 Penalty: 4547.512695 Iteration 18Q: 3 clusters Score -1228845 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7289 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -1229040.500000 Penalty: 4547.512695 Iteration 19Q: 3 clusters Score -1229040 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7597 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -1229239.625000 Penalty: 4547.512695 Iteration 20F: 3 clusters Score -1229240 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7894 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -1229446.375000 Penalty: 4547.512695 Iteration 21Q: 3 clusters Score -1229446 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8172 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -1229642.750000 Penalty: 4547.512695 Iteration 22Q: 3 clusters Score -1229643 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8408 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -1229817.125000 Penalty: 4547.512695 Iteration 23Q: 3 clusters Score -1229817 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8598 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -1229972.375000 Penalty: 4547.512695 Iteration 24Q: 3 clusters Score -1229972 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8732 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -1230081.375000 Penalty: 4547.512695 Iteration 25Q: 3 clusters Score -1230081 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8837 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -1230161.125000 Penalty: 4547.512695 Iteration 26Q: 3 clusters Score -1230161 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8926 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -1230233.250000 Penalty: 4547.512695 Iteration 27Q: 3 clusters Score -1230233 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8989 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -1230283.375000 Penalty: 4547.512695 Iteration 28Q: 3 clusters Score -1230283 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9037 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -1230325.500000 Penalty: 4547.512695 Iteration 29Q: 3 clusters Score -1230326 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9072 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -1230356.875000 Penalty: 4547.512695 Iteration 30Q: 3 clusters Score -1230357 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9103 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -1230381.250000 Penalty: 4547.512695 Iteration 31Q: 3 clusters Score -1230381 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9130 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -1230406.875000 Penalty: 4547.512695 Iteration 32Q: 3 clusters Score -1230407 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9145 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -1230419.500000 Penalty: 4547.512695 Iteration 33Q: 3 clusters Score -1230420 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9159 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -1230432.625000 Penalty: 4547.512695 Iteration 34Q: 3 clusters Score -1230433 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9171 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -1230441.375000 Penalty: 4547.512695 Iteration 35Q: 3 clusters Score -1230441 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9183 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -1230458.375000 Penalty: 4547.512695 Iteration 36Q: 3 clusters Score -1230458 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9193 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -1230464.375000 Penalty: 4547.512695 Iteration 37Q: 3 clusters Score -1230464 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9201 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -1230477.750000 Penalty: 4547.512695 Iteration 38Q: 3 clusters Score -1230478 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9212 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -1230489.625000 Penalty: 4547.512695 Iteration 39Q: 3 clusters Score -1230490 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9217 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -1230496.875000 Penalty: 4547.512695 Iteration 40F: 3 clusters Score -1230497 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9222 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -1230502.625000 Penalty: 4547.512695 Iteration 41Q: 3 clusters Score -1230503 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9224 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -1230503.875000 Penalty: 4547.512695 Iteration 42Q: 3 clusters Score -1230504 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9226 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -1230507.000000 Penalty: 4547.512695 Iteration 43Q: 3 clusters Score -1230507 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9227 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -1230507.875000 Penalty: 4547.512695 Iteration 44Q: 3 clusters Score -1230508 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9227 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -1230507.875000 Penalty: 4547.512695 Iteration 45Q: 3 clusters Score -1230508 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9227 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -1230507.875000 Penalty: 4547.512695 Iteration 46F: 3 clusters Score -1230508 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Entering Unmasked Estep Score: -63150.089844 Penalty: 1580.583252 Iteration 0F: 2 clusters Score -63150.09 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 291 members Entering Unmasked Estep Score: -61526.921875 Penalty: 3161.166504 Iteration 0F: 3 clusters Score -61526.92 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -61765.363281 Penalty: 3161.166504 Iteration 1F: 3 clusters Score -61765.36 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -61886.902344 Penalty: 3161.166504 Iteration 2F: 3 clusters Score -61886.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -61978.515625 Penalty: 3161.166504 Iteration 3Q: 3 clusters Score -61978.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -62027.175781 Penalty: 3161.166504 Iteration 4Q: 3 clusters Score -62027.18 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -62075.511719 Penalty: 3161.166504 Iteration 5Q: 3 clusters Score -62075.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -62093.785156 Penalty: 3161.166504 Iteration 6Q: 3 clusters Score -62093.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -62114.511719 Penalty: 3161.166504 Iteration 7Q: 3 clusters Score -62114.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -62127.375000 Penalty: 3161.166504 Iteration 8Q: 3 clusters Score -62127.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -62135.625000 Penalty: 3161.166504 Iteration 9Q: 3 clusters Score -62135.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -62151.585938 Penalty: 3161.166504 Iteration 10Q: 3 clusters Score -62151.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -62157.015625 Penalty: 3161.166504 Iteration 11Q: 3 clusters Score -62157.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -62162.285156 Penalty: 3161.166504 Iteration 12Q: 3 clusters Score -62162.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -62173.160156 Penalty: 3161.166504 Iteration 13Q: 3 clusters Score -62173.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -62184.707031 Penalty: 3161.166504 Iteration 14Q: 3 clusters Score -62184.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -62191.328125 Penalty: 3161.166504 Iteration 15Q: 3 clusters Score -62191.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -62195.312500 Penalty: 3161.166504 Iteration 16Q: 3 clusters Score -62195.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -62195.312500 Penalty: 3161.166504 Iteration 17F: 3 clusters Score -62195.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Entering Unmasked Estep Score: -36979.242188 Penalty: 1444.848022 Iteration 0F: 2 clusters Score -36979.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -35648.972656 Penalty: 2889.696045 Iteration 0F: 3 clusters Score -35648.97 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -35752.722656 Penalty: 2889.696045 Iteration 1F: 3 clusters Score -35752.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -35777.585938 Penalty: 2889.696045 Iteration 2Q: 3 clusters Score -35777.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -35802.929688 Penalty: 2889.696045 Iteration 3Q: 3 clusters Score -35802.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -35813.250000 Penalty: 2889.696045 Iteration 4Q: 3 clusters Score -35813.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -35821.746094 Penalty: 2889.696045 Iteration 5Q: 3 clusters Score -35821.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -35826.453125 Penalty: 2889.696045 Iteration 6Q: 3 clusters Score -35826.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -35827.941406 Penalty: 2889.696045 Iteration 7Q: 3 clusters Score -35827.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -35829.914062 Penalty: 2889.696045 Iteration 8Q: 3 clusters Score -35829.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -35833.550781 Penalty: 2889.696045 Iteration 9Q: 3 clusters Score -35833.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -35836.964844 Penalty: 2889.696045 Iteration 10Q: 3 clusters Score -35836.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -35839.031250 Penalty: 2889.696045 Iteration 11Q: 3 clusters Score -35839.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -35841.718750 Penalty: 2889.696045 Iteration 12Q: 3 clusters Score -35841.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -35843.265625 Penalty: 2889.696045 Iteration 13Q: 3 clusters Score -35843.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -35843.265625 Penalty: 2889.696045 Iteration 14F: 3 clusters Score -35843.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5028 members Mstep: Class 2 contains 55356 members Mstep: Class 3 contains 54857 members Mstep: Class 4 contains 64770 members Mstep: Class 5 contains 210462 members Mstep: Class 6 contains 7272 members Mstep: Class 7 contains 13856 members Mstep: Class 8 contains 250 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3503 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7596 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2210 members Mstep: Class 16 contains 3055 members Mstep: Class 17 contains 3074 members Mstep: Class 18 contains 4062 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9589 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436524.000000 Penalty: 74233.218750 Iteration 239Q: 24 clusters Score -5.543652e+07 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 54832 members Mstep: Class 3 contains 54836 members Mstep: Class 4 contains 64777 members Mstep: Class 5 contains 211044 members Mstep: Class 6 contains 7284 members Mstep: Class 7 contains 13854 members Mstep: Class 8 contains 250 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3502 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7599 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2206 members Mstep: Class 16 contains 3055 members Mstep: Class 17 contains 3075 members Mstep: Class 18 contains 4050 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9553 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436548.000000 Penalty: 74233.218750 Iteration 240F: 24 clusters Score -5.543655e+07 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 54329 members Mstep: Class 3 contains 54820 members Mstep: Class 4 contains 64783 members Mstep: Class 5 contains 211586 members Mstep: Class 6 contains 7298 members Mstep: Class 7 contains 13853 members Mstep: Class 8 contains 250 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3501 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7608 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2201 members Mstep: Class 16 contains 3057 members Mstep: Class 17 contains 3075 members Mstep: Class 18 contains 4041 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9520 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436772.000000 Penalty: 74233.218750 Iteration 241Q: 24 clusters Score -5.543677e+07 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5015 members Mstep: Class 2 contains 53805 members Mstep: Class 3 contains 54797 members Mstep: Class 4 contains 64788 members Mstep: Class 5 contains 212170 members Mstep: Class 6 contains 7308 members Mstep: Class 7 contains 13851 members Mstep: Class 8 contains 250 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3502 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7621 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2195 members Mstep: Class 16 contains 3056 members Mstep: Class 17 contains 3072 members Mstep: Class 18 contains 4030 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9480 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436636.000000 Penalty: 74233.218750 Iteration 242Q: 24 clusters Score -5.543664e+07 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 53256 members Mstep: Class 3 contains 54767 members Mstep: Class 4 contains 64786 members Mstep: Class 5 contains 212780 members Mstep: Class 6 contains 7322 members Mstep: Class 7 contains 13846 members Mstep: Class 8 contains 250 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3502 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7638 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2187 members Mstep: Class 16 contains 3057 members Mstep: Class 17 contains 3075 members Mstep: Class 18 contains 4015 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9448 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436560.000000 Penalty: 74233.218750 Iteration 243Q: 24 clusters Score -5.543656e+07 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 52719 members Mstep: Class 3 contains 54743 members Mstep: Class 4 contains 64792 members Mstep: Class 5 contains 213368 members Mstep: Class 6 contains 7331 members Mstep: Class 7 contains 13838 members Mstep: Class 8 contains 250 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3502 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7654 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2180 members Mstep: Class 16 contains 3057 members Mstep: Class 17 contains 3080 members Mstep: Class 18 contains 4002 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9421 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436604.000000 Penalty: 74233.218750 Iteration 244Q: 24 clusters Score -5.54366e+07 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 52179 members Mstep: Class 3 contains 54729 members Mstep: Class 4 contains 64802 members Mstep: Class 5 contains 213941 members Mstep: Class 6 contains 7337 members Mstep: Class 7 contains 13833 members Mstep: Class 8 contains 250 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3502 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7674 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2172 members Mstep: Class 16 contains 3055 members Mstep: Class 17 contains 3083 members Mstep: Class 18 contains 3997 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9389 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436584.000000 Penalty: 74233.218750 Iteration 245Q: 24 clusters Score -5.543658e+07 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 51594 members Mstep: Class 3 contains 54710 members Mstep: Class 4 contains 64808 members Mstep: Class 5 contains 214585 members Mstep: Class 6 contains 7342 members Mstep: Class 7 contains 13835 members Mstep: Class 8 contains 250 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3502 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7688 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2159 members Mstep: Class 16 contains 3053 members Mstep: Class 17 contains 3083 members Mstep: Class 18 contains 3990 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9351 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436612.000000 Penalty: 74233.218750 Iteration 246Q: 24 clusters Score -5.543661e+07 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 50958 members Mstep: Class 3 contains 54675 members Mstep: Class 4 contains 64822 members Mstep: Class 5 contains 215258 members Mstep: Class 6 contains 7349 members Mstep: Class 7 contains 13856 members Mstep: Class 8 contains 250 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3501 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7704 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2154 members Mstep: Class 16 contains 3054 members Mstep: Class 17 contains 3084 members Mstep: Class 18 contains 3974 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9314 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436724.000000 Penalty: 74233.218750 Iteration 247Q: 24 clusters Score -5.543672e+07 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4982 members Mstep: Class 2 contains 50283 members Mstep: Class 3 contains 54641 members Mstep: Class 4 contains 64835 members Mstep: Class 5 contains 215962 members Mstep: Class 6 contains 7358 members Mstep: Class 7 contains 13881 members Mstep: Class 8 contains 250 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3501 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7721 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2150 members Mstep: Class 16 contains 3053 members Mstep: Class 17 contains 3085 members Mstep: Class 18 contains 3960 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9278 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436820.000000 Penalty: 74233.218750 Iteration 248Q: 24 clusters Score -5.543682e+07 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 49630 members Mstep: Class 3 contains 54596 members Mstep: Class 4 contains 64852 members Mstep: Class 5 contains 216646 members Mstep: Class 6 contains 7367 members Mstep: Class 7 contains 13909 members Mstep: Class 8 contains 250 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3500 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7741 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2145 members Mstep: Class 16 contains 3051 members Mstep: Class 17 contains 3089 members Mstep: Class 18 contains 3944 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9244 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436928.000000 Penalty: 74233.218750 Iteration 249Q: 24 clusters Score -5.543693e+07 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 48982 members Mstep: Class 3 contains 54546 members Mstep: Class 4 contains 64868 members Mstep: Class 5 contains 217359 members Mstep: Class 6 contains 7373 members Mstep: Class 7 contains 13923 members Mstep: Class 8 contains 250 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3501 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7764 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2140 members Mstep: Class 16 contains 3048 members Mstep: Class 17 contains 3083 members Mstep: Class 18 contains 3931 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9204 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436912.000000 Penalty: 74233.218750 Iteration 250Q: 24 clusters Score -5.543691e+07 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 48308 members Mstep: Class 3 contains 54495 members Mstep: Class 4 contains 64881 members Mstep: Class 5 contains 218100 members Mstep: Class 6 contains 7377 members Mstep: Class 7 contains 13937 members Mstep: Class 8 contains 250 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3501 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7784 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2133 members Mstep: Class 16 contains 3049 members Mstep: Class 17 contains 3080 members Mstep: Class 18 contains 3918 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9168 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55436960.000000 Penalty: 74233.218750 Iteration 251Q: 24 clusters Score -5.543696e+07 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 47624 members Mstep: Class 3 contains 54455 members Mstep: Class 4 contains 64889 members Mstep: Class 5 contains 218817 members Mstep: Class 6 contains 7383 members Mstep: Class 7 contains 13964 members Mstep: Class 8 contains 250 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3502 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7799 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2126 members Mstep: Class 16 contains 3051 members Mstep: Class 17 contains 3083 members Mstep: Class 18 contains 3907 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9135 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55437004.000000 Penalty: 74233.218750 Iteration 252Q: 24 clusters Score -5.5437e+07 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4952 members Mstep: Class 2 contains 46939 members Mstep: Class 3 contains 54401 members Mstep: Class 4 contains 64901 members Mstep: Class 5 contains 219576 members Mstep: Class 6 contains 7398 members Mstep: Class 7 contains 13972 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3502 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7810 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2117 members Mstep: Class 16 contains 3053 members Mstep: Class 17 contains 3083 members Mstep: Class 18 contains 3887 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9098 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55437092.000000 Penalty: 74233.218750 Iteration 253Q: 24 clusters Score -5.543709e+07 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4950 members Mstep: Class 2 contains 46205 members Mstep: Class 3 contains 54364 members Mstep: Class 4 contains 64920 members Mstep: Class 5 contains 220338 members Mstep: Class 6 contains 7415 members Mstep: Class 7 contains 13980 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3501 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7821 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2105 members Mstep: Class 16 contains 3053 members Mstep: Class 17 contains 3086 members Mstep: Class 18 contains 3879 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9072 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55437112.000000 Penalty: 74233.218750 Iteration 254Q: 24 clusters Score -5.543711e+07 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4948 members Mstep: Class 2 contains 45555 members Mstep: Class 3 contains 54324 members Mstep: Class 4 contains 64942 members Mstep: Class 5 contains 221046 members Mstep: Class 6 contains 7432 members Mstep: Class 7 contains 13972 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3500 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7833 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2091 members Mstep: Class 16 contains 3056 members Mstep: Class 17 contains 3084 members Mstep: Class 18 contains 3861 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9045 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55437172.000000 Penalty: 74233.218750 Iteration 255Q: 24 clusters Score -5.543717e+07 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 44853 members Mstep: Class 3 contains 54262 members Mstep: Class 4 contains 64955 members Mstep: Class 5 contains 221846 members Mstep: Class 6 contains 7443 members Mstep: Class 7 contains 13975 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3498 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7845 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2080 members Mstep: Class 16 contains 3054 members Mstep: Class 17 contains 3086 members Mstep: Class 18 contains 3838 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 9008 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55437120.000000 Penalty: 74233.218750 Iteration 256Q: 24 clusters Score -5.543712e+07 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 44142 members Mstep: Class 3 contains 54208 members Mstep: Class 4 contains 64973 members Mstep: Class 5 contains 222628 members Mstep: Class 6 contains 7452 members Mstep: Class 7 contains 13982 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3497 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7863 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2066 members Mstep: Class 16 contains 3056 members Mstep: Class 17 contains 3084 members Mstep: Class 18 contains 3824 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8969 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55437128.000000 Penalty: 74233.218750 Iteration 257Q: 24 clusters Score -5.543713e+07 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 43426 members Mstep: Class 3 contains 54158 members Mstep: Class 4 contains 64988 members Mstep: Class 5 contains 223412 members Mstep: Class 6 contains 7465 members Mstep: Class 7 contains 13992 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3496 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7882 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2055 members Mstep: Class 16 contains 3053 members Mstep: Class 17 contains 3086 members Mstep: Class 18 contains 3800 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8931 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55437140.000000 Penalty: 74233.218750 Iteration 258Q: 24 clusters Score -5.543714e+07 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 42727 members Mstep: Class 3 contains 54111 members Mstep: Class 4 contains 65006 members Mstep: Class 5 contains 224175 members Mstep: Class 6 contains 7488 members Mstep: Class 7 contains 13989 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3497 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7892 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2048 members Mstep: Class 16 contains 3054 members Mstep: Class 17 contains 3088 members Mstep: Class 18 contains 3777 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8891 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55437232.000000 Penalty: 74233.218750 Iteration 259Q: 24 clusters Score -5.543723e+07 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4944 members Mstep: Class 2 contains 42013 members Mstep: Class 3 contains 54055 members Mstep: Class 4 contains 65014 members Mstep: Class 5 contains 224968 members Mstep: Class 6 contains 7503 members Mstep: Class 7 contains 13995 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3497 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7906 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2044 members Mstep: Class 16 contains 3055 members Mstep: Class 17 contains 3090 members Mstep: Class 18 contains 3757 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8848 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55437248.000000 Penalty: 74233.218750 Iteration 260F: 24 clusters Score -5.543725e+07 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 41306 members Mstep: Class 3 contains 53980 members Mstep: Class 4 contains 65026 members Mstep: Class 5 contains 225755 members Mstep: Class 6 contains 7512 members Mstep: Class 7 contains 13990 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3497 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7921 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2040 members Mstep: Class 16 contains 3057 members Mstep: Class 17 contains 3096 members Mstep: Class 18 contains 3743 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8819 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55437300.000000 Penalty: 74233.218750 Iteration 261Q: 24 clusters Score -5.54373e+07 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4948 members Mstep: Class 2 contains 40622 members Mstep: Class 3 contains 53899 members Mstep: Class 4 contains 65044 members Mstep: Class 5 contains 226532 members Mstep: Class 6 contains 7522 members Mstep: Class 7 contains 13970 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3497 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7941 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2035 members Mstep: Class 16 contains 3055 members Mstep: Class 17 contains 3100 members Mstep: Class 18 contains 3735 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8789 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55437272.000000 Penalty: 74233.218750 Iteration 262Q: 24 clusters Score -5.543727e+07 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 39936 members Mstep: Class 3 contains 53825 members Mstep: Class 4 contains 65066 members Mstep: Class 5 contains 227297 members Mstep: Class 6 contains 7541 members Mstep: Class 7 contains 13950 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3497 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7959 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2032 members Mstep: Class 16 contains 3055 members Mstep: Class 17 contains 3106 members Mstep: Class 18 contains 3723 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8756 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55437272.000000 Penalty: 74233.218750 Iteration 263Q: 24 clusters Score -5.543727e+07 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 39244 members Mstep: Class 3 contains 53755 members Mstep: Class 4 contains 65080 members Mstep: Class 5 contains 228039 members Mstep: Class 6 contains 7553 members Mstep: Class 7 contains 13951 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3497 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 7980 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2027 members Mstep: Class 16 contains 3058 members Mstep: Class 17 contains 3113 members Mstep: Class 18 contains 3713 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8733 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55437448.000000 Penalty: 74233.218750 Iteration 264Q: 24 clusters Score -5.543745e+07 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4944 members Mstep: Class 2 contains 38559 members Mstep: Class 3 contains 53682 members Mstep: Class 4 contains 65093 members Mstep: Class 5 contains 228796 members Mstep: Class 6 contains 7568 members Mstep: Class 7 contains 13940 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3497 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8000 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2020 members Mstep: Class 16 contains 3058 members Mstep: Class 17 contains 3121 members Mstep: Class 18 contains 3698 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8713 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55437500.000000 Penalty: 74233.218750 Iteration 265Q: 24 clusters Score -5.54375e+07 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 37900 members Mstep: Class 3 contains 53624 members Mstep: Class 4 contains 65107 members Mstep: Class 5 contains 229504 members Mstep: Class 6 contains 7587 members Mstep: Class 7 contains 13931 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3497 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8017 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2019 members Mstep: Class 16 contains 3058 members Mstep: Class 17 contains 3125 members Mstep: Class 18 contains 3685 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8689 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55437732.000000 Penalty: 74233.218750 Iteration 266Q: 24 clusters Score -5.543773e+07 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 37229 members Mstep: Class 3 contains 53570 members Mstep: Class 4 contains 65117 members Mstep: Class 5 contains 230222 members Mstep: Class 6 contains 7608 members Mstep: Class 7 contains 13933 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3497 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8033 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2018 members Mstep: Class 16 contains 3056 members Mstep: Class 17 contains 3131 members Mstep: Class 18 contains 3667 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8662 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55437904.000000 Penalty: 74233.218750 Iteration 267Q: 24 clusters Score -5.54379e+07 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 36583 members Mstep: Class 3 contains 53502 members Mstep: Class 4 contains 65132 members Mstep: Class 5 contains 230907 members Mstep: Class 6 contains 7629 members Mstep: Class 7 contains 13948 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3497 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8049 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2017 members Mstep: Class 16 contains 3057 members Mstep: Class 17 contains 3135 members Mstep: Class 18 contains 3653 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8633 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55438108.000000 Penalty: 74233.218750 Iteration 268Q: 24 clusters Score -5.543811e+07 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 35979 members Mstep: Class 3 contains 53427 members Mstep: Class 4 contains 65153 members Mstep: Class 5 contains 231547 members Mstep: Class 6 contains 7652 members Mstep: Class 7 contains 13956 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3496 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8074 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2012 members Mstep: Class 16 contains 3057 members Mstep: Class 17 contains 3135 members Mstep: Class 18 contains 3637 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8615 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55438160.000000 Penalty: 74233.218750 Iteration 269Q: 24 clusters Score -5.543816e+07 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4948 members Mstep: Class 2 contains 35368 members Mstep: Class 3 contains 53342 members Mstep: Class 4 contains 65176 members Mstep: Class 5 contains 232170 members Mstep: Class 6 contains 7687 members Mstep: Class 7 contains 13967 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3497 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8108 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2007 members Mstep: Class 16 contains 3055 members Mstep: Class 17 contains 3139 members Mstep: Class 18 contains 3622 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8603 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55438232.000000 Penalty: 74233.218750 Iteration 270Q: 24 clusters Score -5.543823e+07 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 34785 members Mstep: Class 3 contains 53270 members Mstep: Class 4 contains 65195 members Mstep: Class 5 contains 232775 members Mstep: Class 6 contains 7714 members Mstep: Class 7 contains 13971 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3495 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8141 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2008 members Mstep: Class 16 contains 3053 members Mstep: Class 17 contains 3139 members Mstep: Class 18 contains 3606 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8591 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55438360.000000 Penalty: 74233.218750 Iteration 271Q: 24 clusters Score -5.543836e+07 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 34232 members Mstep: Class 3 contains 53181 members Mstep: Class 4 contains 65209 members Mstep: Class 5 contains 233400 members Mstep: Class 6 contains 7732 members Mstep: Class 7 contains 13964 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3495 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8170 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2004 members Mstep: Class 16 contains 3053 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3591 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8574 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55438620.000000 Penalty: 74233.218750 Iteration 272Q: 24 clusters Score -5.543862e+07 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4944 members Mstep: Class 2 contains 33655 members Mstep: Class 3 contains 53099 members Mstep: Class 4 contains 65223 members Mstep: Class 5 contains 234033 members Mstep: Class 6 contains 7755 members Mstep: Class 7 contains 13958 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3492 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8196 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2000 members Mstep: Class 16 contains 3053 members Mstep: Class 17 contains 3145 members Mstep: Class 18 contains 3579 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8557 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55438580.000000 Penalty: 74233.218750 Iteration 273Q: 24 clusters Score -5.543858e+07 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 33136 members Mstep: Class 3 contains 53020 members Mstep: Class 4 contains 65230 members Mstep: Class 5 contains 234633 members Mstep: Class 6 contains 7774 members Mstep: Class 7 contains 13931 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3492 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8224 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2000 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 3147 members Mstep: Class 18 contains 3571 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8536 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55438596.000000 Penalty: 74233.218750 Iteration 274Q: 24 clusters Score -5.54386e+07 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 32651 members Mstep: Class 3 contains 52940 members Mstep: Class 4 contains 65244 members Mstep: Class 5 contains 235200 members Mstep: Class 6 contains 7793 members Mstep: Class 7 contains 13897 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3491 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8249 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2005 members Mstep: Class 16 contains 3054 members Mstep: Class 17 contains 3149 members Mstep: Class 18 contains 3559 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8514 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55438676.000000 Penalty: 74233.218750 Iteration 275Q: 24 clusters Score -5.543868e+07 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 32198 members Mstep: Class 3 contains 52877 members Mstep: Class 4 contains 65255 members Mstep: Class 5 contains 235731 members Mstep: Class 6 contains 7811 members Mstep: Class 7 contains 13872 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3491 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8268 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2005 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 3152 members Mstep: Class 18 contains 3545 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8487 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55438676.000000 Penalty: 74233.218750 Iteration 276Q: 24 clusters Score -5.543868e+07 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 31763 members Mstep: Class 3 contains 52820 members Mstep: Class 4 contains 65264 members Mstep: Class 5 contains 236223 members Mstep: Class 6 contains 7835 members Mstep: Class 7 contains 13849 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3491 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8288 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2004 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 3157 members Mstep: Class 18 contains 3530 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8470 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55438864.000000 Penalty: 74233.218750 Iteration 277Q: 24 clusters Score -5.543886e+07 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4944 members Mstep: Class 2 contains 31318 members Mstep: Class 3 contains 52762 members Mstep: Class 4 contains 65278 members Mstep: Class 5 contains 236728 members Mstep: Class 6 contains 7860 members Mstep: Class 7 contains 13822 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3490 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8314 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2003 members Mstep: Class 16 contains 3050 members Mstep: Class 17 contains 3158 members Mstep: Class 18 contains 3510 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8452 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55438696.000000 Penalty: 74233.218750 Iteration 278Q: 24 clusters Score -5.54387e+07 nChanged 758 Entering ConstructFrom: Score: -55438696.000000 Penalty: 74233.218750 Entering ConstructFrom: Trying to split cluster 1 (4949 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Entering Unmasked Estep Score: -632009.562500 Penalty: 2109.721436 Iteration 0F: 2 clusters Score -632009.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -627518.812500 Penalty: 4219.442871 Iteration 0F: 3 clusters Score -627518.8 nChanged 1859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -628520.125000 Penalty: 4219.442871 Iteration 1F: 3 clusters Score -628520.1 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -628724.687500 Penalty: 4219.442871 Iteration 2F: 3 clusters Score -628724.7 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -628859.750000 Penalty: 4219.442871 Iteration 3Q: 3 clusters Score -628859.8 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -628956.625000 Penalty: 4219.442871 Iteration 4Q: 3 clusters Score -628956.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -629029.437500 Penalty: 4219.442871 Iteration 5Q: 3 clusters Score -629029.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -629071.125000 Penalty: 4219.442871 Iteration 6Q: 3 clusters Score -629071.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -629107.750000 Penalty: 4219.442871 Iteration 7Q: 3 clusters Score -629107.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -629153.750000 Penalty: 4219.442871 Iteration 8Q: 3 clusters Score -629153.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -629196.125000 Penalty: 4219.442871 Iteration 9Q: 3 clusters Score -629196.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -629229.437500 Penalty: 4219.442871 Iteration 10Q: 3 clusters Score -629229.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -629265.687500 Penalty: 4219.442871 Iteration 11Q: 3 clusters Score -629265.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -629299.062500 Penalty: 4219.442871 Iteration 12Q: 3 clusters Score -629299.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -629321.000000 Penalty: 4219.442871 Iteration 13Q: 3 clusters Score -629321 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -629341.062500 Penalty: 4219.442871 Iteration 14Q: 3 clusters Score -629341.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -629356.500000 Penalty: 4219.442871 Iteration 15Q: 3 clusters Score -629356.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -629374.562500 Penalty: 4219.442871 Iteration 16Q: 3 clusters Score -629374.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -629396.812500 Penalty: 4219.442871 Iteration 17Q: 3 clusters Score -629396.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -629422.687500 Penalty: 4219.442871 Iteration 18Q: 3 clusters Score -629422.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -629456.187500 Penalty: 4219.442871 Iteration 19Q: 3 clusters Score -629456.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -629484.687500 Penalty: 4219.442871 Iteration 20F: 3 clusters Score -629484.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -629517.625000 Penalty: 4219.442871 Iteration 21Q: 3 clusters Score -629517.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -629551.812500 Penalty: 4219.442871 Iteration 22Q: 3 clusters Score -629551.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -629592.437500 Penalty: 4219.442871 Iteration 23Q: 3 clusters Score -629592.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -629636.687500 Penalty: 4219.442871 Iteration 24Q: 3 clusters Score -629636.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -629681.812500 Penalty: 4219.442871 Iteration 25Q: 3 clusters Score -629681.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -629711.750000 Penalty: 4219.442871 Iteration 26Q: 3 clusters Score -629711.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -629736.875000 Penalty: 4219.442871 Iteration 27Q: 3 clusters Score -629736.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -629760.000000 Penalty: 4219.442871 Iteration 28Q: 3 clusters Score -629760 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -629783.812500 Penalty: 4219.442871 Iteration 29Q: 3 clusters Score -629783.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -629805.375000 Penalty: 4219.442871 Iteration 30Q: 3 clusters Score -629805.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -629824.750000 Penalty: 4219.442871 Iteration 31Q: 3 clusters Score -629824.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -629842.125000 Penalty: 4219.442871 Iteration 32Q: 3 clusters Score -629842.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -629862.875000 Penalty: 4219.442871 Iteration 33Q: 3 clusters Score -629862.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -629882.312500 Penalty: 4219.442871 Iteration 34Q: 3 clusters Score -629882.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -629901.000000 Penalty: 4219.442871 Iteration 35Q: 3 clusters Score -629901 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -629923.937500 Penalty: 4219.442871 Iteration 36Q: 3 clusters Score -629923.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -629958.875000 Penalty: 4219.442871 Iteration 37Q: 3 clusters Score -629958.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -629977.687500 Penalty: 4219.442871 Iteration 38Q: 3 clusters Score -629977.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -629991.625000 Penalty: 4219.442871 Iteration 39Q: 3 clusters Score -629991.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -630001.500000 Penalty: 4219.442871 Iteration 40F: 3 clusters Score -630001.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -630014.187500 Penalty: 4219.442871 Iteration 41Q: 3 clusters Score -630014.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -630021.250000 Penalty: 4219.442871 Iteration 42Q: 3 clusters Score -630021.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -630036.187500 Penalty: 4219.442871 Iteration 43Q: 3 clusters Score -630036.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -630050.062500 Penalty: 4219.442871 Iteration 44Q: 3 clusters Score -630050.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -630058.000000 Penalty: 4219.442871 Iteration 45Q: 3 clusters Score -630058 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -630067.125000 Penalty: 4219.442871 Iteration 46Q: 3 clusters Score -630067.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -630078.250000 Penalty: 4219.442871 Iteration 47Q: 3 clusters Score -630078.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -630086.937500 Penalty: 4219.442871 Iteration 48Q: 3 clusters Score -630086.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -630094.937500 Penalty: 4219.442871 Iteration 49Q: 3 clusters Score -630094.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -630098.375000 Penalty: 4219.442871 Iteration 50Q: 3 clusters Score -630098.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -630103.000000 Penalty: 4219.442871 Iteration 51Q: 3 clusters Score -630103 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -630106.875000 Penalty: 4219.442871 Iteration 52Q: 3 clusters Score -630106.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -630110.062500 Penalty: 4219.442871 Iteration 53Q: 3 clusters Score -630110.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -630110.250000 Penalty: 4219.442871 Iteration 54Q: 3 clusters Score -630110.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -630111.000000 Penalty: 4219.442871 Iteration 55Q: 3 clusters Score -630111 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -630113.062500 Penalty: 4219.442871 Iteration 56Q: 3 clusters Score -630113.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -630114.437500 Penalty: 4219.442871 Iteration 57Q: 3 clusters Score -630114.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -630115.937500 Penalty: 4219.442871 Iteration 58Q: 3 clusters Score -630115.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -630118.437500 Penalty: 4219.442871 Iteration 59Q: 3 clusters Score -630118.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -630118.312500 Penalty: 4219.442871 Iteration 60F: 3 clusters Score -630118.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (30849 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30849 members Entering Unmasked Estep Score: -3867931.750000 Penalty: 2563.541260 Iteration 0F: 2 clusters Score -3867932 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15448 members Mstep: Class 2 contains 15401 members Entering Unmasked Estep Score: -3846875.000000 Penalty: 5127.082520 Iteration 0F: 3 clusters Score -3846875 nChanged 13913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15871 members Mstep: Class 2 contains 14978 members Entering Unmasked Estep Score: -3854233.750000 Penalty: 5127.082520 Iteration 1F: 3 clusters Score -3854234 nChanged 1353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16120 members Mstep: Class 2 contains 14729 members Entering Unmasked Estep Score: -3854645.000000 Penalty: 5127.082520 Iteration 2Q: 3 clusters Score -3854645 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16453 members Mstep: Class 2 contains 14396 members Entering Unmasked Estep Score: -3854961.750000 Penalty: 5127.082520 Iteration 3Q: 3 clusters Score -3854962 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16901 members Mstep: Class 2 contains 13948 members Entering Unmasked Estep Score: -3855252.500000 Penalty: 5127.082520 Iteration 4Q: 3 clusters Score -3855252 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17551 members Mstep: Class 2 contains 13298 members Entering Unmasked Estep Score: -3855591.750000 Penalty: 5127.082520 Iteration 5Q: 3 clusters Score -3855592 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18429 members Mstep: Class 2 contains 12420 members Entering Unmasked Estep Score: -3855992.250000 Penalty: 5127.082520 Iteration 6Q: 3 clusters Score -3855992 nChanged 1263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19540 members Mstep: Class 2 contains 11309 members Entering Unmasked Estep Score: -3856560.750000 Penalty: 5127.082520 Iteration 7Q: 3 clusters Score -3856561 nChanged 1531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20989 members Mstep: Class 2 contains 9860 members Entering Unmasked Estep Score: -3857359.000000 Penalty: 5127.082520 Iteration 8Q: 3 clusters Score -3857359 nChanged 1821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22778 members Mstep: Class 2 contains 8071 members Entering Unmasked Estep Score: -3858527.000000 Penalty: 5127.082520 Iteration 9F: 3 clusters Score -3858527 nChanged 2010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24774 members Mstep: Class 2 contains 6075 members Entering Unmasked Estep Score: -3860052.500000 Penalty: 5127.082520 Iteration 10F: 3 clusters Score -3860052 nChanged 2024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26796 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -3861782.250000 Penalty: 5127.082520 Iteration 11F: 3 clusters Score -3861782 nChanged 1725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28519 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -3863435.500000 Penalty: 5127.082520 Iteration 12F: 3 clusters Score -3863436 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29638 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -3864590.000000 Penalty: 5127.082520 Iteration 13Q: 3 clusters Score -3864590 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30199 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -3865158.500000 Penalty: 5127.082520 Iteration 14Q: 3 clusters Score -3865158 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30425 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -3865413.750000 Penalty: 5127.082520 Iteration 15Q: 3 clusters Score -3865414 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30520 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -3865549.500000 Penalty: 5127.082520 Iteration 16Q: 3 clusters Score -3865550 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30558 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -3865603.000000 Penalty: 5127.082520 Iteration 17Q: 3 clusters Score -3865603 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30575 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -3865626.250000 Penalty: 5127.082520 Iteration 18Q: 3 clusters Score -3865626 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30588 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -3865651.250000 Penalty: 5127.082520 Iteration 19Q: 3 clusters Score -3865651 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30596 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -3865652.000000 Penalty: 5127.082520 Iteration 20F: 3 clusters Score -3865652 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30599 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -3865662.750000 Penalty: 5127.082520 Iteration 21Q: 3 clusters Score -3865663 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30600 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -3865664.750000 Penalty: 5127.082520 Iteration 22Q: 3 clusters Score -3865665 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30600 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -3865664.750000 Penalty: 5127.082520 Iteration 23F: 3 clusters Score -3865665 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (52726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52726 members Entering Unmasked Estep Score: -6734481.500000 Penalty: 2696.470215 Iteration 0F: 2 clusters Score -6734482 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26495 members Mstep: Class 2 contains 26231 members Entering Unmasked Estep Score: -6698759.000000 Penalty: 5392.940430 Iteration 0F: 3 clusters Score -6698759 nChanged 24505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27990 members Mstep: Class 2 contains 24736 members Entering Unmasked Estep Score: -6712477.500000 Penalty: 5392.940430 Iteration 1F: 3 clusters Score -6712478 nChanged 2279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29041 members Mstep: Class 2 contains 23685 members Entering Unmasked Estep Score: -6713328.000000 Penalty: 5392.940430 Iteration 2Q: 3 clusters Score -6713328 nChanged 2555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30642 members Mstep: Class 2 contains 22084 members Entering Unmasked Estep Score: -6714435.500000 Penalty: 5392.940430 Iteration 3Q: 3 clusters Score -6714436 nChanged 3144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32922 members Mstep: Class 2 contains 19804 members Entering Unmasked Estep Score: -6716273.000000 Penalty: 5392.940430 Iteration 4F: 3 clusters Score -6716273 nChanged 3969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36177 members Mstep: Class 2 contains 16549 members Entering Unmasked Estep Score: -6719012.500000 Penalty: 5392.940430 Iteration 5F: 3 clusters Score -6719012 nChanged 4374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40111 members Mstep: Class 2 contains 12615 members Entering Unmasked Estep Score: -6722627.500000 Penalty: 5392.940430 Iteration 6F: 3 clusters Score -6722628 nChanged 4137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44066 members Mstep: Class 2 contains 8660 members Entering Unmasked Estep Score: -6726409.000000 Penalty: 5392.940430 Iteration 7F: 3 clusters Score -6726409 nChanged 3195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47189 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -6729436.000000 Penalty: 5392.940430 Iteration 8F: 3 clusters Score -6729436 nChanged 1861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49006 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -6731237.000000 Penalty: 5392.940430 Iteration 9Q: 3 clusters Score -6731237 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49908 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -6732320.500000 Penalty: 5392.940430 Iteration 10Q: 3 clusters Score -6732320 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50301 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -6732877.500000 Penalty: 5392.940430 Iteration 11Q: 3 clusters Score -6732878 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50506 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -6733093.500000 Penalty: 5392.940430 Iteration 12Q: 3 clusters Score -6733094 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50655 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -6733210.000000 Penalty: 5392.940430 Iteration 13Q: 3 clusters Score -6733210 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50754 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -6733267.500000 Penalty: 5392.940430 Iteration 14Q: 3 clusters Score -6733268 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50815 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -6733317.500000 Penalty: 5392.940430 Iteration 15Q: 3 clusters Score -6733318 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50863 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -6733351.000000 Penalty: 5392.940430 Iteration 16Q: 3 clusters Score -6733351 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50890 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -6733370.500000 Penalty: 5392.940430 Iteration 17Q: 3 clusters Score -6733370 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50911 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -6733370.000000 Penalty: 5392.940430 Iteration 18Q: 3 clusters Score -6733370 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50930 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -6733368.000000 Penalty: 5392.940430 Iteration 19Q: 3 clusters Score -6733368 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50933 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -6733367.500000 Penalty: 5392.940430 Iteration 20F: 3 clusters Score -6733368 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50936 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -6733377.000000 Penalty: 5392.940430 Iteration 21Q: 3 clusters Score -6733377 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50939 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -6733375.000000 Penalty: 5392.940430 Iteration 22Q: 3 clusters Score -6733375 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50940 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -6733375.000000 Penalty: 5392.940430 Iteration 23Q: 3 clusters Score -6733375 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50941 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -6733372.000000 Penalty: 5392.940430 Iteration 24Q: 3 clusters Score -6733372 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50947 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -6733368.500000 Penalty: 5392.940430 Iteration 25Q: 3 clusters Score -6733368 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50953 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -6733366.500000 Penalty: 5392.940430 Iteration 26Q: 3 clusters Score -6733366 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50958 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -6733367.000000 Penalty: 5392.940430 Iteration 27Q: 3 clusters Score -6733367 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50960 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -6733362.500000 Penalty: 5392.940430 Iteration 28Q: 3 clusters Score -6733362 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50960 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -6733362.500000 Penalty: 5392.940430 Iteration 29F: 3 clusters Score -6733362 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (65286 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65286 members Entering Unmasked Estep Score: -8213600.500000 Penalty: 2749.459961 Iteration 0F: 2 clusters Score -8213600 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32820 members Mstep: Class 2 contains 32466 members Entering Unmasked Estep Score: -8169953.500000 Penalty: 5498.919922 Iteration 0F: 3 clusters Score -8169954 nChanged 30536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33794 members Mstep: Class 2 contains 31492 members Entering Unmasked Estep Score: -8186685.500000 Penalty: 5498.919922 Iteration 1F: 3 clusters Score -8186686 nChanged 2243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34293 members Mstep: Class 2 contains 30993 members Entering Unmasked Estep Score: -8187221.000000 Penalty: 5498.919922 Iteration 2Q: 3 clusters Score -8187221 nChanged 2141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35078 members Mstep: Class 2 contains 30208 members Entering Unmasked Estep Score: -8187845.000000 Penalty: 5498.919922 Iteration 3Q: 3 clusters Score -8187845 nChanged 2176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36256 members Mstep: Class 2 contains 29030 members Entering Unmasked Estep Score: -8188468.000000 Penalty: 5498.919922 Iteration 4Q: 3 clusters Score -8188468 nChanged 2430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37998 members Mstep: Class 2 contains 27288 members Entering Unmasked Estep Score: -8189383.000000 Penalty: 5498.919922 Iteration 5Q: 3 clusters Score -8189383 nChanged 2920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40496 members Mstep: Class 2 contains 24790 members Entering Unmasked Estep Score: -8190833.000000 Penalty: 5498.919922 Iteration 6Q: 3 clusters Score -8190833 nChanged 3714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43958 members Mstep: Class 2 contains 21328 members Entering Unmasked Estep Score: -8193097.000000 Penalty: 5498.919922 Iteration 7F: 3 clusters Score -8193097 nChanged 4571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48373 members Mstep: Class 2 contains 16913 members Entering Unmasked Estep Score: -8196569.500000 Penalty: 5498.919922 Iteration 8F: 3 clusters Score -8196570 nChanged 5157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53408 members Mstep: Class 2 contains 11878 members Entering Unmasked Estep Score: -8201135.000000 Penalty: 5498.919922 Iteration 9F: 3 clusters Score -8201135 nChanged 4614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57926 members Mstep: Class 2 contains 7360 members Entering Unmasked Estep Score: -8205438.000000 Penalty: 5498.919922 Iteration 10F: 3 clusters Score -8205438 nChanged 3157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61011 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -8208395.500000 Penalty: 5498.919922 Iteration 11Q: 3 clusters Score -8208396 nChanged 1656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62599 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -8210023.500000 Penalty: 5498.919922 Iteration 12Q: 3 clusters Score -8210024 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63308 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -8210938.500000 Penalty: 5498.919922 Iteration 13Q: 3 clusters Score -8210938 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63555 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -8211474.000000 Penalty: 5498.919922 Iteration 14Q: 3 clusters Score -8211474 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63612 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -8211715.000000 Penalty: 5498.919922 Iteration 15Q: 3 clusters Score -8211715 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63587 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -8211853.500000 Penalty: 5498.919922 Iteration 16Q: 3 clusters Score -8211854 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63551 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -8211918.000000 Penalty: 5498.919922 Iteration 17Q: 3 clusters Score -8211918 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63496 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -8211983.500000 Penalty: 5498.919922 Iteration 18Q: 3 clusters Score -8211984 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63438 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -8212050.000000 Penalty: 5498.919922 Iteration 19Q: 3 clusters Score -8212050 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63370 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -8212121.500000 Penalty: 5498.919922 Iteration 20F: 3 clusters Score -8212122 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63299 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -8212152.500000 Penalty: 5498.919922 Iteration 21Q: 3 clusters Score -8212152 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63238 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -8212182.000000 Penalty: 5498.919922 Iteration 22Q: 3 clusters Score -8212182 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63183 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -8212196.500000 Penalty: 5498.919922 Iteration 23Q: 3 clusters Score -8212196 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63128 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -8212216.500000 Penalty: 5498.919922 Iteration 24Q: 3 clusters Score -8212216 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63084 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -8212222.000000 Penalty: 5498.919922 Iteration 25Q: 3 clusters Score -8212222 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63049 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -8212220.500000 Penalty: 5498.919922 Iteration 26Q: 3 clusters Score -8212220 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63029 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -8212225.500000 Penalty: 5498.919922 Iteration 27Q: 3 clusters Score -8212226 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63012 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -8212235.000000 Penalty: 5498.919922 Iteration 28Q: 3 clusters Score -8212235 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62997 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -8212231.500000 Penalty: 5498.919922 Iteration 29Q: 3 clusters Score -8212232 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62981 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -8212244.000000 Penalty: 5498.919922 Iteration 30Q: 3 clusters Score -8212244 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62971 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -8212242.500000 Penalty: 5498.919922 Iteration 31Q: 3 clusters Score -8212242 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62960 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -8212252.000000 Penalty: 5498.919922 Iteration 32Q: 3 clusters Score -8212252 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62956 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -8212249.000000 Penalty: 5498.919922 Iteration 33Q: 3 clusters Score -8212249 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62950 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -8212250.000000 Penalty: 5498.919922 Iteration 34Q: 3 clusters Score -8212250 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62948 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -8212259.000000 Penalty: 5498.919922 Iteration 35Q: 3 clusters Score -8212259 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62945 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -8212255.000000 Penalty: 5498.919922 Iteration 36Q: 3 clusters Score -8212255 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62936 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -8212254.000000 Penalty: 5498.919922 Iteration 37Q: 3 clusters Score -8212254 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62927 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -8212256.000000 Penalty: 5498.919922 Iteration 38Q: 3 clusters Score -8212256 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62921 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -8212260.000000 Penalty: 5498.919922 Iteration 39Q: 3 clusters Score -8212260 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62919 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -8212259.000000 Penalty: 5498.919922 Iteration 40F: 3 clusters Score -8212259 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62916 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -8212255.000000 Penalty: 5498.919922 Iteration 41Q: 3 clusters Score -8212255 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62912 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -8212255.000000 Penalty: 5498.919922 Iteration 42Q: 3 clusters Score -8212255 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62907 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -8212253.500000 Penalty: 5498.919922 Iteration 43Q: 3 clusters Score -8212254 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62902 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -8212251.000000 Penalty: 5498.919922 Iteration 44Q: 3 clusters Score -8212251 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62901 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -8212252.000000 Penalty: 5498.919922 Iteration 45Q: 3 clusters Score -8212252 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62901 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -8212252.000000 Penalty: 5498.919922 Iteration 46F: 3 clusters Score -8212252 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (237224 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237224 members Entering Unmasked Estep Score: -29609774.000000 Penalty: 3069.436523 Iteration 0F: 2 clusters Score -2.960977e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118854 members Mstep: Class 2 contains 118370 members Entering Unmasked Estep Score: -29458540.000000 Penalty: 6138.873047 Iteration 0F: 3 clusters Score -2.945854e+07 nChanged 114399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123875 members Mstep: Class 2 contains 113349 members Entering Unmasked Estep Score: -29527244.000000 Penalty: 6138.873047 Iteration 1F: 3 clusters Score -2.952724e+07 nChanged 8944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126665 members Mstep: Class 2 contains 110559 members Entering Unmasked Estep Score: -29530312.000000 Penalty: 6138.873047 Iteration 2Q: 3 clusters Score -2.953031e+07 nChanged 10639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130856 members Mstep: Class 2 contains 106368 members Entering Unmasked Estep Score: -29535034.000000 Penalty: 6138.873047 Iteration 3Q: 3 clusters Score -2.953503e+07 nChanged 12691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136789 members Mstep: Class 2 contains 100435 members Entering Unmasked Estep Score: -29541904.000000 Penalty: 6138.873047 Iteration 4F: 3 clusters Score -2.95419e+07 nChanged 14552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144467 members Mstep: Class 2 contains 92757 members Entering Unmasked Estep Score: -29551208.000000 Penalty: 6138.873047 Iteration 5F: 3 clusters Score -2.955121e+07 nChanged 15895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153748 members Mstep: Class 2 contains 83476 members Entering Unmasked Estep Score: -29563108.000000 Penalty: 6138.873047 Iteration 6F: 3 clusters Score -2.956311e+07 nChanged 15843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163543 members Mstep: Class 2 contains 73681 members Entering Unmasked Estep Score: -29575994.000000 Penalty: 6138.873047 Iteration 7F: 3 clusters Score -2.957599e+07 nChanged 13627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171954 members Mstep: Class 2 contains 65270 members Entering Unmasked Estep Score: -29585882.000000 Penalty: 6138.873047 Iteration 8F: 3 clusters Score -2.958588e+07 nChanged 10291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178679 members Mstep: Class 2 contains 58545 members Entering Unmasked Estep Score: -29591958.000000 Penalty: 6138.873047 Iteration 9Q: 3 clusters Score -2.959196e+07 nChanged 7506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184323 members Mstep: Class 2 contains 52901 members Entering Unmasked Estep Score: -29595146.000000 Penalty: 6138.873047 Iteration 10Q: 3 clusters Score -2.959515e+07 nChanged 5870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189495 members Mstep: Class 2 contains 47729 members Entering Unmasked Estep Score: -29597530.000000 Penalty: 6138.873047 Iteration 11Q: 3 clusters Score -2.959753e+07 nChanged 5232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194385 members Mstep: Class 2 contains 42839 members Entering Unmasked Estep Score: -29599378.000000 Penalty: 6138.873047 Iteration 12Q: 3 clusters Score -2.959938e+07 nChanged 4626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198823 members Mstep: Class 2 contains 38401 members Entering Unmasked Estep Score: -29601022.000000 Penalty: 6138.873047 Iteration 13Q: 3 clusters Score -2.960102e+07 nChanged 4214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202931 members Mstep: Class 2 contains 34293 members Entering Unmasked Estep Score: -29602168.000000 Penalty: 6138.873047 Iteration 14Q: 3 clusters Score -2.960217e+07 nChanged 3847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206696 members Mstep: Class 2 contains 30528 members Entering Unmasked Estep Score: -29603372.000000 Penalty: 6138.873047 Iteration 15Q: 3 clusters Score -2.960337e+07 nChanged 3537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210181 members Mstep: Class 2 contains 27043 members Entering Unmasked Estep Score: -29604488.000000 Penalty: 6138.873047 Iteration 16Q: 3 clusters Score -2.960449e+07 nChanged 3259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213392 members Mstep: Class 2 contains 23832 members Entering Unmasked Estep Score: -29605548.000000 Penalty: 6138.873047 Iteration 17Q: 3 clusters Score -2.960555e+07 nChanged 2917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216277 members Mstep: Class 2 contains 20947 members Entering Unmasked Estep Score: -29606388.000000 Penalty: 6138.873047 Iteration 18Q: 3 clusters Score -2.960639e+07 nChanged 2569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218808 members Mstep: Class 2 contains 18416 members Entering Unmasked Estep Score: -29607200.000000 Penalty: 6138.873047 Iteration 19Q: 3 clusters Score -2.96072e+07 nChanged 2185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220969 members Mstep: Class 2 contains 16255 members Entering Unmasked Estep Score: -29607840.000000 Penalty: 6138.873047 Iteration 20F: 3 clusters Score -2.960784e+07 nChanged 1828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222763 members Mstep: Class 2 contains 14461 members Entering Unmasked Estep Score: -29608386.000000 Penalty: 6138.873047 Iteration 21Q: 3 clusters Score -2.960839e+07 nChanged 1531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224262 members Mstep: Class 2 contains 12962 members Entering Unmasked Estep Score: -29608768.000000 Penalty: 6138.873047 Iteration 22Q: 3 clusters Score -2.960877e+07 nChanged 1270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225500 members Mstep: Class 2 contains 11724 members Entering Unmasked Estep Score: -29608940.000000 Penalty: 6138.873047 Iteration 23Q: 3 clusters Score -2.960894e+07 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226503 members Mstep: Class 2 contains 10721 members Entering Unmasked Estep Score: -29609196.000000 Penalty: 6138.873047 Iteration 24Q: 3 clusters Score -2.96092e+07 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227312 members Mstep: Class 2 contains 9912 members Entering Unmasked Estep Score: -29609306.000000 Penalty: 6138.873047 Iteration 25Q: 3 clusters Score -2.960931e+07 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227973 members Mstep: Class 2 contains 9251 members Entering Unmasked Estep Score: -29609318.000000 Penalty: 6138.873047 Iteration 26Q: 3 clusters Score -2.960932e+07 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228504 members Mstep: Class 2 contains 8720 members Entering Unmasked Estep Score: -29609312.000000 Penalty: 6138.873047 Iteration 27Q: 3 clusters Score -2.960931e+07 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228908 members Mstep: Class 2 contains 8316 members Entering Unmasked Estep Score: -29609328.000000 Penalty: 6138.873047 Iteration 28Q: 3 clusters Score -2.960933e+07 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229256 members Mstep: Class 2 contains 7968 members Entering Unmasked Estep Score: -29609320.000000 Penalty: 6138.873047 Iteration 29Q: 3 clusters Score -2.960932e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229543 members Mstep: Class 2 contains 7681 members Entering Unmasked Estep Score: -29609346.000000 Penalty: 6138.873047 Iteration 30Q: 3 clusters Score -2.960935e+07 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229783 members Mstep: Class 2 contains 7441 members Entering Unmasked Estep Score: -29609376.000000 Penalty: 6138.873047 Iteration 31Q: 3 clusters Score -2.960938e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229969 members Mstep: Class 2 contains 7255 members Entering Unmasked Estep Score: -29609416.000000 Penalty: 6138.873047 Iteration 32Q: 3 clusters Score -2.960942e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230137 members Mstep: Class 2 contains 7087 members Entering Unmasked Estep Score: -29609384.000000 Penalty: 6138.873047 Iteration 33Q: 3 clusters Score -2.960938e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230277 members Mstep: Class 2 contains 6947 members Entering Unmasked Estep Score: -29609404.000000 Penalty: 6138.873047 Iteration 34Q: 3 clusters Score -2.96094e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230392 members Mstep: Class 2 contains 6832 members Entering Unmasked Estep Score: -29609416.000000 Penalty: 6138.873047 Iteration 35Q: 3 clusters Score -2.960942e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230483 members Mstep: Class 2 contains 6741 members Entering Unmasked Estep Score: -29609440.000000 Penalty: 6138.873047 Iteration 36Q: 3 clusters Score -2.960944e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230556 members Mstep: Class 2 contains 6668 members Entering Unmasked Estep Score: -29609448.000000 Penalty: 6138.873047 Iteration 37Q: 3 clusters Score -2.960945e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230621 members Mstep: Class 2 contains 6603 members Entering Unmasked Estep Score: -29609436.000000 Penalty: 6138.873047 Iteration 38Q: 3 clusters Score -2.960944e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230680 members Mstep: Class 2 contains 6544 members Entering Unmasked Estep Score: -29609424.000000 Penalty: 6138.873047 Iteration 39Q: 3 clusters Score -2.960942e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230730 members Mstep: Class 2 contains 6494 members Entering Unmasked Estep Score: -29609432.000000 Penalty: 6138.873047 Iteration 40F: 3 clusters Score -2.960943e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230777 members Mstep: Class 2 contains 6447 members Entering Unmasked Estep Score: -29609414.000000 Penalty: 6138.873047 Iteration 41Q: 3 clusters Score -2.960941e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230826 members Mstep: Class 2 contains 6398 members Entering Unmasked Estep Score: -29609408.000000 Penalty: 6138.873047 Iteration 42Q: 3 clusters Score -2.960941e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230877 members Mstep: Class 2 contains 6347 members Entering Unmasked Estep Score: -29609388.000000 Penalty: 6138.873047 Iteration 43Q: 3 clusters Score -2.960939e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230922 members Mstep: Class 2 contains 6302 members Entering Unmasked Estep Score: -29609410.000000 Penalty: 6138.873047 Iteration 44Q: 3 clusters Score -2.960941e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230966 members Mstep: Class 2 contains 6258 members Entering Unmasked Estep Score: -29609442.000000 Penalty: 6138.873047 Iteration 45Q: 3 clusters Score -2.960944e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231003 members Mstep: Class 2 contains 6221 members Entering Unmasked Estep Score: -29609432.000000 Penalty: 6138.873047 Iteration 46Q: 3 clusters Score -2.960943e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231048 members Mstep: Class 2 contains 6176 members Entering Unmasked Estep Score: -29609420.000000 Penalty: 6138.873047 Iteration 47Q: 3 clusters Score -2.960942e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231084 members Mstep: Class 2 contains 6140 members Entering Unmasked Estep Score: -29609440.000000 Penalty: 6138.873047 Iteration 48Q: 3 clusters Score -2.960944e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231118 members Mstep: Class 2 contains 6106 members Entering Unmasked Estep Score: -29609428.000000 Penalty: 6138.873047 Iteration 49Q: 3 clusters Score -2.960943e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231143 members Mstep: Class 2 contains 6081 members Entering Unmasked Estep Score: -29609458.000000 Penalty: 6138.873047 Iteration 50Q: 3 clusters Score -2.960946e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231168 members Mstep: Class 2 contains 6056 members Entering Unmasked Estep Score: -29609452.000000 Penalty: 6138.873047 Iteration 51Q: 3 clusters Score -2.960945e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231196 members Mstep: Class 2 contains 6028 members Entering Unmasked Estep Score: -29609450.000000 Penalty: 6138.873047 Iteration 52Q: 3 clusters Score -2.960945e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231216 members Mstep: Class 2 contains 6008 members Entering Unmasked Estep Score: -29609446.000000 Penalty: 6138.873047 Iteration 53Q: 3 clusters Score -2.960945e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231233 members Mstep: Class 2 contains 5991 members Entering Unmasked Estep Score: -29609460.000000 Penalty: 6138.873047 Iteration 54Q: 3 clusters Score -2.960946e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231250 members Mstep: Class 2 contains 5974 members Entering Unmasked Estep Score: -29609454.000000 Penalty: 6138.873047 Iteration 55Q: 3 clusters Score -2.960945e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231267 members Mstep: Class 2 contains 5957 members Entering Unmasked Estep Score: -29609442.000000 Penalty: 6138.873047 Iteration 56Q: 3 clusters Score -2.960944e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231283 members Mstep: Class 2 contains 5941 members Entering Unmasked Estep Score: -29609450.000000 Penalty: 6138.873047 Iteration 57Q: 3 clusters Score -2.960945e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231311 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -29609442.000000 Penalty: 6138.873047 Iteration 58Q: 3 clusters Score -2.960944e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231339 members Mstep: Class 2 contains 5885 members Entering Unmasked Estep Score: -29609448.000000 Penalty: 6138.873047 Iteration 59Q: 3 clusters Score -2.960945e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231370 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -29609438.000000 Penalty: 6138.873047 Iteration 60F: 3 clusters Score -2.960944e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231402 members Mstep: Class 2 contains 5822 members Entering Unmasked Estep Score: -29609432.000000 Penalty: 6138.873047 Iteration 61Q: 3 clusters Score -2.960943e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231427 members Mstep: Class 2 contains 5797 members Entering Unmasked Estep Score: -29609424.000000 Penalty: 6138.873047 Iteration 62Q: 3 clusters Score -2.960942e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231446 members Mstep: Class 2 contains 5778 members Entering Unmasked Estep Score: -29609448.000000 Penalty: 6138.873047 Iteration 63Q: 3 clusters Score -2.960945e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231462 members Mstep: Class 2 contains 5762 members Entering Unmasked Estep Score: -29609446.000000 Penalty: 6138.873047 Iteration 64Q: 3 clusters Score -2.960945e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231482 members Mstep: Class 2 contains 5742 members Entering Unmasked Estep Score: -29609438.000000 Penalty: 6138.873047 Iteration 65Q: 3 clusters Score -2.960944e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231503 members Mstep: Class 2 contains 5721 members Entering Unmasked Estep Score: -29609456.000000 Penalty: 6138.873047 Iteration 66Q: 3 clusters Score -2.960946e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231521 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -29609418.000000 Penalty: 6138.873047 Iteration 67Q: 3 clusters Score -2.960942e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231543 members Mstep: Class 2 contains 5681 members Entering Unmasked Estep Score: -29609430.000000 Penalty: 6138.873047 Iteration 68Q: 3 clusters Score -2.960943e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231559 members Mstep: Class 2 contains 5665 members Entering Unmasked Estep Score: -29609428.000000 Penalty: 6138.873047 Iteration 69Q: 3 clusters Score -2.960943e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231576 members Mstep: Class 2 contains 5648 members Entering Unmasked Estep Score: -29609444.000000 Penalty: 6138.873047 Iteration 70Q: 3 clusters Score -2.960944e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231598 members Mstep: Class 2 contains 5626 members Entering Unmasked Estep Score: -29609468.000000 Penalty: 6138.873047 Iteration 71Q: 3 clusters Score -2.960947e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231614 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -29609460.000000 Penalty: 6138.873047 Iteration 72Q: 3 clusters Score -2.960946e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231635 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -29609432.000000 Penalty: 6138.873047 Iteration 73Q: 3 clusters Score -2.960943e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231658 members Mstep: Class 2 contains 5566 members Entering Unmasked Estep Score: -29609452.000000 Penalty: 6138.873047 Iteration 74Q: 3 clusters Score -2.960945e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231682 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -29609424.000000 Penalty: 6138.873047 Iteration 75Q: 3 clusters Score -2.960942e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231703 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -29609450.000000 Penalty: 6138.873047 Iteration 76Q: 3 clusters Score -2.960945e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231716 members Mstep: Class 2 contains 5508 members Entering Unmasked Estep Score: -29609456.000000 Penalty: 6138.873047 Iteration 77Q: 3 clusters Score -2.960946e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231733 members Mstep: Class 2 contains 5491 members Entering Unmasked Estep Score: -29609474.000000 Penalty: 6138.873047 Iteration 78Q: 3 clusters Score -2.960947e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231751 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -29609478.000000 Penalty: 6138.873047 Iteration 79Q: 3 clusters Score -2.960948e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231761 members Mstep: Class 2 contains 5463 members Entering Unmasked Estep Score: -29609486.000000 Penalty: 6138.873047 Iteration 80F: 3 clusters Score -2.960949e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231770 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -29609476.000000 Penalty: 6138.873047 Iteration 81Q: 3 clusters Score -2.960948e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231778 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -29609478.000000 Penalty: 6138.873047 Iteration 82Q: 3 clusters Score -2.960948e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231783 members Mstep: Class 2 contains 5441 members Entering Unmasked Estep Score: -29609452.000000 Penalty: 6138.873047 Iteration 83Q: 3 clusters Score -2.960945e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231791 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -29609474.000000 Penalty: 6138.873047 Iteration 84Q: 3 clusters Score -2.960947e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231798 members Mstep: Class 2 contains 5426 members Entering Unmasked Estep Score: -29609478.000000 Penalty: 6138.873047 Iteration 85Q: 3 clusters Score -2.960948e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231803 members Mstep: Class 2 contains 5421 members Entering Unmasked Estep Score: -29609484.000000 Penalty: 6138.873047 Iteration 86Q: 3 clusters Score -2.960948e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231812 members Mstep: Class 2 contains 5412 members Entering Unmasked Estep Score: -29609492.000000 Penalty: 6138.873047 Iteration 87Q: 3 clusters Score -2.960949e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231819 members Mstep: Class 2 contains 5405 members Entering Unmasked Estep Score: -29609502.000000 Penalty: 6138.873047 Iteration 88Q: 3 clusters Score -2.96095e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231832 members Mstep: Class 2 contains 5392 members Entering Unmasked Estep Score: -29609464.000000 Penalty: 6138.873047 Iteration 89Q: 3 clusters Score -2.960946e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231843 members Mstep: Class 2 contains 5381 members Entering Unmasked Estep Score: -29609476.000000 Penalty: 6138.873047 Iteration 90Q: 3 clusters Score -2.960948e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231854 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -29609480.000000 Penalty: 6138.873047 Iteration 91Q: 3 clusters Score -2.960948e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231861 members Mstep: Class 2 contains 5363 members Entering Unmasked Estep Score: -29609484.000000 Penalty: 6138.873047 Iteration 92Q: 3 clusters Score -2.960948e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231868 members Mstep: Class 2 contains 5356 members Entering Unmasked Estep Score: -29609476.000000 Penalty: 6138.873047 Iteration 93Q: 3 clusters Score -2.960948e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231872 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -29609476.000000 Penalty: 6138.873047 Iteration 94Q: 3 clusters Score -2.960948e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231877 members Mstep: Class 2 contains 5347 members Entering Unmasked Estep Score: -29609480.000000 Penalty: 6138.873047 Iteration 95Q: 3 clusters Score -2.960948e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231878 members Mstep: Class 2 contains 5346 members Entering Unmasked Estep Score: -29609494.000000 Penalty: 6138.873047 Iteration 96Q: 3 clusters Score -2.960949e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231881 members Mstep: Class 2 contains 5343 members Entering Unmasked Estep Score: -29609488.000000 Penalty: 6138.873047 Iteration 97Q: 3 clusters Score -2.960949e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231883 members Mstep: Class 2 contains 5341 members Entering Unmasked Estep Score: -29609482.000000 Penalty: 6138.873047 Iteration 98Q: 3 clusters Score -2.960948e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231887 members Mstep: Class 2 contains 5337 members Entering Unmasked Estep Score: -29609480.000000 Penalty: 6138.873047 Iteration 99Q: 3 clusters Score -2.960948e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231892 members Mstep: Class 2 contains 5332 members Entering Unmasked Estep Score: -29609466.000000 Penalty: 6138.873047 Iteration 100F: 3 clusters Score -2.960947e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231896 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -29609468.000000 Penalty: 6138.873047 Iteration 101Q: 3 clusters Score -2.960947e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231901 members Mstep: Class 2 contains 5323 members Entering Unmasked Estep Score: -29609452.000000 Penalty: 6138.873047 Iteration 102Q: 3 clusters Score -2.960945e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231903 members Mstep: Class 2 contains 5321 members Entering Unmasked Estep Score: -29609458.000000 Penalty: 6138.873047 Iteration 103Q: 3 clusters Score -2.960946e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231903 members Mstep: Class 2 contains 5321 members Entering Unmasked Estep Score: -29609458.000000 Penalty: 6138.873047 Iteration 104F: 3 clusters Score -2.960946e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (7892 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7892 members Entering Unmasked Estep Score: -1009337.875000 Penalty: 2225.454102 Iteration 0F: 2 clusters Score -1009338 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -1002988.187500 Penalty: 4450.908203 Iteration 0F: 3 clusters Score -1002988 nChanged 3141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3953 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -1004780.375000 Penalty: 4450.908203 Iteration 1F: 3 clusters Score -1004780 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -1005171.187500 Penalty: 4450.908203 Iteration 2F: 3 clusters Score -1005171 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -1005503.125000 Penalty: 4450.908203 Iteration 3F: 3 clusters Score -1005503 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -1005773.125000 Penalty: 4450.908203 Iteration 4F: 3 clusters Score -1005773 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -1006019.062500 Penalty: 4450.908203 Iteration 5Q: 3 clusters Score -1006019 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -1006235.937500 Penalty: 4450.908203 Iteration 6Q: 3 clusters Score -1006236 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -1006437.812500 Penalty: 4450.908203 Iteration 7Q: 3 clusters Score -1006438 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -1006623.625000 Penalty: 4450.908203 Iteration 8Q: 3 clusters Score -1006624 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5207 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -1006763.500000 Penalty: 4450.908203 Iteration 9Q: 3 clusters Score -1006764 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -1006881.750000 Penalty: 4450.908203 Iteration 10Q: 3 clusters Score -1006882 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5531 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -1006976.687500 Penalty: 4450.908203 Iteration 11Q: 3 clusters Score -1006977 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5676 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -1007059.125000 Penalty: 4450.908203 Iteration 12Q: 3 clusters Score -1007059 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5804 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -1007117.875000 Penalty: 4450.908203 Iteration 13Q: 3 clusters Score -1007118 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -1007182.437500 Penalty: 4450.908203 Iteration 14Q: 3 clusters Score -1007182 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6068 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -1007256.937500 Penalty: 4450.908203 Iteration 15Q: 3 clusters Score -1007257 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6216 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -1007331.500000 Penalty: 4450.908203 Iteration 16Q: 3 clusters Score -1007332 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6346 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -1007397.250000 Penalty: 4450.908203 Iteration 17Q: 3 clusters Score -1007397 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6448 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -1007450.125000 Penalty: 4450.908203 Iteration 18Q: 3 clusters Score -1007450 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6555 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -1007511.312500 Penalty: 4450.908203 Iteration 19Q: 3 clusters Score -1007511 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6644 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -1007554.937500 Penalty: 4450.908203 Iteration 20F: 3 clusters Score -1007555 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6713 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -1007586.562500 Penalty: 4450.908203 Iteration 21Q: 3 clusters Score -1007587 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6769 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -1007612.437500 Penalty: 4450.908203 Iteration 22Q: 3 clusters Score -1007612 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6819 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -1007628.500000 Penalty: 4450.908203 Iteration 23Q: 3 clusters Score -1007628 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6859 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -1007647.312500 Penalty: 4450.908203 Iteration 24Q: 3 clusters Score -1007647 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6901 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -1007668.875000 Penalty: 4450.908203 Iteration 25Q: 3 clusters Score -1007669 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6950 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -1007692.187500 Penalty: 4450.908203 Iteration 26Q: 3 clusters Score -1007692 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6993 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -1007718.562500 Penalty: 4450.908203 Iteration 27Q: 3 clusters Score -1007719 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7040 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -1007749.937500 Penalty: 4450.908203 Iteration 28Q: 3 clusters Score -1007750 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7082 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -1007775.687500 Penalty: 4450.908203 Iteration 29Q: 3 clusters Score -1007776 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -1007802.062500 Penalty: 4450.908203 Iteration 30Q: 3 clusters Score -1007802 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7161 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -1007821.062500 Penalty: 4450.908203 Iteration 31Q: 3 clusters Score -1007821 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7192 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -1007841.312500 Penalty: 4450.908203 Iteration 32Q: 3 clusters Score -1007841 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7216 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -1007855.500000 Penalty: 4450.908203 Iteration 33Q: 3 clusters Score -1007856 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7243 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -1007872.062500 Penalty: 4450.908203 Iteration 34Q: 3 clusters Score -1007872 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7262 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -1007886.625000 Penalty: 4450.908203 Iteration 35Q: 3 clusters Score -1007887 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7275 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -1007894.500000 Penalty: 4450.908203 Iteration 36Q: 3 clusters Score -1007894 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7283 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -1007899.687500 Penalty: 4450.908203 Iteration 37Q: 3 clusters Score -1007900 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7286 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -1007901.625000 Penalty: 4450.908203 Iteration 38Q: 3 clusters Score -1007902 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7288 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -1007904.000000 Penalty: 4450.908203 Iteration 39Q: 3 clusters Score -1007904 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7294 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -1007906.812500 Penalty: 4450.908203 Iteration 40F: 3 clusters Score -1007907 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7302 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -1007913.312500 Penalty: 4450.908203 Iteration 41Q: 3 clusters Score -1007913 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7306 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -1007914.312500 Penalty: 4450.908203 Iteration 42Q: 3 clusters Score -1007914 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7306 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -1007916.187500 Penalty: 4450.908203 Iteration 43Q: 3 clusters Score -1007916 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7306 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -1007918.375000 Penalty: 4450.908203 Iteration 44Q: 3 clusters Score -1007918 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7307 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -1007919.687500 Penalty: 4450.908203 Iteration 45Q: 3 clusters Score -1007920 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7314 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -1007922.375000 Penalty: 4450.908203 Iteration 46Q: 3 clusters Score -1007922 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7318 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -1007926.250000 Penalty: 4450.908203 Iteration 47Q: 3 clusters Score -1007926 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7323 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -1007932.000000 Penalty: 4450.908203 Iteration 48Q: 3 clusters Score -1007932 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7327 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -1007932.187500 Penalty: 4450.908203 Iteration 49Q: 3 clusters Score -1007932 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7331 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -1007935.250000 Penalty: 4450.908203 Iteration 50Q: 3 clusters Score -1007935 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7336 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -1007939.125000 Penalty: 4450.908203 Iteration 51Q: 3 clusters Score -1007939 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7339 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -1007940.875000 Penalty: 4450.908203 Iteration 52Q: 3 clusters Score -1007941 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7341 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -1007940.437500 Penalty: 4450.908203 Iteration 53Q: 3 clusters Score -1007940 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7343 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -1007941.500000 Penalty: 4450.908203 Iteration 54Q: 3 clusters Score -1007942 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7346 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -1007945.250000 Penalty: 4450.908203 Iteration 55Q: 3 clusters Score -1007945 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7350 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -1007947.875000 Penalty: 4450.908203 Iteration 56Q: 3 clusters Score -1007948 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7353 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -1007950.687500 Penalty: 4450.908203 Iteration 57Q: 3 clusters Score -1007951 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7361 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -1007956.125000 Penalty: 4450.908203 Iteration 58Q: 3 clusters Score -1007956 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7369 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -1007961.687500 Penalty: 4450.908203 Iteration 59Q: 3 clusters Score -1007962 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7375 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -1007965.312500 Penalty: 4450.908203 Iteration 60F: 3 clusters Score -1007965 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7380 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -1007968.125000 Penalty: 4450.908203 Iteration 61Q: 3 clusters Score -1007968 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7386 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -1007972.500000 Penalty: 4450.908203 Iteration 62Q: 3 clusters Score -1007972 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7388 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -1007974.937500 Penalty: 4450.908203 Iteration 63Q: 3 clusters Score -1007975 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7390 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -1007974.687500 Penalty: 4450.908203 Iteration 64Q: 3 clusters Score -1007975 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7392 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -1007976.875000 Penalty: 4450.908203 Iteration 65Q: 3 clusters Score -1007977 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7393 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -1007976.812500 Penalty: 4450.908203 Iteration 66Q: 3 clusters Score -1007977 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7395 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -1007977.187500 Penalty: 4450.908203 Iteration 67Q: 3 clusters Score -1007977 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7396 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -1007977.687500 Penalty: 4450.908203 Iteration 68Q: 3 clusters Score -1007978 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7395 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -1007978.937500 Penalty: 4450.908203 Iteration 69Q: 3 clusters Score -1007979 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7395 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -1007978.937500 Penalty: 4450.908203 Iteration 70F: 3 clusters Score -1007979 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (13794 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13794 members Entering Unmasked Estep Score: -1681640.625000 Penalty: 2363.933350 Iteration 0F: 2 clusters Score -1681641 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6940 members Mstep: Class 2 contains 6854 members Entering Unmasked Estep Score: -1671707.500000 Penalty: 4727.866699 Iteration 0F: 3 clusters Score -1671708 nChanged 5927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7241 members Mstep: Class 2 contains 6553 members Entering Unmasked Estep Score: -1674939.875000 Penalty: 4727.866699 Iteration 1F: 3 clusters Score -1674940 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7520 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -1675487.125000 Penalty: 4727.866699 Iteration 2F: 3 clusters Score -1675487 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7908 members Mstep: Class 2 contains 5886 members Entering Unmasked Estep Score: -1675981.500000 Penalty: 4727.866699 Iteration 3F: 3 clusters Score -1675982 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8385 members Mstep: Class 2 contains 5409 members Entering Unmasked Estep Score: -1676454.375000 Penalty: 4727.866699 Iteration 4F: 3 clusters Score -1676454 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8937 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -1676894.875000 Penalty: 4727.866699 Iteration 5F: 3 clusters Score -1676895 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9587 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -1677392.750000 Penalty: 4727.866699 Iteration 6F: 3 clusters Score -1677393 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10281 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -1677911.250000 Penalty: 4727.866699 Iteration 7F: 3 clusters Score -1677911 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10978 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -1678468.625000 Penalty: 4727.866699 Iteration 8F: 3 clusters Score -1678469 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11580 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -1678979.125000 Penalty: 4727.866699 Iteration 9Q: 3 clusters Score -1678979 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12091 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -1679436.875000 Penalty: 4727.866699 Iteration 10Q: 3 clusters Score -1679437 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12467 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -1679816.375000 Penalty: 4727.866699 Iteration 11Q: 3 clusters Score -1679816 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12687 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -1680028.750000 Penalty: 4727.866699 Iteration 12Q: 3 clusters Score -1680029 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12820 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -1680147.375000 Penalty: 4727.866699 Iteration 13Q: 3 clusters Score -1680147 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12909 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -1680208.875000 Penalty: 4727.866699 Iteration 14Q: 3 clusters Score -1680209 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12963 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -1680244.500000 Penalty: 4727.866699 Iteration 15Q: 3 clusters Score -1680244 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13005 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -1680274.250000 Penalty: 4727.866699 Iteration 16Q: 3 clusters Score -1680274 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13031 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -1680287.750000 Penalty: 4727.866699 Iteration 17Q: 3 clusters Score -1680288 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13048 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -1680296.625000 Penalty: 4727.866699 Iteration 18Q: 3 clusters Score -1680297 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13061 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -1680302.750000 Penalty: 4727.866699 Iteration 19Q: 3 clusters Score -1680303 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13074 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -1680308.375000 Penalty: 4727.866699 Iteration 20F: 3 clusters Score -1680308 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13084 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -1680312.250000 Penalty: 4727.866699 Iteration 21Q: 3 clusters Score -1680312 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13091 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -1680318.125000 Penalty: 4727.866699 Iteration 22Q: 3 clusters Score -1680318 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13100 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -1680325.875000 Penalty: 4727.866699 Iteration 23Q: 3 clusters Score -1680326 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13107 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -1680332.125000 Penalty: 4727.866699 Iteration 24Q: 3 clusters Score -1680332 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13120 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -1680339.500000 Penalty: 4727.866699 Iteration 25Q: 3 clusters Score -1680340 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13129 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -1680349.875000 Penalty: 4727.866699 Iteration 26Q: 3 clusters Score -1680350 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13135 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -1680353.500000 Penalty: 4727.866699 Iteration 27Q: 3 clusters Score -1680354 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13146 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -1680367.250000 Penalty: 4727.866699 Iteration 28Q: 3 clusters Score -1680367 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13156 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -1680371.375000 Penalty: 4727.866699 Iteration 29Q: 3 clusters Score -1680371 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13164 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -1680375.500000 Penalty: 4727.866699 Iteration 30Q: 3 clusters Score -1680376 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13168 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -1680380.375000 Penalty: 4727.866699 Iteration 31Q: 3 clusters Score -1680380 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13168 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -1680380.375000 Penalty: 4727.866699 Iteration 32F: 3 clusters Score -1680380 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Entering Unmasked Estep Score: -28132.222656 Penalty: 1370.312378 Iteration 0F: 2 clusters Score -28132.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -26962.021484 Penalty: 2740.624756 Iteration 0F: 3 clusters Score -26962.02 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -27026.083984 Penalty: 2740.624756 Iteration 1F: 3 clusters Score -27026.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -27040.814453 Penalty: 2740.624756 Iteration 2Q: 3 clusters Score -27040.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -27040.814453 Penalty: 2740.624756 Iteration 3F: 3 clusters Score -27040.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Entering Unmasked Estep Score: -35135.558594 Penalty: 1428.988770 Iteration 0F: 2 clusters Score -35135.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -33858.671875 Penalty: 2857.977539 Iteration 0F: 3 clusters Score -33858.67 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -34014.710938 Penalty: 2857.977539 Iteration 1F: 3 clusters Score -34014.71 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -34050.984375 Penalty: 2857.977539 Iteration 2Q: 3 clusters Score -34050.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -34063.410156 Penalty: 2857.977539 Iteration 3Q: 3 clusters Score -34063.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -34078.339844 Penalty: 2857.977539 Iteration 4Q: 3 clusters Score -34078.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -34078.339844 Penalty: 2857.977539 Iteration 5F: 3 clusters Score -34078.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (435 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Entering Unmasked Estep Score: -46327.851562 Penalty: 1506.685791 Iteration 0F: 2 clusters Score -46327.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -44903.351562 Penalty: 3013.371582 Iteration 0F: 3 clusters Score -44903.35 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -45051.437500 Penalty: 3013.371582 Iteration 1F: 3 clusters Score -45051.44 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -45120.074219 Penalty: 3013.371582 Iteration 2Q: 3 clusters Score -45120.07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -45158.921875 Penalty: 3013.371582 Iteration 3Q: 3 clusters Score -45158.92 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -45183.410156 Penalty: 3013.371582 Iteration 4Q: 3 clusters Score -45183.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -45189.566406 Penalty: 3013.371582 Iteration 5Q: 3 clusters Score -45189.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -45193.351562 Penalty: 3013.371582 Iteration 6Q: 3 clusters Score -45193.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -45194.843750 Penalty: 3013.371582 Iteration 7Q: 3 clusters Score -45194.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -45194.843750 Penalty: 3013.371582 Iteration 8F: 3 clusters Score -45194.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3489 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Entering Unmasked Estep Score: -433806.437500 Penalty: 2023.027954 Iteration 0F: 2 clusters Score -433806.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -430224.031250 Penalty: 4046.055908 Iteration 0F: 3 clusters Score -430224 nChanged 1256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -431018.000000 Penalty: 4046.055908 Iteration 1F: 3 clusters Score -431018 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -431242.125000 Penalty: 4046.055908 Iteration 2F: 3 clusters Score -431242.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -431400.250000 Penalty: 4046.055908 Iteration 3F: 3 clusters Score -431400.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -431511.625000 Penalty: 4046.055908 Iteration 4Q: 3 clusters Score -431511.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -431592.375000 Penalty: 4046.055908 Iteration 5Q: 3 clusters Score -431592.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -431642.968750 Penalty: 4046.055908 Iteration 6Q: 3 clusters Score -431643 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -431687.000000 Penalty: 4046.055908 Iteration 7Q: 3 clusters Score -431687 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -431726.812500 Penalty: 4046.055908 Iteration 8Q: 3 clusters Score -431726.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -431750.468750 Penalty: 4046.055908 Iteration 9Q: 3 clusters Score -431750.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -431769.093750 Penalty: 4046.055908 Iteration 10Q: 3 clusters Score -431769.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -431784.250000 Penalty: 4046.055908 Iteration 11Q: 3 clusters Score -431784.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -431798.656250 Penalty: 4046.055908 Iteration 12Q: 3 clusters Score -431798.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -431819.531250 Penalty: 4046.055908 Iteration 13Q: 3 clusters Score -431819.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -431831.281250 Penalty: 4046.055908 Iteration 14Q: 3 clusters Score -431831.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -431840.781250 Penalty: 4046.055908 Iteration 15Q: 3 clusters Score -431840.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -431850.843750 Penalty: 4046.055908 Iteration 16Q: 3 clusters Score -431850.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -431855.625000 Penalty: 4046.055908 Iteration 17Q: 3 clusters Score -431855.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -431861.937500 Penalty: 4046.055908 Iteration 18Q: 3 clusters Score -431861.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -431867.562500 Penalty: 4046.055908 Iteration 19Q: 3 clusters Score -431867.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -431874.312500 Penalty: 4046.055908 Iteration 20F: 3 clusters Score -431874.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -431882.312500 Penalty: 4046.055908 Iteration 21Q: 3 clusters Score -431882.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -431889.562500 Penalty: 4046.055908 Iteration 22Q: 3 clusters Score -431889.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -431898.031250 Penalty: 4046.055908 Iteration 23Q: 3 clusters Score -431898 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -431911.031250 Penalty: 4046.055908 Iteration 24Q: 3 clusters Score -431911 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -431921.750000 Penalty: 4046.055908 Iteration 25Q: 3 clusters Score -431921.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -431934.968750 Penalty: 4046.055908 Iteration 26Q: 3 clusters Score -431935 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -431946.687500 Penalty: 4046.055908 Iteration 27Q: 3 clusters Score -431946.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -431966.593750 Penalty: 4046.055908 Iteration 28Q: 3 clusters Score -431966.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -431984.218750 Penalty: 4046.055908 Iteration 29Q: 3 clusters Score -431984.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -432007.156250 Penalty: 4046.055908 Iteration 30Q: 3 clusters Score -432007.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -432035.531250 Penalty: 4046.055908 Iteration 31Q: 3 clusters Score -432035.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -432071.218750 Penalty: 4046.055908 Iteration 32Q: 3 clusters Score -432071.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -432107.406250 Penalty: 4046.055908 Iteration 33Q: 3 clusters Score -432107.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -432138.437500 Penalty: 4046.055908 Iteration 34Q: 3 clusters Score -432138.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -432175.968750 Penalty: 4046.055908 Iteration 35Q: 3 clusters Score -432176 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -432212.000000 Penalty: 4046.055908 Iteration 36Q: 3 clusters Score -432212 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -432239.750000 Penalty: 4046.055908 Iteration 37Q: 3 clusters Score -432239.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -432278.187500 Penalty: 4046.055908 Iteration 38Q: 3 clusters Score -432278.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -432333.750000 Penalty: 4046.055908 Iteration 39Q: 3 clusters Score -432333.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -432413.375000 Penalty: 4046.055908 Iteration 40F: 3 clusters Score -432413.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -432498.187500 Penalty: 4046.055908 Iteration 41Q: 3 clusters Score -432498.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -432579.250000 Penalty: 4046.055908 Iteration 42Q: 3 clusters Score -432579.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -432665.031250 Penalty: 4046.055908 Iteration 43Q: 3 clusters Score -432665 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -432720.687500 Penalty: 4046.055908 Iteration 44Q: 3 clusters Score -432720.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -432767.812500 Penalty: 4046.055908 Iteration 45Q: 3 clusters Score -432767.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -432802.937500 Penalty: 4046.055908 Iteration 46Q: 3 clusters Score -432802.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -432828.218750 Penalty: 4046.055908 Iteration 47Q: 3 clusters Score -432828.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -432845.781250 Penalty: 4046.055908 Iteration 48Q: 3 clusters Score -432845.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -432857.687500 Penalty: 4046.055908 Iteration 49Q: 3 clusters Score -432857.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -432866.750000 Penalty: 4046.055908 Iteration 50Q: 3 clusters Score -432866.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -432872.187500 Penalty: 4046.055908 Iteration 51Q: 3 clusters Score -432872.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -432877.218750 Penalty: 4046.055908 Iteration 52Q: 3 clusters Score -432877.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -432882.531250 Penalty: 4046.055908 Iteration 53Q: 3 clusters Score -432882.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -432883.500000 Penalty: 4046.055908 Iteration 54Q: 3 clusters Score -432883.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -432883.750000 Penalty: 4046.055908 Iteration 55Q: 3 clusters Score -432883.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -432883.750000 Penalty: 4046.055908 Iteration 56F: 3 clusters Score -432883.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (609 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Entering Unmasked Estep Score: -72396.820312 Penalty: 1590.130981 Iteration 0F: 2 clusters Score -72396.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -70744.953125 Penalty: 3180.261963 Iteration 0F: 3 clusters Score -70744.95 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -70954.046875 Penalty: 3180.261963 Iteration 1F: 3 clusters Score -70954.05 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -71048.054688 Penalty: 3180.261963 Iteration 2F: 3 clusters Score -71048.05 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -71102.468750 Penalty: 3180.261963 Iteration 3Q: 3 clusters Score -71102.47 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -71129.007812 Penalty: 3180.261963 Iteration 4Q: 3 clusters Score -71129.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -71139.304688 Penalty: 3180.261963 Iteration 5Q: 3 clusters Score -71139.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -71150.148438 Penalty: 3180.261963 Iteration 6Q: 3 clusters Score -71150.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -71152.968750 Penalty: 3180.261963 Iteration 7Q: 3 clusters Score -71152.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -71152.968750 Penalty: 3180.261963 Iteration 8F: 3 clusters Score -71152.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (8340 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8340 members Entering Unmasked Estep Score: -1065996.625000 Penalty: 2239.146973 Iteration 0F: 2 clusters Score -1065997 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -1059415.125000 Penalty: 4478.293945 Iteration 0F: 3 clusters Score -1059415 nChanged 3432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -1061196.000000 Penalty: 4478.293945 Iteration 1F: 3 clusters Score -1061196 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -1061479.500000 Penalty: 4478.293945 Iteration 2F: 3 clusters Score -1061480 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4438 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -1061652.625000 Penalty: 4478.293945 Iteration 3Q: 3 clusters Score -1061653 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -1061803.875000 Penalty: 4478.293945 Iteration 4Q: 3 clusters Score -1061804 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -1061956.125000 Penalty: 4478.293945 Iteration 5Q: 3 clusters Score -1061956 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -1062142.750000 Penalty: 4478.293945 Iteration 6Q: 3 clusters Score -1062143 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -1062377.250000 Penalty: 4478.293945 Iteration 7Q: 3 clusters Score -1062377 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5268 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -1062654.000000 Penalty: 4478.293945 Iteration 8Q: 3 clusters Score -1062654 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5533 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -1063034.875000 Penalty: 4478.293945 Iteration 9F: 3 clusters Score -1063035 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5804 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -1063483.625000 Penalty: 4478.293945 Iteration 10F: 3 clusters Score -1063484 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6078 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -1063847.625000 Penalty: 4478.293945 Iteration 11F: 3 clusters Score -1063848 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6330 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -1064181.125000 Penalty: 4478.293945 Iteration 12Q: 3 clusters Score -1064181 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6568 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -1064412.625000 Penalty: 4478.293945 Iteration 13Q: 3 clusters Score -1064413 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6748 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -1064559.000000 Penalty: 4478.293945 Iteration 14Q: 3 clusters Score -1064559 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6892 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -1064660.625000 Penalty: 4478.293945 Iteration 15Q: 3 clusters Score -1064661 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7009 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -1064748.000000 Penalty: 4478.293945 Iteration 16Q: 3 clusters Score -1064748 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7116 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -1064809.500000 Penalty: 4478.293945 Iteration 17Q: 3 clusters Score -1064810 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7195 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -1064851.250000 Penalty: 4478.293945 Iteration 18Q: 3 clusters Score -1064851 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7257 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -1064877.250000 Penalty: 4478.293945 Iteration 19Q: 3 clusters Score -1064877 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7293 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -1064895.250000 Penalty: 4478.293945 Iteration 20F: 3 clusters Score -1064895 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7316 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -1064907.875000 Penalty: 4478.293945 Iteration 21Q: 3 clusters Score -1064908 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7329 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -1064913.000000 Penalty: 4478.293945 Iteration 22Q: 3 clusters Score -1064913 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7342 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -1064919.250000 Penalty: 4478.293945 Iteration 23Q: 3 clusters Score -1064919 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7355 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -1064924.875000 Penalty: 4478.293945 Iteration 24Q: 3 clusters Score -1064925 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7360 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -1064926.375000 Penalty: 4478.293945 Iteration 25Q: 3 clusters Score -1064926 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7362 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -1064926.750000 Penalty: 4478.293945 Iteration 26Q: 3 clusters Score -1064927 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7362 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -1064926.750000 Penalty: 4478.293945 Iteration 27F: 3 clusters Score -1064927 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (353 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Entering Unmasked Estep Score: -32979.925781 Penalty: 1454.884033 Iteration 0F: 2 clusters Score -32979.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -31743.560547 Penalty: 2909.768066 Iteration 0F: 3 clusters Score -31743.56 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -32038.238281 Penalty: 2909.768066 Iteration 1F: 3 clusters Score -32038.24 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -32187.587891 Penalty: 2909.768066 Iteration 2F: 3 clusters Score -32187.59 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -32327.113281 Penalty: 2909.768066 Iteration 3F: 3 clusters Score -32327.11 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -32453.199219 Penalty: 2909.768066 Iteration 4Q: 3 clusters Score -32453.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -32517.150391 Penalty: 2909.768066 Iteration 5Q: 3 clusters Score -32517.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -32534.128906 Penalty: 2909.768066 Iteration 6Q: 3 clusters Score -32534.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -32559.099609 Penalty: 2909.768066 Iteration 7Q: 3 clusters Score -32559.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -32588.804688 Penalty: 2909.768066 Iteration 8Q: 3 clusters Score -32588.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -32647.949219 Penalty: 2909.768066 Iteration 9Q: 3 clusters Score -32647.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -32677.421875 Penalty: 2909.768066 Iteration 10Q: 3 clusters Score -32677.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -32684.419922 Penalty: 2909.768066 Iteration 11Q: 3 clusters Score -32684.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -32686.375000 Penalty: 2909.768066 Iteration 12Q: 3 clusters Score -32686.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -32686.375000 Penalty: 2909.768066 Iteration 13F: 3 clusters Score -32686.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2001 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Entering Unmasked Estep Score: -259076.140625 Penalty: 1885.147705 Iteration 0F: 2 clusters Score -259076.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -256453.109375 Penalty: 3770.295410 Iteration 0F: 3 clusters Score -256453.1 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -256845.593750 Penalty: 3770.295410 Iteration 1F: 3 clusters Score -256845.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -256954.531250 Penalty: 3770.295410 Iteration 2F: 3 clusters Score -256954.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -257025.015625 Penalty: 3770.295410 Iteration 3Q: 3 clusters Score -257025 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -257059.218750 Penalty: 3770.295410 Iteration 4Q: 3 clusters Score -257059.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -257075.234375 Penalty: 3770.295410 Iteration 5Q: 3 clusters Score -257075.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -257088.953125 Penalty: 3770.295410 Iteration 6Q: 3 clusters Score -257089 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -257106.156250 Penalty: 3770.295410 Iteration 7Q: 3 clusters Score -257106.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -257118.156250 Penalty: 3770.295410 Iteration 8Q: 3 clusters Score -257118.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -257129.500000 Penalty: 3770.295410 Iteration 9Q: 3 clusters Score -257129.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -257136.453125 Penalty: 3770.295410 Iteration 10Q: 3 clusters Score -257136.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -257142.687500 Penalty: 3770.295410 Iteration 11Q: 3 clusters Score -257142.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -257146.937500 Penalty: 3770.295410 Iteration 12Q: 3 clusters Score -257146.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -257150.562500 Penalty: 3770.295410 Iteration 13Q: 3 clusters Score -257150.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -257154.968750 Penalty: 3770.295410 Iteration 14Q: 3 clusters Score -257155 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -257160.312500 Penalty: 3770.295410 Iteration 15Q: 3 clusters Score -257160.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -257165.312500 Penalty: 3770.295410 Iteration 16Q: 3 clusters Score -257165.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -257170.031250 Penalty: 3770.295410 Iteration 17Q: 3 clusters Score -257170 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -257175.203125 Penalty: 3770.295410 Iteration 18Q: 3 clusters Score -257175.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -257179.656250 Penalty: 3770.295410 Iteration 19Q: 3 clusters Score -257179.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -257185.343750 Penalty: 3770.295410 Iteration 20F: 3 clusters Score -257185.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -257190.328125 Penalty: 3770.295410 Iteration 21Q: 3 clusters Score -257190.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -257192.031250 Penalty: 3770.295410 Iteration 22Q: 3 clusters Score -257192 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -257194.687500 Penalty: 3770.295410 Iteration 23Q: 3 clusters Score -257194.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -257198.281250 Penalty: 3770.295410 Iteration 24Q: 3 clusters Score -257198.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -257200.453125 Penalty: 3770.295410 Iteration 25Q: 3 clusters Score -257200.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -257201.468750 Penalty: 3770.295410 Iteration 26Q: 3 clusters Score -257201.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -257202.062500 Penalty: 3770.295410 Iteration 27Q: 3 clusters Score -257202.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -257202.640625 Penalty: 3770.295410 Iteration 28Q: 3 clusters Score -257202.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -257203.031250 Penalty: 3770.295410 Iteration 29Q: 3 clusters Score -257203 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -257203.031250 Penalty: 3770.295410 Iteration 30F: 3 clusters Score -257203 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3055 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Entering Unmasked Estep Score: -363105.562500 Penalty: 1990.084717 Iteration 0F: 2 clusters Score -363105.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -359847.562500 Penalty: 3980.169434 Iteration 0F: 3 clusters Score -359847.6 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -360560.625000 Penalty: 3980.169434 Iteration 1F: 3 clusters Score -360560.6 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -360777.531250 Penalty: 3980.169434 Iteration 2F: 3 clusters Score -360777.5 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -360945.843750 Penalty: 3980.169434 Iteration 3F: 3 clusters Score -360945.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -361123.343750 Penalty: 3980.169434 Iteration 4F: 3 clusters Score -361123.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -361281.937500 Penalty: 3980.169434 Iteration 5F: 3 clusters Score -361281.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -361391.812500 Penalty: 3980.169434 Iteration 6Q: 3 clusters Score -361391.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -361462.687500 Penalty: 3980.169434 Iteration 7Q: 3 clusters Score -361462.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -361517.156250 Penalty: 3980.169434 Iteration 8Q: 3 clusters Score -361517.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -361559.093750 Penalty: 3980.169434 Iteration 9Q: 3 clusters Score -361559.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -361599.062500 Penalty: 3980.169434 Iteration 10Q: 3 clusters Score -361599.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -361636.375000 Penalty: 3980.169434 Iteration 11Q: 3 clusters Score -361636.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -361684.875000 Penalty: 3980.169434 Iteration 12Q: 3 clusters Score -361684.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -361747.875000 Penalty: 3980.169434 Iteration 13Q: 3 clusters Score -361747.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -361821.687500 Penalty: 3980.169434 Iteration 14Q: 3 clusters Score -361821.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -361900.531250 Penalty: 3980.169434 Iteration 15Q: 3 clusters Score -361900.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -361948.125000 Penalty: 3980.169434 Iteration 16Q: 3 clusters Score -361948.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -361988.812500 Penalty: 3980.169434 Iteration 17Q: 3 clusters Score -361988.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -362025.031250 Penalty: 3980.169434 Iteration 18Q: 3 clusters Score -362025 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -362056.500000 Penalty: 3980.169434 Iteration 19Q: 3 clusters Score -362056.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -362080.062500 Penalty: 3980.169434 Iteration 20F: 3 clusters Score -362080.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -362092.218750 Penalty: 3980.169434 Iteration 21Q: 3 clusters Score -362092.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -362106.343750 Penalty: 3980.169434 Iteration 22Q: 3 clusters Score -362106.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -362122.968750 Penalty: 3980.169434 Iteration 23Q: 3 clusters Score -362123 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -362129.125000 Penalty: 3980.169434 Iteration 24Q: 3 clusters Score -362129.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -362137.281250 Penalty: 3980.169434 Iteration 25Q: 3 clusters Score -362137.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -362150.250000 Penalty: 3980.169434 Iteration 26Q: 3 clusters Score -362150.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -362161.312500 Penalty: 3980.169434 Iteration 27Q: 3 clusters Score -362161.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -362167.375000 Penalty: 3980.169434 Iteration 28Q: 3 clusters Score -362167.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -362175.031250 Penalty: 3980.169434 Iteration 29Q: 3 clusters Score -362175 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -362178.750000 Penalty: 3980.169434 Iteration 30Q: 3 clusters Score -362178.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -362182.843750 Penalty: 3980.169434 Iteration 31Q: 3 clusters Score -362182.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -362183.156250 Penalty: 3980.169434 Iteration 32Q: 3 clusters Score -362183.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -362183.156250 Penalty: 3980.169434 Iteration 33F: 3 clusters Score -362183.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3156 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Entering Unmasked Estep Score: -372482.968750 Penalty: 1998.150879 Iteration 0F: 2 clusters Score -372483 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -369168.437500 Penalty: 3996.301758 Iteration 0F: 3 clusters Score -369168.4 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -369875.531250 Penalty: 3996.301758 Iteration 1F: 3 clusters Score -369875.5 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -370070.875000 Penalty: 3996.301758 Iteration 2F: 3 clusters Score -370070.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -370222.187500 Penalty: 3996.301758 Iteration 3F: 3 clusters Score -370222.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -370365.781250 Penalty: 3996.301758 Iteration 4Q: 3 clusters Score -370365.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -370543.218750 Penalty: 3996.301758 Iteration 5Q: 3 clusters Score -370543.2 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -370725.187500 Penalty: 3996.301758 Iteration 6F: 3 clusters Score -370725.2 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -370933.687500 Penalty: 3996.301758 Iteration 7F: 3 clusters Score -370933.7 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -371164.312500 Penalty: 3996.301758 Iteration 8F: 3 clusters Score -371164.3 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -371398.500000 Penalty: 3996.301758 Iteration 9Q: 3 clusters Score -371398.5 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -371611.906250 Penalty: 3996.301758 Iteration 10Q: 3 clusters Score -371611.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -371764.406250 Penalty: 3996.301758 Iteration 11Q: 3 clusters Score -371764.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -371845.312500 Penalty: 3996.301758 Iteration 12Q: 3 clusters Score -371845.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -371883.906250 Penalty: 3996.301758 Iteration 13Q: 3 clusters Score -371883.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -371898.750000 Penalty: 3996.301758 Iteration 14Q: 3 clusters Score -371898.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -371909.625000 Penalty: 3996.301758 Iteration 15Q: 3 clusters Score -371909.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -371918.062500 Penalty: 3996.301758 Iteration 16Q: 3 clusters Score -371918.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -371928.125000 Penalty: 3996.301758 Iteration 17Q: 3 clusters Score -371928.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -371932.593750 Penalty: 3996.301758 Iteration 18Q: 3 clusters Score -371932.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -371936.031250 Penalty: 3996.301758 Iteration 19Q: 3 clusters Score -371936 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -371938.156250 Penalty: 3996.301758 Iteration 20F: 3 clusters Score -371938.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -371941.843750 Penalty: 3996.301758 Iteration 21Q: 3 clusters Score -371941.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -371948.062500 Penalty: 3996.301758 Iteration 22Q: 3 clusters Score -371948.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -371951.562500 Penalty: 3996.301758 Iteration 23Q: 3 clusters Score -371951.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -371953.000000 Penalty: 3996.301758 Iteration 24Q: 3 clusters Score -371953 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -371953.312500 Penalty: 3996.301758 Iteration 25Q: 3 clusters Score -371953.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -371954.093750 Penalty: 3996.301758 Iteration 26Q: 3 clusters Score -371954.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -371954.718750 Penalty: 3996.301758 Iteration 27Q: 3 clusters Score -371954.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -371954.718750 Penalty: 3996.301758 Iteration 28F: 3 clusters Score -371954.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3485 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Entering Unmasked Estep Score: -445407.531250 Penalty: 2022.743408 Iteration 0F: 2 clusters Score -445407.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -441818.500000 Penalty: 4045.486816 Iteration 0F: 3 clusters Score -441818.5 nChanged 1267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -442583.656250 Penalty: 4045.486816 Iteration 1F: 3 clusters Score -442583.7 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -442748.093750 Penalty: 4045.486816 Iteration 2F: 3 clusters Score -442748.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -442829.125000 Penalty: 4045.486816 Iteration 3Q: 3 clusters Score -442829.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -442885.343750 Penalty: 4045.486816 Iteration 4Q: 3 clusters Score -442885.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -442927.812500 Penalty: 4045.486816 Iteration 5Q: 3 clusters Score -442927.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -442957.500000 Penalty: 4045.486816 Iteration 6Q: 3 clusters Score -442957.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -442979.343750 Penalty: 4045.486816 Iteration 7Q: 3 clusters Score -442979.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -442999.156250 Penalty: 4045.486816 Iteration 8Q: 3 clusters Score -442999.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -443018.312500 Penalty: 4045.486816 Iteration 9Q: 3 clusters Score -443018.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -443030.656250 Penalty: 4045.486816 Iteration 10Q: 3 clusters Score -443030.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -443044.062500 Penalty: 4045.486816 Iteration 11Q: 3 clusters Score -443044.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -443052.625000 Penalty: 4045.486816 Iteration 12Q: 3 clusters Score -443052.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -443060.968750 Penalty: 4045.486816 Iteration 13Q: 3 clusters Score -443061 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -443068.250000 Penalty: 4045.486816 Iteration 14Q: 3 clusters Score -443068.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -443071.875000 Penalty: 4045.486816 Iteration 15Q: 3 clusters Score -443071.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -443074.468750 Penalty: 4045.486816 Iteration 16Q: 3 clusters Score -443074.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -443078.531250 Penalty: 4045.486816 Iteration 17Q: 3 clusters Score -443078.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -443083.937500 Penalty: 4045.486816 Iteration 18Q: 3 clusters Score -443083.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -443089.281250 Penalty: 4045.486816 Iteration 19Q: 3 clusters Score -443089.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -443091.781250 Penalty: 4045.486816 Iteration 20F: 3 clusters Score -443091.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -443095.718750 Penalty: 4045.486816 Iteration 21Q: 3 clusters Score -443095.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -443099.062500 Penalty: 4045.486816 Iteration 22Q: 3 clusters Score -443099.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -443103.656250 Penalty: 4045.486816 Iteration 23Q: 3 clusters Score -443103.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -443106.718750 Penalty: 4045.486816 Iteration 24Q: 3 clusters Score -443106.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -443113.343750 Penalty: 4045.486816 Iteration 25Q: 3 clusters Score -443113.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -443117.718750 Penalty: 4045.486816 Iteration 26Q: 3 clusters Score -443117.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -443119.593750 Penalty: 4045.486816 Iteration 27Q: 3 clusters Score -443119.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -443123.031250 Penalty: 4045.486816 Iteration 28Q: 3 clusters Score -443123 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -443127.218750 Penalty: 4045.486816 Iteration 29Q: 3 clusters Score -443127.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -443133.906250 Penalty: 4045.486816 Iteration 30Q: 3 clusters Score -443133.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -443140.062500 Penalty: 4045.486816 Iteration 31Q: 3 clusters Score -443140.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -443145.593750 Penalty: 4045.486816 Iteration 32Q: 3 clusters Score -443145.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -443151.125000 Penalty: 4045.486816 Iteration 33Q: 3 clusters Score -443151.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -443155.187500 Penalty: 4045.486816 Iteration 34Q: 3 clusters Score -443155.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -443158.218750 Penalty: 4045.486816 Iteration 35Q: 3 clusters Score -443158.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -443162.593750 Penalty: 4045.486816 Iteration 36Q: 3 clusters Score -443162.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -443164.968750 Penalty: 4045.486816 Iteration 37Q: 3 clusters Score -443165 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -443166.843750 Penalty: 4045.486816 Iteration 38Q: 3 clusters Score -443166.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -443168.781250 Penalty: 4045.486816 Iteration 39Q: 3 clusters Score -443168.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -443169.250000 Penalty: 4045.486816 Iteration 40F: 3 clusters Score -443169.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Entering Unmasked Estep Score: -74018.500000 Penalty: 1591.349609 Iteration 0F: 2 clusters Score -74018.5 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 326 members Entering Unmasked Estep Score: -72357.515625 Penalty: 3182.699219 Iteration 0F: 3 clusters Score -72357.52 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -72539.054688 Penalty: 3182.699219 Iteration 1F: 3 clusters Score -72539.05 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -72585.445312 Penalty: 3182.699219 Iteration 2Q: 3 clusters Score -72585.45 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -72618.914062 Penalty: 3182.699219 Iteration 3Q: 3 clusters Score -72618.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -72636.851562 Penalty: 3182.699219 Iteration 4Q: 3 clusters Score -72636.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -72647.414062 Penalty: 3182.699219 Iteration 5Q: 3 clusters Score -72647.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -72651.390625 Penalty: 3182.699219 Iteration 6Q: 3 clusters Score -72651.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -72651.390625 Penalty: 3182.699219 Iteration 7F: 3 clusters Score -72651.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (510 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Entering Unmasked Estep Score: -49020.554688 Penalty: 1546.133911 Iteration 0F: 2 clusters Score -49020.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -47632.300781 Penalty: 3092.267822 Iteration 0F: 3 clusters Score -47632.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -48093.625000 Penalty: 3092.267822 Iteration 1F: 3 clusters Score -48093.62 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -48440.382812 Penalty: 3092.267822 Iteration 2F: 3 clusters Score -48440.38 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -48710.066406 Penalty: 3092.267822 Iteration 3Q: 3 clusters Score -48710.07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -48741.425781 Penalty: 3092.267822 Iteration 4Q: 3 clusters Score -48741.43 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -48783.003906 Penalty: 3092.267822 Iteration 5Q: 3 clusters Score -48783 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -48850.187500 Penalty: 3092.267822 Iteration 6Q: 3 clusters Score -48850.19 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -48915.742188 Penalty: 3092.267822 Iteration 7Q: 3 clusters Score -48915.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -48946.742188 Penalty: 3092.267822 Iteration 8Q: 3 clusters Score -48946.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -48959.582031 Penalty: 3092.267822 Iteration 9Q: 3 clusters Score -48959.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -48966.933594 Penalty: 3092.267822 Iteration 10Q: 3 clusters Score -48966.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -48969.625000 Penalty: 3092.267822 Iteration 11Q: 3 clusters Score -48969.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -48974.054688 Penalty: 3092.267822 Iteration 12Q: 3 clusters Score -48974.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -48984.687500 Penalty: 3092.267822 Iteration 13Q: 3 clusters Score -48984.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -48985.875000 Penalty: 3092.267822 Iteration 14F: 3 clusters Score -48985.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -48991.109375 Penalty: 3092.267822 Iteration 15Q: 3 clusters Score -48991.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -48991.109375 Penalty: 3092.267822 Iteration 16F: 3 clusters Score -48991.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (8443 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8443 members Entering Unmasked Estep Score: -1086169.375000 Penalty: 2242.190918 Iteration 0F: 2 clusters Score -1086169 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -1079424.750000 Penalty: 4484.381836 Iteration 0F: 3 clusters Score -1079425 nChanged 3515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -1081407.125000 Penalty: 4484.381836 Iteration 1F: 3 clusters Score -1081407 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -1081650.125000 Penalty: 4484.381836 Iteration 2F: 3 clusters Score -1081650 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -1081793.500000 Penalty: 4484.381836 Iteration 3Q: 3 clusters Score -1081794 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -1081901.875000 Penalty: 4484.381836 Iteration 4Q: 3 clusters Score -1081902 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -1081984.000000 Penalty: 4484.381836 Iteration 5Q: 3 clusters Score -1081984 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -1082048.250000 Penalty: 4484.381836 Iteration 6Q: 3 clusters Score -1082048 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -1082100.625000 Penalty: 4484.381836 Iteration 7Q: 3 clusters Score -1082101 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -1082146.750000 Penalty: 4484.381836 Iteration 8Q: 3 clusters Score -1082147 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -1082190.250000 Penalty: 4484.381836 Iteration 9Q: 3 clusters Score -1082190 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -1082242.625000 Penalty: 4484.381836 Iteration 10Q: 3 clusters Score -1082243 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4923 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -1082290.625000 Penalty: 4484.381836 Iteration 11Q: 3 clusters Score -1082291 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -1082335.000000 Penalty: 4484.381836 Iteration 12Q: 3 clusters Score -1082335 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -1082373.750000 Penalty: 4484.381836 Iteration 13Q: 3 clusters Score -1082374 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5252 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -1082419.750000 Penalty: 4484.381836 Iteration 14Q: 3 clusters Score -1082420 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -1082469.750000 Penalty: 4484.381836 Iteration 15Q: 3 clusters Score -1082470 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5536 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -1082525.375000 Penalty: 4484.381836 Iteration 16Q: 3 clusters Score -1082525 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5697 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -1082588.250000 Penalty: 4484.381836 Iteration 17Q: 3 clusters Score -1082588 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5865 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -1082668.125000 Penalty: 4484.381836 Iteration 18Q: 3 clusters Score -1082668 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6068 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -1082768.875000 Penalty: 4484.381836 Iteration 19Q: 3 clusters Score -1082769 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6273 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -1082875.000000 Penalty: 4484.381836 Iteration 20F: 3 clusters Score -1082875 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6508 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -1083027.625000 Penalty: 4484.381836 Iteration 21Q: 3 clusters Score -1083028 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6770 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -1083215.625000 Penalty: 4484.381836 Iteration 22Q: 3 clusters Score -1083216 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7030 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -1083416.125000 Penalty: 4484.381836 Iteration 23Q: 3 clusters Score -1083416 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7275 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -1083602.875000 Penalty: 4484.381836 Iteration 24Q: 3 clusters Score -1083603 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7476 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -1083763.125000 Penalty: 4484.381836 Iteration 25Q: 3 clusters Score -1083763 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7641 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -1083901.875000 Penalty: 4484.381836 Iteration 26Q: 3 clusters Score -1083902 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7747 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -1083992.750000 Penalty: 4484.381836 Iteration 27Q: 3 clusters Score -1083993 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7833 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -1084068.000000 Penalty: 4484.381836 Iteration 28Q: 3 clusters Score -1084068 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7899 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -1084133.125000 Penalty: 4484.381836 Iteration 29Q: 3 clusters Score -1084133 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7960 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -1084190.500000 Penalty: 4484.381836 Iteration 30Q: 3 clusters Score -1084190 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7993 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -1084223.125000 Penalty: 4484.381836 Iteration 31Q: 3 clusters Score -1084223 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8008 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -1084240.000000 Penalty: 4484.381836 Iteration 32Q: 3 clusters Score -1084240 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8030 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -1084258.000000 Penalty: 4484.381836 Iteration 33Q: 3 clusters Score -1084258 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8040 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -1084271.625000 Penalty: 4484.381836 Iteration 34Q: 3 clusters Score -1084272 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8052 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -1084287.125000 Penalty: 4484.381836 Iteration 35Q: 3 clusters Score -1084287 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8063 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -1084301.500000 Penalty: 4484.381836 Iteration 36Q: 3 clusters Score -1084302 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8075 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -1084311.625000 Penalty: 4484.381836 Iteration 37Q: 3 clusters Score -1084312 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8082 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -1084320.125000 Penalty: 4484.381836 Iteration 38Q: 3 clusters Score -1084320 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8087 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -1084326.250000 Penalty: 4484.381836 Iteration 39Q: 3 clusters Score -1084326 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8092 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -1084330.875000 Penalty: 4484.381836 Iteration 40F: 3 clusters Score -1084331 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8096 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -1084334.500000 Penalty: 4484.381836 Iteration 41Q: 3 clusters Score -1084334 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8101 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -1084338.375000 Penalty: 4484.381836 Iteration 42Q: 3 clusters Score -1084338 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8106 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -1084341.500000 Penalty: 4484.381836 Iteration 43Q: 3 clusters Score -1084342 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8108 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -1084348.125000 Penalty: 4484.381836 Iteration 44Q: 3 clusters Score -1084348 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8110 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -1084349.625000 Penalty: 4484.381836 Iteration 45Q: 3 clusters Score -1084350 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8112 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -1084352.125000 Penalty: 4484.381836 Iteration 46Q: 3 clusters Score -1084352 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8112 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -1084352.125000 Penalty: 4484.381836 Iteration 47F: 3 clusters Score -1084352 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Entering Unmasked Estep Score: -63150.089844 Penalty: 1580.583252 Iteration 0F: 2 clusters Score -63150.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -61566.253906 Penalty: 3161.166504 Iteration 0F: 3 clusters Score -61566.25 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -61785.140625 Penalty: 3161.166504 Iteration 1F: 3 clusters Score -61785.14 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -61864.753906 Penalty: 3161.166504 Iteration 2Q: 3 clusters Score -61864.75 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -61902.175781 Penalty: 3161.166504 Iteration 3Q: 3 clusters Score -61902.18 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -61937.777344 Penalty: 3161.166504 Iteration 4Q: 3 clusters Score -61937.78 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -61978.148438 Penalty: 3161.166504 Iteration 5Q: 3 clusters Score -61978.15 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -62019.656250 Penalty: 3161.166504 Iteration 6Q: 3 clusters Score -62019.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -62044.496094 Penalty: 3161.166504 Iteration 7Q: 3 clusters Score -62044.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -62050.589844 Penalty: 3161.166504 Iteration 8Q: 3 clusters Score -62050.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -62053.160156 Penalty: 3161.166504 Iteration 9Q: 3 clusters Score -62053.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -62053.160156 Penalty: 3161.166504 Iteration 10F: 3 clusters Score -62053.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Entering Unmasked Estep Score: -36979.242188 Penalty: 1444.848022 Iteration 0F: 2 clusters Score -36979.24 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 175 members Entering Unmasked Estep Score: -35690.933594 Penalty: 2889.696045 Iteration 0F: 3 clusters Score -35690.93 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -35841.792969 Penalty: 2889.696045 Iteration 1F: 3 clusters Score -35841.79 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -35878.550781 Penalty: 2889.696045 Iteration 2Q: 3 clusters Score -35878.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -35897.335938 Penalty: 2889.696045 Iteration 3Q: 3 clusters Score -35897.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -35910.550781 Penalty: 2889.696045 Iteration 4Q: 3 clusters Score -35910.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -35917.582031 Penalty: 2889.696045 Iteration 5Q: 3 clusters Score -35917.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -35921.609375 Penalty: 2889.696045 Iteration 6Q: 3 clusters Score -35921.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -35921.609375 Penalty: 2889.696045 Iteration 7F: 3 clusters Score -35921.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 30849 members Mstep: Class 3 contains 52726 members Mstep: Class 4 contains 65286 members Mstep: Class 5 contains 237224 members Mstep: Class 6 contains 7892 members Mstep: Class 7 contains 13794 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3489 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8340 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2001 members Mstep: Class 16 contains 3055 members Mstep: Class 17 contains 3156 members Mstep: Class 18 contains 3485 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8443 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55438852.000000 Penalty: 74233.218750 Iteration 279Q: 24 clusters Score -5.543885e+07 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4948 members Mstep: Class 2 contains 30384 members Mstep: Class 3 contains 52686 members Mstep: Class 4 contains 65294 members Mstep: Class 5 contains 237728 members Mstep: Class 6 contains 7917 members Mstep: Class 7 contains 13783 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3489 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8364 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1998 members Mstep: Class 16 contains 3057 members Mstep: Class 17 contains 3160 members Mstep: Class 18 contains 3456 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8425 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55439096.000000 Penalty: 74233.218750 Iteration 280F: 24 clusters Score -5.54391e+07 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4950 members Mstep: Class 2 contains 29947 members Mstep: Class 3 contains 52650 members Mstep: Class 4 contains 65302 members Mstep: Class 5 contains 238230 members Mstep: Class 6 contains 7934 members Mstep: Class 7 contains 13747 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8378 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1997 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3159 members Mstep: Class 18 contains 3436 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8410 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55439160.000000 Penalty: 74233.218750 Iteration 281Q: 24 clusters Score -5.543916e+07 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4948 members Mstep: Class 2 contains 29510 members Mstep: Class 3 contains 52610 members Mstep: Class 4 contains 65319 members Mstep: Class 5 contains 238727 members Mstep: Class 6 contains 7954 members Mstep: Class 7 contains 13718 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8396 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1994 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3162 members Mstep: Class 18 contains 3410 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8392 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55439168.000000 Penalty: 74233.218750 Iteration 282Q: 24 clusters Score -5.543917e+07 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4951 members Mstep: Class 2 contains 29071 members Mstep: Class 3 contains 52583 members Mstep: Class 4 contains 65335 members Mstep: Class 5 contains 239198 members Mstep: Class 6 contains 7969 members Mstep: Class 7 contains 13707 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3487 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8405 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1990 members Mstep: Class 16 contains 3065 members Mstep: Class 17 contains 3161 members Mstep: Class 18 contains 3390 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8377 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55439340.000000 Penalty: 74233.218750 Iteration 283Q: 24 clusters Score -5.543934e+07 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 28655 members Mstep: Class 3 contains 52554 members Mstep: Class 4 contains 65351 members Mstep: Class 5 contains 239648 members Mstep: Class 6 contains 7986 members Mstep: Class 7 contains 13696 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3487 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8420 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1990 members Mstep: Class 16 contains 3066 members Mstep: Class 17 contains 3162 members Mstep: Class 18 contains 3368 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8352 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55439504.000000 Penalty: 74233.218750 Iteration 284Q: 24 clusters Score -5.54395e+07 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 28275 members Mstep: Class 3 contains 52523 members Mstep: Class 4 contains 65360 members Mstep: Class 5 contains 240062 members Mstep: Class 6 contains 8005 members Mstep: Class 7 contains 13679 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8432 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1992 members Mstep: Class 16 contains 3067 members Mstep: Class 17 contains 3163 members Mstep: Class 18 contains 3361 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8330 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55439648.000000 Penalty: 74233.218750 Iteration 285Q: 24 clusters Score -5.543965e+07 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 27925 members Mstep: Class 3 contains 52494 members Mstep: Class 4 contains 65372 members Mstep: Class 5 contains 240444 members Mstep: Class 6 contains 8019 members Mstep: Class 7 contains 13668 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8439 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1990 members Mstep: Class 16 contains 3066 members Mstep: Class 17 contains 3163 members Mstep: Class 18 contains 3355 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8311 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55439800.000000 Penalty: 74233.218750 Iteration 286Q: 24 clusters Score -5.54398e+07 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4958 members Mstep: Class 2 contains 27580 members Mstep: Class 3 contains 52453 members Mstep: Class 4 contains 65384 members Mstep: Class 5 contains 240822 members Mstep: Class 6 contains 8034 members Mstep: Class 7 contains 13654 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8449 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1990 members Mstep: Class 16 contains 3067 members Mstep: Class 17 contains 3164 members Mstep: Class 18 contains 3352 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8296 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55439780.000000 Penalty: 74233.218750 Iteration 287Q: 24 clusters Score -5.543978e+07 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4958 members Mstep: Class 2 contains 27303 members Mstep: Class 3 contains 52434 members Mstep: Class 4 contains 65393 members Mstep: Class 5 contains 241135 members Mstep: Class 6 contains 8048 members Mstep: Class 7 contains 13633 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8459 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1989 members Mstep: Class 16 contains 3066 members Mstep: Class 17 contains 3164 members Mstep: Class 18 contains 3345 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8276 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55439812.000000 Penalty: 74233.218750 Iteration 288Q: 24 clusters Score -5.543981e+07 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 27052 members Mstep: Class 3 contains 52424 members Mstep: Class 4 contains 65408 members Mstep: Class 5 contains 241376 members Mstep: Class 6 contains 8064 members Mstep: Class 7 contains 13617 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8471 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1991 members Mstep: Class 16 contains 3064 members Mstep: Class 17 contains 3163 members Mstep: Class 18 contains 3341 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8271 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55439832.000000 Penalty: 74233.218750 Iteration 289Q: 24 clusters Score -5.543983e+07 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4963 members Mstep: Class 2 contains 26815 members Mstep: Class 3 contains 52418 members Mstep: Class 4 contains 65423 members Mstep: Class 5 contains 241622 members Mstep: Class 6 contains 8077 members Mstep: Class 7 contains 13592 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8479 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1989 members Mstep: Class 16 contains 3062 members Mstep: Class 17 contains 3166 members Mstep: Class 18 contains 3337 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8260 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55439772.000000 Penalty: 74233.218750 Iteration 290Q: 24 clusters Score -5.543977e+07 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 26576 members Mstep: Class 3 contains 52412 members Mstep: Class 4 contains 65431 members Mstep: Class 5 contains 241880 members Mstep: Class 6 contains 8088 members Mstep: Class 7 contains 13569 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8485 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1986 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3165 members Mstep: Class 18 contains 3332 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8253 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55439868.000000 Penalty: 74233.218750 Iteration 291Q: 24 clusters Score -5.543987e+07 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 26370 members Mstep: Class 3 contains 52410 members Mstep: Class 4 contains 65448 members Mstep: Class 5 contains 242080 members Mstep: Class 6 contains 8098 members Mstep: Class 7 contains 13556 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8491 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1991 members Mstep: Class 16 contains 3057 members Mstep: Class 17 contains 3163 members Mstep: Class 18 contains 3326 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8244 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55439916.000000 Penalty: 74233.218750 Iteration 292Q: 24 clusters Score -5.543992e+07 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 26159 members Mstep: Class 3 contains 52407 members Mstep: Class 4 contains 65460 members Mstep: Class 5 contains 242294 members Mstep: Class 6 contains 8107 members Mstep: Class 7 contains 13544 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8494 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1988 members Mstep: Class 16 contains 3058 members Mstep: Class 17 contains 3159 members Mstep: Class 18 contains 3325 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8239 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55439992.000000 Penalty: 74233.218750 Iteration 293Q: 24 clusters Score -5.543999e+07 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 25995 members Mstep: Class 3 contains 52405 members Mstep: Class 4 contains 65475 members Mstep: Class 5 contains 242464 members Mstep: Class 6 contains 8117 members Mstep: Class 7 contains 13510 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8500 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1989 members Mstep: Class 16 contains 3058 members Mstep: Class 17 contains 3158 members Mstep: Class 18 contains 3321 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8242 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440056.000000 Penalty: 74233.218750 Iteration 294Q: 24 clusters Score -5.544006e+07 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 25843 members Mstep: Class 3 contains 52402 members Mstep: Class 4 contains 65483 members Mstep: Class 5 contains 242628 members Mstep: Class 6 contains 8132 members Mstep: Class 7 contains 13474 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8506 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1987 members Mstep: Class 16 contains 3057 members Mstep: Class 17 contains 3158 members Mstep: Class 18 contains 3318 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8245 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440036.000000 Penalty: 74233.218750 Iteration 295Q: 24 clusters Score -5.544004e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 25704 members Mstep: Class 3 contains 52400 members Mstep: Class 4 contains 65490 members Mstep: Class 5 contains 242778 members Mstep: Class 6 contains 8145 members Mstep: Class 7 contains 13436 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8514 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1991 members Mstep: Class 16 contains 3055 members Mstep: Class 17 contains 3154 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8246 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440048.000000 Penalty: 74233.218750 Iteration 296Q: 24 clusters Score -5.544005e+07 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 25575 members Mstep: Class 3 contains 52399 members Mstep: Class 4 contains 65496 members Mstep: Class 5 contains 242921 members Mstep: Class 6 contains 8152 members Mstep: Class 7 contains 13411 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3487 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8517 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1989 members Mstep: Class 16 contains 3054 members Mstep: Class 17 contains 3155 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8242 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440012.000000 Penalty: 74233.218750 Iteration 297Q: 24 clusters Score -5.544001e+07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 25459 members Mstep: Class 3 contains 52395 members Mstep: Class 4 contains 65506 members Mstep: Class 5 contains 243035 members Mstep: Class 6 contains 8164 members Mstep: Class 7 contains 13391 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3487 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8522 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1990 members Mstep: Class 16 contains 3054 members Mstep: Class 17 contains 3152 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8243 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440076.000000 Penalty: 74233.218750 Iteration 298Q: 24 clusters Score -5.544008e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 25342 members Mstep: Class 3 contains 52394 members Mstep: Class 4 contains 65513 members Mstep: Class 5 contains 243149 members Mstep: Class 6 contains 8174 members Mstep: Class 7 contains 13378 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3487 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8528 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1990 members Mstep: Class 16 contains 3051 members Mstep: Class 17 contains 3152 members Mstep: Class 18 contains 3320 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8240 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440000.000000 Penalty: 74233.218750 Iteration 299Q: 24 clusters Score -5.544e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 25240 members Mstep: Class 3 contains 52391 members Mstep: Class 4 contains 65516 members Mstep: Class 5 contains 243249 members Mstep: Class 6 contains 8180 members Mstep: Class 7 contains 13367 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3487 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8536 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1990 members Mstep: Class 16 contains 3052 members Mstep: Class 17 contains 3152 members Mstep: Class 18 contains 3320 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8237 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440088.000000 Penalty: 74233.218750 Iteration 300F: 24 clusters Score -5.544009e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 25121 members Mstep: Class 3 contains 52389 members Mstep: Class 4 contains 65519 members Mstep: Class 5 contains 243377 members Mstep: Class 6 contains 8185 members Mstep: Class 7 contains 13350 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3487 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8542 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1990 members Mstep: Class 16 contains 3054 members Mstep: Class 17 contains 3152 members Mstep: Class 18 contains 3321 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8230 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440040.000000 Penalty: 74233.218750 Iteration 301Q: 24 clusters Score -5.544004e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 25017 members Mstep: Class 3 contains 52388 members Mstep: Class 4 contains 65525 members Mstep: Class 5 contains 243479 members Mstep: Class 6 contains 8193 members Mstep: Class 7 contains 13340 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3487 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8554 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1990 members Mstep: Class 16 contains 3054 members Mstep: Class 17 contains 3149 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8222 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440084.000000 Penalty: 74233.218750 Iteration 302Q: 24 clusters Score -5.544008e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 24930 members Mstep: Class 3 contains 52385 members Mstep: Class 4 contains 65535 members Mstep: Class 5 contains 243564 members Mstep: Class 6 contains 8201 members Mstep: Class 7 contains 13325 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3487 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8559 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1990 members Mstep: Class 16 contains 3054 members Mstep: Class 17 contains 3149 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8219 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440112.000000 Penalty: 74233.218750 Iteration 303Q: 24 clusters Score -5.544011e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 24836 members Mstep: Class 3 contains 52384 members Mstep: Class 4 contains 65541 members Mstep: Class 5 contains 243642 members Mstep: Class 6 contains 8213 members Mstep: Class 7 contains 13315 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3487 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8567 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1990 members Mstep: Class 16 contains 3054 members Mstep: Class 17 contains 3150 members Mstep: Class 18 contains 3320 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8218 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440160.000000 Penalty: 74233.218750 Iteration 304Q: 24 clusters Score -5.544016e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 24744 members Mstep: Class 3 contains 52382 members Mstep: Class 4 contains 65542 members Mstep: Class 5 contains 243730 members Mstep: Class 6 contains 8220 members Mstep: Class 7 contains 13310 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3487 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8573 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1990 members Mstep: Class 16 contains 3055 members Mstep: Class 17 contains 3149 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8216 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440080.000000 Penalty: 74233.218750 Iteration 305Q: 24 clusters Score -5.544008e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 24655 members Mstep: Class 3 contains 52379 members Mstep: Class 4 contains 65544 members Mstep: Class 5 contains 243818 members Mstep: Class 6 contains 8226 members Mstep: Class 7 contains 13303 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3487 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8582 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1990 members Mstep: Class 16 contains 3054 members Mstep: Class 17 contains 3151 members Mstep: Class 18 contains 3320 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8208 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440096.000000 Penalty: 74233.218750 Iteration 306Q: 24 clusters Score -5.54401e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 24570 members Mstep: Class 3 contains 52377 members Mstep: Class 4 contains 65548 members Mstep: Class 5 contains 243905 members Mstep: Class 6 contains 8233 members Mstep: Class 7 contains 13289 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3487 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8587 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1990 members Mstep: Class 16 contains 3053 members Mstep: Class 17 contains 3150 members Mstep: Class 18 contains 3321 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8207 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440136.000000 Penalty: 74233.218750 Iteration 307Q: 24 clusters Score -5.544014e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 24487 members Mstep: Class 3 contains 52372 members Mstep: Class 4 contains 65551 members Mstep: Class 5 contains 243987 members Mstep: Class 6 contains 8240 members Mstep: Class 7 contains 13280 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3487 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8593 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1990 members Mstep: Class 16 contains 3053 members Mstep: Class 17 contains 3153 members Mstep: Class 18 contains 3321 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8203 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440152.000000 Penalty: 74233.218750 Iteration 308Q: 24 clusters Score -5.544015e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 24416 members Mstep: Class 3 contains 52369 members Mstep: Class 4 contains 65558 members Mstep: Class 5 contains 244048 members Mstep: Class 6 contains 8250 members Mstep: Class 7 contains 13270 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3487 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8601 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1990 members Mstep: Class 16 contains 3053 members Mstep: Class 17 contains 3153 members Mstep: Class 18 contains 3321 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8201 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440200.000000 Penalty: 74233.218750 Iteration 309Q: 24 clusters Score -5.54402e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 24349 members Mstep: Class 3 contains 52365 members Mstep: Class 4 contains 65563 members Mstep: Class 5 contains 244105 members Mstep: Class 6 contains 8258 members Mstep: Class 7 contains 13269 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3487 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8612 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1990 members Mstep: Class 16 contains 3054 members Mstep: Class 17 contains 3149 members Mstep: Class 18 contains 3321 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8195 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440256.000000 Penalty: 74233.218750 Iteration 310Q: 24 clusters Score -5.544026e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 24278 members Mstep: Class 3 contains 52359 members Mstep: Class 4 contains 65564 members Mstep: Class 5 contains 244170 members Mstep: Class 6 contains 8267 members Mstep: Class 7 contains 13264 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8623 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1990 members Mstep: Class 16 contains 3056 members Mstep: Class 17 contains 3148 members Mstep: Class 18 contains 3321 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8189 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440188.000000 Penalty: 74233.218750 Iteration 311Q: 24 clusters Score -5.544019e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 24200 members Mstep: Class 3 contains 52352 members Mstep: Class 4 contains 65565 members Mstep: Class 5 contains 244258 members Mstep: Class 6 contains 8271 members Mstep: Class 7 contains 13253 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8626 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1990 members Mstep: Class 16 contains 3058 members Mstep: Class 17 contains 3150 members Mstep: Class 18 contains 3322 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8184 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440168.000000 Penalty: 74233.218750 Iteration 312Q: 24 clusters Score -5.544017e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 24126 members Mstep: Class 3 contains 52347 members Mstep: Class 4 contains 65567 members Mstep: Class 5 contains 244344 members Mstep: Class 6 contains 8273 members Mstep: Class 7 contains 13238 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8629 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1989 members Mstep: Class 16 contains 3058 members Mstep: Class 17 contains 3151 members Mstep: Class 18 contains 3323 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8184 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440172.000000 Penalty: 74233.218750 Iteration 313Q: 24 clusters Score -5.544017e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 24065 members Mstep: Class 3 contains 52346 members Mstep: Class 4 contains 65568 members Mstep: Class 5 contains 244426 members Mstep: Class 6 contains 8275 members Mstep: Class 7 contains 13215 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8630 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1986 members Mstep: Class 16 contains 3059 members Mstep: Class 17 contains 3151 members Mstep: Class 18 contains 3323 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8185 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440140.000000 Penalty: 74233.218750 Iteration 314Q: 24 clusters Score -5.544014e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 24011 members Mstep: Class 3 contains 52346 members Mstep: Class 4 contains 65572 members Mstep: Class 5 contains 244489 members Mstep: Class 6 contains 8277 members Mstep: Class 7 contains 13200 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8632 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1984 members Mstep: Class 16 contains 3059 members Mstep: Class 17 contains 3151 members Mstep: Class 18 contains 3323 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8185 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440160.000000 Penalty: 74233.218750 Iteration 315Q: 24 clusters Score -5.544016e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 23962 members Mstep: Class 3 contains 52343 members Mstep: Class 4 contains 65577 members Mstep: Class 5 contains 244555 members Mstep: Class 6 contains 8280 members Mstep: Class 7 contains 13181 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8634 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1982 members Mstep: Class 16 contains 3060 members Mstep: Class 17 contains 3151 members Mstep: Class 18 contains 3323 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8181 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440100.000000 Penalty: 74233.218750 Iteration 316Q: 24 clusters Score -5.54401e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 23907 members Mstep: Class 3 contains 52340 members Mstep: Class 4 contains 65583 members Mstep: Class 5 contains 244622 members Mstep: Class 6 contains 8285 members Mstep: Class 7 contains 13162 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8633 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1983 members Mstep: Class 16 contains 3060 members Mstep: Class 17 contains 3151 members Mstep: Class 18 contains 3323 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8179 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440128.000000 Penalty: 74233.218750 Iteration 317Q: 24 clusters Score -5.544013e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 23855 members Mstep: Class 3 contains 52339 members Mstep: Class 4 contains 65588 members Mstep: Class 5 contains 244680 members Mstep: Class 6 contains 8288 members Mstep: Class 7 contains 13148 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8634 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1984 members Mstep: Class 16 contains 3058 members Mstep: Class 17 contains 3150 members Mstep: Class 18 contains 3323 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8181 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440156.000000 Penalty: 74233.218750 Iteration 318Q: 24 clusters Score -5.544016e+07 nChanged 86 Entering ConstructFrom: Score: -55440156.000000 Penalty: 74233.218750 Entering ConstructFrom: Trying to split cluster 1 (4973 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Entering Unmasked Estep Score: -635108.125000 Penalty: 2110.921143 Iteration 0F: 2 clusters Score -635108.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -630676.062500 Penalty: 4221.842285 Iteration 0F: 3 clusters Score -630676.1 nChanged 1839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -631670.187500 Penalty: 4221.842285 Iteration 1F: 3 clusters Score -631670.2 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -631874.187500 Penalty: 4221.842285 Iteration 2F: 3 clusters Score -631874.2 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -632007.937500 Penalty: 4221.842285 Iteration 3Q: 3 clusters Score -632007.9 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -632092.312500 Penalty: 4221.842285 Iteration 4Q: 3 clusters Score -632092.3 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -632167.750000 Penalty: 4221.842285 Iteration 5Q: 3 clusters Score -632167.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -632217.750000 Penalty: 4221.842285 Iteration 6Q: 3 clusters Score -632217.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -632267.062500 Penalty: 4221.842285 Iteration 7Q: 3 clusters Score -632267.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -632304.750000 Penalty: 4221.842285 Iteration 8Q: 3 clusters Score -632304.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -632333.562500 Penalty: 4221.842285 Iteration 9Q: 3 clusters Score -632333.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -632359.000000 Penalty: 4221.842285 Iteration 10Q: 3 clusters Score -632359 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -632386.250000 Penalty: 4221.842285 Iteration 11Q: 3 clusters Score -632386.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -632408.437500 Penalty: 4221.842285 Iteration 12Q: 3 clusters Score -632408.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -632438.187500 Penalty: 4221.842285 Iteration 13Q: 3 clusters Score -632438.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -632473.187500 Penalty: 4221.842285 Iteration 14Q: 3 clusters Score -632473.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -632505.875000 Penalty: 4221.842285 Iteration 15Q: 3 clusters Score -632505.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -632538.000000 Penalty: 4221.842285 Iteration 16Q: 3 clusters Score -632538 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -632563.500000 Penalty: 4221.842285 Iteration 17Q: 3 clusters Score -632563.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -632585.687500 Penalty: 4221.842285 Iteration 18Q: 3 clusters Score -632585.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -632612.375000 Penalty: 4221.842285 Iteration 19Q: 3 clusters Score -632612.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -632637.750000 Penalty: 4221.842285 Iteration 20F: 3 clusters Score -632637.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -632666.750000 Penalty: 4221.842285 Iteration 21Q: 3 clusters Score -632666.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -632701.875000 Penalty: 4221.842285 Iteration 22Q: 3 clusters Score -632701.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -632733.312500 Penalty: 4221.842285 Iteration 23Q: 3 clusters Score -632733.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -632765.812500 Penalty: 4221.842285 Iteration 24Q: 3 clusters Score -632765.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -632794.812500 Penalty: 4221.842285 Iteration 25Q: 3 clusters Score -632794.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -632831.437500 Penalty: 4221.842285 Iteration 26Q: 3 clusters Score -632831.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -632868.750000 Penalty: 4221.842285 Iteration 27Q: 3 clusters Score -632868.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -632901.687500 Penalty: 4221.842285 Iteration 28Q: 3 clusters Score -632901.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -632938.312500 Penalty: 4221.842285 Iteration 29Q: 3 clusters Score -632938.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -632974.937500 Penalty: 4221.842285 Iteration 30Q: 3 clusters Score -632974.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -633019.250000 Penalty: 4221.842285 Iteration 31Q: 3 clusters Score -633019.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -633059.562500 Penalty: 4221.842285 Iteration 32Q: 3 clusters Score -633059.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -633092.437500 Penalty: 4221.842285 Iteration 33Q: 3 clusters Score -633092.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -633122.687500 Penalty: 4221.842285 Iteration 34Q: 3 clusters Score -633122.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -633147.062500 Penalty: 4221.842285 Iteration 35Q: 3 clusters Score -633147.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -633178.062500 Penalty: 4221.842285 Iteration 36Q: 3 clusters Score -633178.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -633206.875000 Penalty: 4221.842285 Iteration 37Q: 3 clusters Score -633206.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -633228.125000 Penalty: 4221.842285 Iteration 38Q: 3 clusters Score -633228.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -633249.687500 Penalty: 4221.842285 Iteration 39Q: 3 clusters Score -633249.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -633260.125000 Penalty: 4221.842285 Iteration 40F: 3 clusters Score -633260.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -633275.250000 Penalty: 4221.842285 Iteration 41Q: 3 clusters Score -633275.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -633282.687500 Penalty: 4221.842285 Iteration 42Q: 3 clusters Score -633282.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -633288.062500 Penalty: 4221.842285 Iteration 43Q: 3 clusters Score -633288.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -633291.125000 Penalty: 4221.842285 Iteration 44Q: 3 clusters Score -633291.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -633293.062500 Penalty: 4221.842285 Iteration 45Q: 3 clusters Score -633293.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3987 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -633293.937500 Penalty: 4221.842285 Iteration 46Q: 3 clusters Score -633293.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3987 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -633293.937500 Penalty: 4221.842285 Iteration 47F: 3 clusters Score -633293.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (23817 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23817 members Entering Unmasked Estep Score: -2985130.250000 Penalty: 2499.382324 Iteration 0F: 2 clusters Score -2985130 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11910 members Mstep: Class 2 contains 11907 members Entering Unmasked Estep Score: -2968498.500000 Penalty: 4998.764648 Iteration 0F: 3 clusters Score -2968498 nChanged 10633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11865 members Mstep: Class 2 contains 11952 members Entering Unmasked Estep Score: -2974026.750000 Penalty: 4998.764648 Iteration 1F: 3 clusters Score -2974027 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11786 members Mstep: Class 2 contains 12031 members Entering Unmasked Estep Score: -2974389.500000 Penalty: 4998.764648 Iteration 2Q: 3 clusters Score -2974390 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11726 members Mstep: Class 2 contains 12091 members Entering Unmasked Estep Score: -2974682.500000 Penalty: 4998.764648 Iteration 3Q: 3 clusters Score -2974682 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11637 members Mstep: Class 2 contains 12180 members Entering Unmasked Estep Score: -2974900.750000 Penalty: 4998.764648 Iteration 4Q: 3 clusters Score -2974901 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11522 members Mstep: Class 2 contains 12295 members Entering Unmasked Estep Score: -2975058.500000 Penalty: 4998.764648 Iteration 5Q: 3 clusters Score -2975058 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11356 members Mstep: Class 2 contains 12461 members Entering Unmasked Estep Score: -2975202.500000 Penalty: 4998.764648 Iteration 6Q: 3 clusters Score -2975202 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11153 members Mstep: Class 2 contains 12664 members Entering Unmasked Estep Score: -2975317.250000 Penalty: 4998.764648 Iteration 7Q: 3 clusters Score -2975317 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10891 members Mstep: Class 2 contains 12926 members Entering Unmasked Estep Score: -2975424.000000 Penalty: 4998.764648 Iteration 8Q: 3 clusters Score -2975424 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10575 members Mstep: Class 2 contains 13242 members Entering Unmasked Estep Score: -2975534.750000 Penalty: 4998.764648 Iteration 9Q: 3 clusters Score -2975535 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10204 members Mstep: Class 2 contains 13613 members Entering Unmasked Estep Score: -2975672.750000 Penalty: 4998.764648 Iteration 10Q: 3 clusters Score -2975673 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9709 members Mstep: Class 2 contains 14108 members Entering Unmasked Estep Score: -2975832.250000 Penalty: 4998.764648 Iteration 11Q: 3 clusters Score -2975832 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9092 members Mstep: Class 2 contains 14725 members Entering Unmasked Estep Score: -2976048.000000 Penalty: 4998.764648 Iteration 12Q: 3 clusters Score -2976048 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8318 members Mstep: Class 2 contains 15499 members Entering Unmasked Estep Score: -2976357.500000 Penalty: 4998.764648 Iteration 13Q: 3 clusters Score -2976358 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7327 members Mstep: Class 2 contains 16490 members Entering Unmasked Estep Score: -2976866.750000 Penalty: 4998.764648 Iteration 14Q: 3 clusters Score -2976867 nChanged 1259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6076 members Mstep: Class 2 contains 17741 members Entering Unmasked Estep Score: -2977646.750000 Penalty: 4998.764648 Iteration 15F: 3 clusters Score -2977647 nChanged 1531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 19268 members Entering Unmasked Estep Score: -2978799.000000 Penalty: 4998.764648 Iteration 16F: 3 clusters Score -2978799 nChanged 1572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 20840 members Entering Unmasked Estep Score: -2980149.500000 Penalty: 4998.764648 Iteration 17F: 3 clusters Score -2980150 nChanged 1263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 22101 members Entering Unmasked Estep Score: -2981336.000000 Penalty: 4998.764648 Iteration 18F: 3 clusters Score -2981336 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 22921 members Entering Unmasked Estep Score: -2982140.000000 Penalty: 4998.764648 Iteration 19Q: 3 clusters Score -2982140 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 23291 members Entering Unmasked Estep Score: -2982521.250000 Penalty: 4998.764648 Iteration 20F: 3 clusters Score -2982521 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 23454 members Entering Unmasked Estep Score: -2982714.250000 Penalty: 4998.764648 Iteration 21Q: 3 clusters Score -2982714 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 23515 members Entering Unmasked Estep Score: -2982804.250000 Penalty: 4998.764648 Iteration 22Q: 3 clusters Score -2982804 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 23550 members Entering Unmasked Estep Score: -2982851.750000 Penalty: 4998.764648 Iteration 23Q: 3 clusters Score -2982852 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 23567 members Entering Unmasked Estep Score: -2982875.000000 Penalty: 4998.764648 Iteration 24Q: 3 clusters Score -2982875 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 23579 members Entering Unmasked Estep Score: -2982906.500000 Penalty: 4998.764648 Iteration 25Q: 3 clusters Score -2982906 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 23592 members Entering Unmasked Estep Score: -2982928.500000 Penalty: 4998.764648 Iteration 26Q: 3 clusters Score -2982928 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 23602 members Entering Unmasked Estep Score: -2982941.250000 Penalty: 4998.764648 Iteration 27Q: 3 clusters Score -2982941 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 23604 members Entering Unmasked Estep Score: -2982955.500000 Penalty: 4998.764648 Iteration 28Q: 3 clusters Score -2982956 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 23608 members Entering Unmasked Estep Score: -2982970.250000 Penalty: 4998.764648 Iteration 29Q: 3 clusters Score -2982970 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 23608 members Entering Unmasked Estep Score: -2982974.000000 Penalty: 4998.764648 Iteration 30Q: 3 clusters Score -2982974 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 23612 members Entering Unmasked Estep Score: -2982983.500000 Penalty: 4998.764648 Iteration 31Q: 3 clusters Score -2982984 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 23613 members Entering Unmasked Estep Score: -2982988.250000 Penalty: 4998.764648 Iteration 32Q: 3 clusters Score -2982988 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 23614 members Entering Unmasked Estep Score: -2982988.250000 Penalty: 4998.764648 Iteration 33Q: 3 clusters Score -2982988 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 23614 members Entering Unmasked Estep Score: -2982988.250000 Penalty: 4998.764648 Iteration 34F: 3 clusters Score -2982988 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (52337 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52337 members Entering Unmasked Estep Score: -6685801.000000 Penalty: 2694.633789 Iteration 0F: 2 clusters Score -6685801 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26318 members Mstep: Class 2 contains 26019 members Entering Unmasked Estep Score: -6650528.000000 Penalty: 5389.267578 Iteration 0F: 3 clusters Score -6650528 nChanged 24186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27940 members Mstep: Class 2 contains 24397 members Entering Unmasked Estep Score: -6664245.500000 Penalty: 5389.267578 Iteration 1F: 3 clusters Score -6664246 nChanged 2426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29048 members Mstep: Class 2 contains 23289 members Entering Unmasked Estep Score: -6665284.000000 Penalty: 5389.267578 Iteration 2Q: 3 clusters Score -6665284 nChanged 2865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30761 members Mstep: Class 2 contains 21576 members Entering Unmasked Estep Score: -6666823.500000 Penalty: 5389.267578 Iteration 3F: 3 clusters Score -6666824 nChanged 3440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33219 members Mstep: Class 2 contains 19118 members Entering Unmasked Estep Score: -6668826.000000 Penalty: 5389.267578 Iteration 4F: 3 clusters Score -6668826 nChanged 4036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36639 members Mstep: Class 2 contains 15698 members Entering Unmasked Estep Score: -6671616.500000 Penalty: 5389.267578 Iteration 5F: 3 clusters Score -6671616 nChanged 4267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40624 members Mstep: Class 2 contains 11713 members Entering Unmasked Estep Score: -6675312.500000 Penalty: 5389.267578 Iteration 6F: 3 clusters Score -6675312 nChanged 3783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44305 members Mstep: Class 2 contains 8032 members Entering Unmasked Estep Score: -6679024.500000 Penalty: 5389.267578 Iteration 7F: 3 clusters Score -6679024 nChanged 2641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46902 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -6681970.500000 Penalty: 5389.267578 Iteration 8F: 3 clusters Score -6681970 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48178 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -6683368.000000 Penalty: 5389.267578 Iteration 9Q: 3 clusters Score -6683368 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48876 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -6683966.500000 Penalty: 5389.267578 Iteration 10Q: 3 clusters Score -6683966 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49320 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -6684283.000000 Penalty: 5389.267578 Iteration 11Q: 3 clusters Score -6684283 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49654 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -6684471.500000 Penalty: 5389.267578 Iteration 12Q: 3 clusters Score -6684472 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49883 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -6684590.000000 Penalty: 5389.267578 Iteration 13Q: 3 clusters Score -6684590 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50036 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -6684656.500000 Penalty: 5389.267578 Iteration 14Q: 3 clusters Score -6684656 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50155 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -6684696.500000 Penalty: 5389.267578 Iteration 15Q: 3 clusters Score -6684696 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50236 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -6684729.500000 Penalty: 5389.267578 Iteration 16Q: 3 clusters Score -6684730 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50289 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -6684741.500000 Penalty: 5389.267578 Iteration 17Q: 3 clusters Score -6684742 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50330 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -6684752.500000 Penalty: 5389.267578 Iteration 18Q: 3 clusters Score -6684752 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50359 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -6684772.500000 Penalty: 5389.267578 Iteration 19Q: 3 clusters Score -6684772 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50384 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -6684768.000000 Penalty: 5389.267578 Iteration 20F: 3 clusters Score -6684768 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50395 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -6684761.000000 Penalty: 5389.267578 Iteration 21Q: 3 clusters Score -6684761 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50403 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -6684764.000000 Penalty: 5389.267578 Iteration 22Q: 3 clusters Score -6684764 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50409 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -6684764.500000 Penalty: 5389.267578 Iteration 23Q: 3 clusters Score -6684764 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50410 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -6684767.000000 Penalty: 5389.267578 Iteration 24Q: 3 clusters Score -6684767 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50411 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -6684767.000000 Penalty: 5389.267578 Iteration 25Q: 3 clusters Score -6684767 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50412 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -6684769.000000 Penalty: 5389.267578 Iteration 26Q: 3 clusters Score -6684769 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50414 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -6684765.000000 Penalty: 5389.267578 Iteration 27Q: 3 clusters Score -6684765 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50415 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -6684761.500000 Penalty: 5389.267578 Iteration 28Q: 3 clusters Score -6684762 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50416 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -6684763.000000 Penalty: 5389.267578 Iteration 29Q: 3 clusters Score -6684763 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50417 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -6684766.000000 Penalty: 5389.267578 Iteration 30Q: 3 clusters Score -6684766 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50418 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -6684762.500000 Penalty: 5389.267578 Iteration 31Q: 3 clusters Score -6684762 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50418 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -6684762.500000 Penalty: 5389.267578 Iteration 32F: 3 clusters Score -6684762 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (65592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65592 members Entering Unmasked Estep Score: -8251410.500000 Penalty: 2750.619873 Iteration 0F: 2 clusters Score -8251410 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32862 members Mstep: Class 2 contains 32730 members Entering Unmasked Estep Score: -8207488.500000 Penalty: 5501.239746 Iteration 0F: 3 clusters Score -8207488 nChanged 30557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33883 members Mstep: Class 2 contains 31709 members Entering Unmasked Estep Score: -8224834.000000 Penalty: 5501.239746 Iteration 1F: 3 clusters Score -8224834 nChanged 2576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34591 members Mstep: Class 2 contains 31001 members Entering Unmasked Estep Score: -8225538.000000 Penalty: 5501.239746 Iteration 2Q: 3 clusters Score -8225538 nChanged 2747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35668 members Mstep: Class 2 contains 29924 members Entering Unmasked Estep Score: -8226538.000000 Penalty: 5501.239746 Iteration 3Q: 3 clusters Score -8226538 nChanged 3176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37296 members Mstep: Class 2 contains 28296 members Entering Unmasked Estep Score: -8227953.500000 Penalty: 5501.239746 Iteration 4Q: 3 clusters Score -8227954 nChanged 3791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39615 members Mstep: Class 2 contains 25977 members Entering Unmasked Estep Score: -8230089.000000 Penalty: 5501.239746 Iteration 5F: 3 clusters Score -8230089 nChanged 4451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42670 members Mstep: Class 2 contains 22922 members Entering Unmasked Estep Score: -8233067.000000 Penalty: 5501.239746 Iteration 6F: 3 clusters Score -8233067 nChanged 4763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46135 members Mstep: Class 2 contains 19457 members Entering Unmasked Estep Score: -8236731.500000 Penalty: 5501.239746 Iteration 7F: 3 clusters Score -8236732 nChanged 4663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49660 members Mstep: Class 2 contains 15932 members Entering Unmasked Estep Score: -8240683.500000 Penalty: 5501.239746 Iteration 8F: 3 clusters Score -8240684 nChanged 3603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52401 members Mstep: Class 2 contains 13191 members Entering Unmasked Estep Score: -8244043.000000 Penalty: 5501.239746 Iteration 9F: 3 clusters Score -8244043 nChanged 2521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54202 members Mstep: Class 2 contains 11390 members Entering Unmasked Estep Score: -8246665.000000 Penalty: 5501.239746 Iteration 10Q: 3 clusters Score -8246665 nChanged 1660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55278 members Mstep: Class 2 contains 10314 members Entering Unmasked Estep Score: -8248211.500000 Penalty: 5501.239746 Iteration 11Q: 3 clusters Score -8248212 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55999 members Mstep: Class 2 contains 9593 members Entering Unmasked Estep Score: -8248872.000000 Penalty: 5501.239746 Iteration 12Q: 3 clusters Score -8248872 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56573 members Mstep: Class 2 contains 9019 members Entering Unmasked Estep Score: -8249280.000000 Penalty: 5501.239746 Iteration 13Q: 3 clusters Score -8249280 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57041 members Mstep: Class 2 contains 8551 members Entering Unmasked Estep Score: -8249574.500000 Penalty: 5501.239746 Iteration 14Q: 3 clusters Score -8249574 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57424 members Mstep: Class 2 contains 8168 members Entering Unmasked Estep Score: -8249736.500000 Penalty: 5501.239746 Iteration 15Q: 3 clusters Score -8249736 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57773 members Mstep: Class 2 contains 7819 members Entering Unmasked Estep Score: -8249833.000000 Penalty: 5501.239746 Iteration 16Q: 3 clusters Score -8249833 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58059 members Mstep: Class 2 contains 7533 members Entering Unmasked Estep Score: -8249939.000000 Penalty: 5501.239746 Iteration 17Q: 3 clusters Score -8249939 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58306 members Mstep: Class 2 contains 7286 members Entering Unmasked Estep Score: -8250027.000000 Penalty: 5501.239746 Iteration 18Q: 3 clusters Score -8250027 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58502 members Mstep: Class 2 contains 7090 members Entering Unmasked Estep Score: -8250069.000000 Penalty: 5501.239746 Iteration 19Q: 3 clusters Score -8250069 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58666 members Mstep: Class 2 contains 6926 members Entering Unmasked Estep Score: -8250100.000000 Penalty: 5501.239746 Iteration 20F: 3 clusters Score -8250100 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58803 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -8250108.500000 Penalty: 5501.239746 Iteration 21Q: 3 clusters Score -8250108 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58908 members Mstep: Class 2 contains 6684 members Entering Unmasked Estep Score: -8250132.000000 Penalty: 5501.239746 Iteration 22Q: 3 clusters Score -8250132 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59014 members Mstep: Class 2 contains 6578 members Entering Unmasked Estep Score: -8250138.500000 Penalty: 5501.239746 Iteration 23Q: 3 clusters Score -8250138 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59099 members Mstep: Class 2 contains 6493 members Entering Unmasked Estep Score: -8250134.000000 Penalty: 5501.239746 Iteration 24Q: 3 clusters Score -8250134 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59165 members Mstep: Class 2 contains 6427 members Entering Unmasked Estep Score: -8250155.500000 Penalty: 5501.239746 Iteration 25Q: 3 clusters Score -8250156 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59216 members Mstep: Class 2 contains 6376 members Entering Unmasked Estep Score: -8250155.500000 Penalty: 5501.239746 Iteration 26Q: 3 clusters Score -8250156 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59265 members Mstep: Class 2 contains 6327 members Entering Unmasked Estep Score: -8250157.000000 Penalty: 5501.239746 Iteration 27Q: 3 clusters Score -8250157 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59312 members Mstep: Class 2 contains 6280 members Entering Unmasked Estep Score: -8250170.000000 Penalty: 5501.239746 Iteration 28Q: 3 clusters Score -8250170 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59347 members Mstep: Class 2 contains 6245 members Entering Unmasked Estep Score: -8250180.000000 Penalty: 5501.239746 Iteration 29Q: 3 clusters Score -8250180 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59374 members Mstep: Class 2 contains 6218 members Entering Unmasked Estep Score: -8250173.000000 Penalty: 5501.239746 Iteration 30Q: 3 clusters Score -8250173 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59406 members Mstep: Class 2 contains 6186 members Entering Unmasked Estep Score: -8250178.000000 Penalty: 5501.239746 Iteration 31Q: 3 clusters Score -8250178 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59440 members Mstep: Class 2 contains 6152 members Entering Unmasked Estep Score: -8250182.500000 Penalty: 5501.239746 Iteration 32Q: 3 clusters Score -8250182 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59472 members Mstep: Class 2 contains 6120 members Entering Unmasked Estep Score: -8250192.000000 Penalty: 5501.239746 Iteration 33Q: 3 clusters Score -8250192 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59513 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -8250195.500000 Penalty: 5501.239746 Iteration 34Q: 3 clusters Score -8250196 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59553 members Mstep: Class 2 contains 6039 members Entering Unmasked Estep Score: -8250201.000000 Penalty: 5501.239746 Iteration 35Q: 3 clusters Score -8250201 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59597 members Mstep: Class 2 contains 5995 members Entering Unmasked Estep Score: -8250198.000000 Penalty: 5501.239746 Iteration 36Q: 3 clusters Score -8250198 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59634 members Mstep: Class 2 contains 5958 members Entering Unmasked Estep Score: -8250198.500000 Penalty: 5501.239746 Iteration 37Q: 3 clusters Score -8250198 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59666 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep Score: -8250199.000000 Penalty: 5501.239746 Iteration 38Q: 3 clusters Score -8250199 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59689 members Mstep: Class 2 contains 5903 members Entering Unmasked Estep Score: -8250188.500000 Penalty: 5501.239746 Iteration 39Q: 3 clusters Score -8250188 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59723 members Mstep: Class 2 contains 5869 members Entering Unmasked Estep Score: -8250209.000000 Penalty: 5501.239746 Iteration 40F: 3 clusters Score -8250209 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59757 members Mstep: Class 2 contains 5835 members Entering Unmasked Estep Score: -8250227.000000 Penalty: 5501.239746 Iteration 41Q: 3 clusters Score -8250227 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59792 members Mstep: Class 2 contains 5800 members Entering Unmasked Estep Score: -8250237.000000 Penalty: 5501.239746 Iteration 42Q: 3 clusters Score -8250237 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59829 members Mstep: Class 2 contains 5763 members Entering Unmasked Estep Score: -8250218.000000 Penalty: 5501.239746 Iteration 43Q: 3 clusters Score -8250218 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59857 members Mstep: Class 2 contains 5735 members Entering Unmasked Estep Score: -8250221.000000 Penalty: 5501.239746 Iteration 44Q: 3 clusters Score -8250221 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59876 members Mstep: Class 2 contains 5716 members Entering Unmasked Estep Score: -8250221.500000 Penalty: 5501.239746 Iteration 45Q: 3 clusters Score -8250222 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59886 members Mstep: Class 2 contains 5706 members Entering Unmasked Estep Score: -8250220.000000 Penalty: 5501.239746 Iteration 46Q: 3 clusters Score -8250220 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59895 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -8250231.500000 Penalty: 5501.239746 Iteration 47Q: 3 clusters Score -8250232 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59904 members Mstep: Class 2 contains 5688 members Entering Unmasked Estep Score: -8250225.500000 Penalty: 5501.239746 Iteration 48Q: 3 clusters Score -8250226 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59917 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -8250227.000000 Penalty: 5501.239746 Iteration 49Q: 3 clusters Score -8250227 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59927 members Mstep: Class 2 contains 5665 members Entering Unmasked Estep Score: -8250231.500000 Penalty: 5501.239746 Iteration 50Q: 3 clusters Score -8250232 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59936 members Mstep: Class 2 contains 5656 members Entering Unmasked Estep Score: -8250233.000000 Penalty: 5501.239746 Iteration 51Q: 3 clusters Score -8250233 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59945 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -8250228.500000 Penalty: 5501.239746 Iteration 52Q: 3 clusters Score -8250228 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59951 members Mstep: Class 2 contains 5641 members Entering Unmasked Estep Score: -8250232.500000 Penalty: 5501.239746 Iteration 53Q: 3 clusters Score -8250232 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59960 members Mstep: Class 2 contains 5632 members Entering Unmasked Estep Score: -8250228.500000 Penalty: 5501.239746 Iteration 54Q: 3 clusters Score -8250228 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59966 members Mstep: Class 2 contains 5626 members Entering Unmasked Estep Score: -8250228.500000 Penalty: 5501.239746 Iteration 55Q: 3 clusters Score -8250228 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59968 members Mstep: Class 2 contains 5624 members Entering Unmasked Estep Score: -8250231.500000 Penalty: 5501.239746 Iteration 56Q: 3 clusters Score -8250232 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59971 members Mstep: Class 2 contains 5621 members Entering Unmasked Estep Score: -8250234.500000 Penalty: 5501.239746 Iteration 57Q: 3 clusters Score -8250234 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59974 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -8250232.000000 Penalty: 5501.239746 Iteration 58Q: 3 clusters Score -8250232 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59976 members Mstep: Class 2 contains 5616 members Entering Unmasked Estep Score: -8250235.000000 Penalty: 5501.239746 Iteration 59Q: 3 clusters Score -8250235 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59977 members Mstep: Class 2 contains 5615 members Entering Unmasked Estep Score: -8250225.500000 Penalty: 5501.239746 Iteration 60F: 3 clusters Score -8250226 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59980 members Mstep: Class 2 contains 5612 members Entering Unmasked Estep Score: -8250225.500000 Penalty: 5501.239746 Iteration 61Q: 3 clusters Score -8250226 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59981 members Mstep: Class 2 contains 5611 members Entering Unmasked Estep Score: -8250227.000000 Penalty: 5501.239746 Iteration 62Q: 3 clusters Score -8250227 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59981 members Mstep: Class 2 contains 5611 members Entering Unmasked Estep Score: -8250227.000000 Penalty: 5501.239746 Iteration 63F: 3 clusters Score -8250227 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (244730 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244730 members Entering Unmasked Estep Score: -30534962.000000 Penalty: 3077.162109 Iteration 0F: 2 clusters Score -3.053496e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122036 members Mstep: Class 2 contains 122694 members Entering Unmasked Estep Score: -30379282.000000 Penalty: 6154.324219 Iteration 0F: 3 clusters Score -3.037928e+07 nChanged 118076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115912 members Mstep: Class 2 contains 128818 members Entering Unmasked Estep Score: -30448262.000000 Penalty: 6154.324219 Iteration 1F: 3 clusters Score -3.044826e+07 nChanged 7301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112009 members Mstep: Class 2 contains 132721 members Entering Unmasked Estep Score: -30450092.000000 Penalty: 6154.324219 Iteration 2Q: 3 clusters Score -3.045009e+07 nChanged 8733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106078 members Mstep: Class 2 contains 138652 members Entering Unmasked Estep Score: -30453130.000000 Penalty: 6154.324219 Iteration 3Q: 3 clusters Score -3.045313e+07 nChanged 11180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97100 members Mstep: Class 2 contains 147630 members Entering Unmasked Estep Score: -30458606.000000 Penalty: 6154.324219 Iteration 4Q: 3 clusters Score -3.045861e+07 nChanged 14505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84283 members Mstep: Class 2 contains 160447 members Entering Unmasked Estep Score: -30467426.000000 Penalty: 6154.324219 Iteration 5F: 3 clusters Score -3.046743e+07 nChanged 17920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67615 members Mstep: Class 2 contains 177115 members Entering Unmasked Estep Score: -30479884.000000 Penalty: 6154.324219 Iteration 6F: 3 clusters Score -3.047988e+07 nChanged 19020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49499 members Mstep: Class 2 contains 195231 members Entering Unmasked Estep Score: -30493456.000000 Penalty: 6154.324219 Iteration 7F: 3 clusters Score -3.049346e+07 nChanged 16582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33375 members Mstep: Class 2 contains 211355 members Entering Unmasked Estep Score: -30505506.000000 Penalty: 6154.324219 Iteration 8F: 3 clusters Score -3.050551e+07 nChanged 12258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21243 members Mstep: Class 2 contains 223487 members Entering Unmasked Estep Score: -30514982.000000 Penalty: 6154.324219 Iteration 9F: 3 clusters Score -3.051498e+07 nChanged 7913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13388 members Mstep: Class 2 contains 231342 members Entering Unmasked Estep Score: -30521666.000000 Penalty: 6154.324219 Iteration 10Q: 3 clusters Score -3.052167e+07 nChanged 4828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8590 members Mstep: Class 2 contains 236140 members Entering Unmasked Estep Score: -30525452.000000 Penalty: 6154.324219 Iteration 11Q: 3 clusters Score -3.052545e+07 nChanged 2864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5780 members Mstep: Class 2 contains 238950 members Entering Unmasked Estep Score: -30527874.000000 Penalty: 6154.324219 Iteration 12Q: 3 clusters Score -3.052787e+07 nChanged 1727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 240627 members Entering Unmasked Estep Score: -30529358.000000 Penalty: 6154.324219 Iteration 13Q: 3 clusters Score -3.052936e+07 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 241622 members Entering Unmasked Estep Score: -30530224.000000 Penalty: 6154.324219 Iteration 14Q: 3 clusters Score -3.053022e+07 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 242289 members Entering Unmasked Estep Score: -30530798.000000 Penalty: 6154.324219 Iteration 15Q: 3 clusters Score -3.05308e+07 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 242696 members Entering Unmasked Estep Score: -30531222.000000 Penalty: 6154.324219 Iteration 16Q: 3 clusters Score -3.053122e+07 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 242985 members Entering Unmasked Estep Score: -30531470.000000 Penalty: 6154.324219 Iteration 17Q: 3 clusters Score -3.053147e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 243169 members Entering Unmasked Estep Score: -30531612.000000 Penalty: 6154.324219 Iteration 18Q: 3 clusters Score -3.053161e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 243337 members Entering Unmasked Estep Score: -30531744.000000 Penalty: 6154.324219 Iteration 19Q: 3 clusters Score -3.053174e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 243459 members Entering Unmasked Estep Score: -30531868.000000 Penalty: 6154.324219 Iteration 20F: 3 clusters Score -3.053187e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 243543 members Entering Unmasked Estep Score: -30531972.000000 Penalty: 6154.324219 Iteration 21Q: 3 clusters Score -3.053197e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 243614 members Entering Unmasked Estep Score: -30532048.000000 Penalty: 6154.324219 Iteration 22Q: 3 clusters Score -3.053205e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 243658 members Entering Unmasked Estep Score: -30532086.000000 Penalty: 6154.324219 Iteration 23Q: 3 clusters Score -3.053209e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 243705 members Entering Unmasked Estep Score: -30532122.000000 Penalty: 6154.324219 Iteration 24Q: 3 clusters Score -3.053212e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 243735 members Entering Unmasked Estep Score: -30532162.000000 Penalty: 6154.324219 Iteration 25Q: 3 clusters Score -3.053216e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 243756 members Entering Unmasked Estep Score: -30532186.000000 Penalty: 6154.324219 Iteration 26Q: 3 clusters Score -3.053219e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 243780 members Entering Unmasked Estep Score: -30532222.000000 Penalty: 6154.324219 Iteration 27Q: 3 clusters Score -3.053222e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 243799 members Entering Unmasked Estep Score: -30532250.000000 Penalty: 6154.324219 Iteration 28Q: 3 clusters Score -3.053225e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 243819 members Entering Unmasked Estep Score: -30532258.000000 Penalty: 6154.324219 Iteration 29Q: 3 clusters Score -3.053226e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 243839 members Entering Unmasked Estep Score: -30532276.000000 Penalty: 6154.324219 Iteration 30Q: 3 clusters Score -3.053228e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 243853 members Entering Unmasked Estep Score: -30532328.000000 Penalty: 6154.324219 Iteration 31Q: 3 clusters Score -3.053233e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 243863 members Entering Unmasked Estep Score: -30532342.000000 Penalty: 6154.324219 Iteration 32Q: 3 clusters Score -3.053234e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 243871 members Entering Unmasked Estep Score: -30532344.000000 Penalty: 6154.324219 Iteration 33Q: 3 clusters Score -3.053234e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 243878 members Entering Unmasked Estep Score: -30532350.000000 Penalty: 6154.324219 Iteration 34Q: 3 clusters Score -3.053235e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 243886 members Entering Unmasked Estep Score: -30532376.000000 Penalty: 6154.324219 Iteration 35Q: 3 clusters Score -3.053238e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 243897 members Entering Unmasked Estep Score: -30532370.000000 Penalty: 6154.324219 Iteration 36Q: 3 clusters Score -3.053237e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 243903 members Entering Unmasked Estep Score: -30532364.000000 Penalty: 6154.324219 Iteration 37Q: 3 clusters Score -3.053236e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 243909 members Entering Unmasked Estep Score: -30532360.000000 Penalty: 6154.324219 Iteration 38Q: 3 clusters Score -3.053236e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 243912 members Entering Unmasked Estep Score: -30532364.000000 Penalty: 6154.324219 Iteration 39Q: 3 clusters Score -3.053236e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 243913 members Entering Unmasked Estep Score: -30532362.000000 Penalty: 6154.324219 Iteration 40F: 3 clusters Score -3.053236e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 243917 members Entering Unmasked Estep Score: -30532386.000000 Penalty: 6154.324219 Iteration 41Q: 3 clusters Score -3.053239e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 243920 members Entering Unmasked Estep Score: -30532386.000000 Penalty: 6154.324219 Iteration 42Q: 3 clusters Score -3.053239e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 243923 members Entering Unmasked Estep Score: -30532398.000000 Penalty: 6154.324219 Iteration 43Q: 3 clusters Score -3.05324e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 243924 members Entering Unmasked Estep Score: -30532382.000000 Penalty: 6154.324219 Iteration 44Q: 3 clusters Score -3.053238e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 243925 members Entering Unmasked Estep Score: -30532376.000000 Penalty: 6154.324219 Iteration 45Q: 3 clusters Score -3.053238e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 243927 members Entering Unmasked Estep Score: -30532372.000000 Penalty: 6154.324219 Iteration 46Q: 3 clusters Score -3.053237e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 243932 members Entering Unmasked Estep Score: -30532388.000000 Penalty: 6154.324219 Iteration 47Q: 3 clusters Score -3.053239e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 243936 members Entering Unmasked Estep Score: -30532382.000000 Penalty: 6154.324219 Iteration 48Q: 3 clusters Score -3.053238e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 243941 members Entering Unmasked Estep Score: -30532378.000000 Penalty: 6154.324219 Iteration 49Q: 3 clusters Score -3.053238e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 243947 members Entering Unmasked Estep Score: -30532364.000000 Penalty: 6154.324219 Iteration 50Q: 3 clusters Score -3.053236e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 243951 members Entering Unmasked Estep Score: -30532370.000000 Penalty: 6154.324219 Iteration 51Q: 3 clusters Score -3.053237e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 243957 members Entering Unmasked Estep Score: -30532350.000000 Penalty: 6154.324219 Iteration 52Q: 3 clusters Score -3.053235e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 243959 members Entering Unmasked Estep Score: -30532360.000000 Penalty: 6154.324219 Iteration 53Q: 3 clusters Score -3.053236e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 243960 members Entering Unmasked Estep Score: -30532378.000000 Penalty: 6154.324219 Iteration 54Q: 3 clusters Score -3.053238e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 243963 members Entering Unmasked Estep Score: -30532370.000000 Penalty: 6154.324219 Iteration 55Q: 3 clusters Score -3.053237e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 243963 members Entering Unmasked Estep Score: -30532370.000000 Penalty: 6154.324219 Iteration 56F: 3 clusters Score -3.053237e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (8289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Entering Unmasked Estep Score: -1059910.875000 Penalty: 2237.625977 Iteration 0F: 2 clusters Score -1059911 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -1053257.500000 Penalty: 4475.251953 Iteration 0F: 3 clusters Score -1053258 nChanged 3407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 4218 members Entering Unmasked Estep Score: -1055058.750000 Penalty: 4475.251953 Iteration 1F: 3 clusters Score -1055059 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -1055298.625000 Penalty: 4475.251953 Iteration 2F: 3 clusters Score -1055299 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -1055453.375000 Penalty: 4475.251953 Iteration 3Q: 3 clusters Score -1055453 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -1055573.500000 Penalty: 4475.251953 Iteration 4Q: 3 clusters Score -1055574 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -1055670.375000 Penalty: 4475.251953 Iteration 5Q: 3 clusters Score -1055670 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -1055741.750000 Penalty: 4475.251953 Iteration 6Q: 3 clusters Score -1055742 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -1055814.250000 Penalty: 4475.251953 Iteration 7Q: 3 clusters Score -1055814 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -1055883.125000 Penalty: 4475.251953 Iteration 8Q: 3 clusters Score -1055883 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -1055947.250000 Penalty: 4475.251953 Iteration 9Q: 3 clusters Score -1055947 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -1056002.375000 Penalty: 4475.251953 Iteration 10Q: 3 clusters Score -1056002 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 4726 members Entering Unmasked Estep Score: -1056063.000000 Penalty: 4475.251953 Iteration 11Q: 3 clusters Score -1056063 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -1056135.000000 Penalty: 4475.251953 Iteration 12Q: 3 clusters Score -1056135 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -1056191.500000 Penalty: 4475.251953 Iteration 13Q: 3 clusters Score -1056192 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -1056241.875000 Penalty: 4475.251953 Iteration 14Q: 3 clusters Score -1056242 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -1056288.500000 Penalty: 4475.251953 Iteration 15Q: 3 clusters Score -1056288 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -1056345.750000 Penalty: 4475.251953 Iteration 16Q: 3 clusters Score -1056346 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 5166 members Entering Unmasked Estep Score: -1056395.375000 Penalty: 4475.251953 Iteration 17Q: 3 clusters Score -1056395 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 5258 members Entering Unmasked Estep Score: -1056445.500000 Penalty: 4475.251953 Iteration 18Q: 3 clusters Score -1056446 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 5362 members Entering Unmasked Estep Score: -1056491.000000 Penalty: 4475.251953 Iteration 19Q: 3 clusters Score -1056491 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 5449 members Entering Unmasked Estep Score: -1056537.500000 Penalty: 4475.251953 Iteration 20F: 3 clusters Score -1056538 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 5551 members Entering Unmasked Estep Score: -1056586.000000 Penalty: 4475.251953 Iteration 21Q: 3 clusters Score -1056586 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -1056635.000000 Penalty: 4475.251953 Iteration 22Q: 3 clusters Score -1056635 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 5777 members Entering Unmasked Estep Score: -1056693.875000 Penalty: 4475.251953 Iteration 23Q: 3 clusters Score -1056694 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 5902 members Entering Unmasked Estep Score: -1056754.125000 Penalty: 4475.251953 Iteration 24Q: 3 clusters Score -1056754 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 6040 members Entering Unmasked Estep Score: -1056839.375000 Penalty: 4475.251953 Iteration 25Q: 3 clusters Score -1056839 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 6183 members Entering Unmasked Estep Score: -1056933.500000 Penalty: 4475.251953 Iteration 26Q: 3 clusters Score -1056934 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -1057034.375000 Penalty: 4475.251953 Iteration 27Q: 3 clusters Score -1057034 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 6465 members Entering Unmasked Estep Score: -1057132.125000 Penalty: 4475.251953 Iteration 28Q: 3 clusters Score -1057132 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 6592 members Entering Unmasked Estep Score: -1057229.125000 Penalty: 4475.251953 Iteration 29Q: 3 clusters Score -1057229 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 6714 members Entering Unmasked Estep Score: -1057307.250000 Penalty: 4475.251953 Iteration 30Q: 3 clusters Score -1057307 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -1057383.000000 Penalty: 4475.251953 Iteration 31Q: 3 clusters Score -1057383 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 6924 members Entering Unmasked Estep Score: -1057445.250000 Penalty: 4475.251953 Iteration 32Q: 3 clusters Score -1057445 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 7028 members Entering Unmasked Estep Score: -1057514.500000 Penalty: 4475.251953 Iteration 33Q: 3 clusters Score -1057514 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 7118 members Entering Unmasked Estep Score: -1057580.625000 Penalty: 4475.251953 Iteration 34Q: 3 clusters Score -1057581 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 7207 members Entering Unmasked Estep Score: -1057646.875000 Penalty: 4475.251953 Iteration 35Q: 3 clusters Score -1057647 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 7274 members Entering Unmasked Estep Score: -1057700.875000 Penalty: 4475.251953 Iteration 36Q: 3 clusters Score -1057701 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 7338 members Entering Unmasked Estep Score: -1057749.125000 Penalty: 4475.251953 Iteration 37Q: 3 clusters Score -1057749 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 7397 members Entering Unmasked Estep Score: -1057802.125000 Penalty: 4475.251953 Iteration 38Q: 3 clusters Score -1057802 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 7451 members Entering Unmasked Estep Score: -1057842.875000 Penalty: 4475.251953 Iteration 39Q: 3 clusters Score -1057843 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 7487 members Entering Unmasked Estep Score: -1057868.250000 Penalty: 4475.251953 Iteration 40F: 3 clusters Score -1057868 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 7524 members Entering Unmasked Estep Score: -1057890.500000 Penalty: 4475.251953 Iteration 41Q: 3 clusters Score -1057890 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 7545 members Entering Unmasked Estep Score: -1057906.250000 Penalty: 4475.251953 Iteration 42Q: 3 clusters Score -1057906 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 7561 members Entering Unmasked Estep Score: -1057914.500000 Penalty: 4475.251953 Iteration 43Q: 3 clusters Score -1057914 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 7582 members Entering Unmasked Estep Score: -1057928.125000 Penalty: 4475.251953 Iteration 44Q: 3 clusters Score -1057928 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 7594 members Entering Unmasked Estep Score: -1057937.375000 Penalty: 4475.251953 Iteration 45Q: 3 clusters Score -1057937 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 7600 members Entering Unmasked Estep Score: -1057942.375000 Penalty: 4475.251953 Iteration 46Q: 3 clusters Score -1057942 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 7611 members Entering Unmasked Estep Score: -1057947.000000 Penalty: 4475.251953 Iteration 47Q: 3 clusters Score -1057947 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 7621 members Entering Unmasked Estep Score: -1057957.125000 Penalty: 4475.251953 Iteration 48Q: 3 clusters Score -1057957 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 7631 members Entering Unmasked Estep Score: -1057960.625000 Penalty: 4475.251953 Iteration 49Q: 3 clusters Score -1057961 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 7642 members Entering Unmasked Estep Score: -1057969.125000 Penalty: 4475.251953 Iteration 50Q: 3 clusters Score -1057969 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 7651 members Entering Unmasked Estep Score: -1057973.375000 Penalty: 4475.251953 Iteration 51Q: 3 clusters Score -1057973 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 7658 members Entering Unmasked Estep Score: -1057981.875000 Penalty: 4475.251953 Iteration 52Q: 3 clusters Score -1057982 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 7663 members Entering Unmasked Estep Score: -1057987.875000 Penalty: 4475.251953 Iteration 53Q: 3 clusters Score -1057988 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 7663 members Entering Unmasked Estep Score: -1057990.500000 Penalty: 4475.251953 Iteration 54Q: 3 clusters Score -1057990 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 7665 members Entering Unmasked Estep Score: -1057993.500000 Penalty: 4475.251953 Iteration 55Q: 3 clusters Score -1057994 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 7669 members Entering Unmasked Estep Score: -1057997.375000 Penalty: 4475.251953 Iteration 56Q: 3 clusters Score -1057997 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 7671 members Entering Unmasked Estep Score: -1057999.625000 Penalty: 4475.251953 Iteration 57Q: 3 clusters Score -1058000 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 7673 members Entering Unmasked Estep Score: -1057999.000000 Penalty: 4475.251953 Iteration 58Q: 3 clusters Score -1057999 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 7675 members Entering Unmasked Estep Score: -1058000.750000 Penalty: 4475.251953 Iteration 59Q: 3 clusters Score -1058001 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 7677 members Entering Unmasked Estep Score: -1058002.250000 Penalty: 4475.251953 Iteration 60F: 3 clusters Score -1058002 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 7680 members Entering Unmasked Estep Score: -1058005.250000 Penalty: 4475.251953 Iteration 61Q: 3 clusters Score -1058005 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 7682 members Entering Unmasked Estep Score: -1058005.250000 Penalty: 4475.251953 Iteration 62Q: 3 clusters Score -1058005 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 7684 members Entering Unmasked Estep Score: -1058005.125000 Penalty: 4475.251953 Iteration 63Q: 3 clusters Score -1058005 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 7687 members Entering Unmasked Estep Score: -1058006.000000 Penalty: 4475.251953 Iteration 64Q: 3 clusters Score -1058006 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 7688 members Entering Unmasked Estep Score: -1058006.250000 Penalty: 4475.251953 Iteration 65Q: 3 clusters Score -1058006 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 7689 members Entering Unmasked Estep Score: -1058007.875000 Penalty: 4475.251953 Iteration 66Q: 3 clusters Score -1058008 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 7690 members Entering Unmasked Estep Score: -1058008.125000 Penalty: 4475.251953 Iteration 67Q: 3 clusters Score -1058008 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 7690 members Entering Unmasked Estep Score: -1058008.125000 Penalty: 4475.251953 Iteration 68F: 3 clusters Score -1058008 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (13135 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13135 members Entering Unmasked Estep Score: -1600414.625000 Penalty: 2351.792969 Iteration 0F: 2 clusters Score -1600415 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6542 members Mstep: Class 2 contains 6593 members Entering Unmasked Estep Score: -1590663.750000 Penalty: 4703.585938 Iteration 0F: 3 clusters Score -1590664 nChanged 5652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6338 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -1593711.125000 Penalty: 4703.585938 Iteration 1F: 3 clusters Score -1593711 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6143 members Mstep: Class 2 contains 6992 members Entering Unmasked Estep Score: -1594042.750000 Penalty: 4703.585938 Iteration 2F: 3 clusters Score -1594043 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5913 members Mstep: Class 2 contains 7222 members Entering Unmasked Estep Score: -1594281.750000 Penalty: 4703.585938 Iteration 3Q: 3 clusters Score -1594282 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5674 members Mstep: Class 2 contains 7461 members Entering Unmasked Estep Score: -1594494.000000 Penalty: 4703.585938 Iteration 4Q: 3 clusters Score -1594494 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 7739 members Entering Unmasked Estep Score: -1594668.125000 Penalty: 4703.585938 Iteration 5Q: 3 clusters Score -1594668 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 8069 members Entering Unmasked Estep Score: -1594863.750000 Penalty: 4703.585938 Iteration 6Q: 3 clusters Score -1594864 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4690 members Mstep: Class 2 contains 8445 members Entering Unmasked Estep Score: -1595056.250000 Penalty: 4703.585938 Iteration 7Q: 3 clusters Score -1595056 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 8828 members Entering Unmasked Estep Score: -1595260.375000 Penalty: 4703.585938 Iteration 8Q: 3 clusters Score -1595260 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 9305 members Entering Unmasked Estep Score: -1595516.500000 Penalty: 4703.585938 Iteration 9Q: 3 clusters Score -1595516 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 9845 members Entering Unmasked Estep Score: -1595851.250000 Penalty: 4703.585938 Iteration 10Q: 3 clusters Score -1595851 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 10434 members Entering Unmasked Estep Score: -1596259.750000 Penalty: 4703.585938 Iteration 11Q: 3 clusters Score -1596260 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 11066 members Entering Unmasked Estep Score: -1596768.500000 Penalty: 4703.585938 Iteration 12Q: 3 clusters Score -1596768 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 11648 members Entering Unmasked Estep Score: -1597267.750000 Penalty: 4703.585938 Iteration 13Q: 3 clusters Score -1597268 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 12131 members Entering Unmasked Estep Score: -1597710.125000 Penalty: 4703.585938 Iteration 14Q: 3 clusters Score -1597710 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 12453 members Entering Unmasked Estep Score: -1598020.000000 Penalty: 4703.585938 Iteration 15Q: 3 clusters Score -1598020 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 12659 members Entering Unmasked Estep Score: -1598226.375000 Penalty: 4703.585938 Iteration 16Q: 3 clusters Score -1598226 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 12769 members Entering Unmasked Estep Score: -1598337.625000 Penalty: 4703.585938 Iteration 17Q: 3 clusters Score -1598338 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 12815 members Entering Unmasked Estep Score: -1598381.250000 Penalty: 4703.585938 Iteration 18Q: 3 clusters Score -1598381 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 12845 members Entering Unmasked Estep Score: -1598426.250000 Penalty: 4703.585938 Iteration 19Q: 3 clusters Score -1598426 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 12862 members Entering Unmasked Estep Score: -1598450.375000 Penalty: 4703.585938 Iteration 20F: 3 clusters Score -1598450 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 12871 members Entering Unmasked Estep Score: -1598455.625000 Penalty: 4703.585938 Iteration 21Q: 3 clusters Score -1598456 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 12875 members Entering Unmasked Estep Score: -1598465.875000 Penalty: 4703.585938 Iteration 22Q: 3 clusters Score -1598466 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 12879 members Entering Unmasked Estep Score: -1598468.375000 Penalty: 4703.585938 Iteration 23Q: 3 clusters Score -1598468 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 12879 members Entering Unmasked Estep Score: -1598468.375000 Penalty: 4703.585938 Iteration 24F: 3 clusters Score -1598468 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Entering Unmasked Estep Score: -28132.222656 Penalty: 1370.312378 Iteration 0F: 2 clusters Score -28132.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -26927.525391 Penalty: 2740.624756 Iteration 0F: 3 clusters Score -26927.53 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -27030.373047 Penalty: 2740.624756 Iteration 1F: 3 clusters Score -27030.37 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -27055.470703 Penalty: 2740.624756 Iteration 2Q: 3 clusters Score -27055.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -27065.621094 Penalty: 2740.624756 Iteration 3Q: 3 clusters Score -27065.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -27076.009766 Penalty: 2740.624756 Iteration 4Q: 3 clusters Score -27076.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -27089.265625 Penalty: 2740.624756 Iteration 5Q: 3 clusters Score -27089.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -27089.265625 Penalty: 2740.624756 Iteration 6F: 3 clusters Score -27089.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Entering Unmasked Estep Score: -35135.558594 Penalty: 1428.988770 Iteration 0F: 2 clusters Score -35135.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -33834.175781 Penalty: 2857.977539 Iteration 0F: 3 clusters Score -33834.18 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -33923.019531 Penalty: 2857.977539 Iteration 1F: 3 clusters Score -33923.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -33960.585938 Penalty: 2857.977539 Iteration 2Q: 3 clusters Score -33960.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -33976.699219 Penalty: 2857.977539 Iteration 3Q: 3 clusters Score -33976.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -33978.277344 Penalty: 2857.977539 Iteration 4Q: 3 clusters Score -33978.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -33978.277344 Penalty: 2857.977539 Iteration 5F: 3 clusters Score -33978.28 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (435 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Entering Unmasked Estep Score: -46327.851562 Penalty: 1506.685791 Iteration 0F: 2 clusters Score -46327.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -44837.843750 Penalty: 3013.371582 Iteration 0F: 3 clusters Score -44837.84 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -44987.207031 Penalty: 3013.371582 Iteration 1F: 3 clusters Score -44987.21 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -45025.843750 Penalty: 3013.371582 Iteration 2Q: 3 clusters Score -45025.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -45059.367188 Penalty: 3013.371582 Iteration 3Q: 3 clusters Score -45059.37 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -45096.546875 Penalty: 3013.371582 Iteration 4Q: 3 clusters Score -45096.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -45117.539062 Penalty: 3013.371582 Iteration 5Q: 3 clusters Score -45117.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -45134.066406 Penalty: 3013.371582 Iteration 6Q: 3 clusters Score -45134.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -45149.187500 Penalty: 3013.371582 Iteration 7Q: 3 clusters Score -45149.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -45153.863281 Penalty: 3013.371582 Iteration 8Q: 3 clusters Score -45153.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -45156.906250 Penalty: 3013.371582 Iteration 9Q: 3 clusters Score -45156.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -45158.617188 Penalty: 3013.371582 Iteration 10Q: 3 clusters Score -45158.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -45158.617188 Penalty: 3013.371582 Iteration 11F: 3 clusters Score -45158.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3488 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Entering Unmasked Estep Score: -433676.500000 Penalty: 2022.956665 Iteration 0F: 2 clusters Score -433676.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -430138.656250 Penalty: 4045.913330 Iteration 0F: 3 clusters Score -430138.7 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -430888.375000 Penalty: 4045.913330 Iteration 1F: 3 clusters Score -430888.4 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -431068.531250 Penalty: 4045.913330 Iteration 2F: 3 clusters Score -431068.5 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -431186.250000 Penalty: 4045.913330 Iteration 3Q: 3 clusters Score -431186.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -431272.468750 Penalty: 4045.913330 Iteration 4Q: 3 clusters Score -431272.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -431338.250000 Penalty: 4045.913330 Iteration 5Q: 3 clusters Score -431338.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -431399.781250 Penalty: 4045.913330 Iteration 6Q: 3 clusters Score -431399.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -431449.281250 Penalty: 4045.913330 Iteration 7Q: 3 clusters Score -431449.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -431491.781250 Penalty: 4045.913330 Iteration 8Q: 3 clusters Score -431491.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -431531.218750 Penalty: 4045.913330 Iteration 9Q: 3 clusters Score -431531.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -431568.843750 Penalty: 4045.913330 Iteration 10Q: 3 clusters Score -431568.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -431597.968750 Penalty: 4045.913330 Iteration 11Q: 3 clusters Score -431598 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -431624.375000 Penalty: 4045.913330 Iteration 12Q: 3 clusters Score -431624.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -431636.406250 Penalty: 4045.913330 Iteration 13Q: 3 clusters Score -431636.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -431641.875000 Penalty: 4045.913330 Iteration 14Q: 3 clusters Score -431641.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -431645.781250 Penalty: 4045.913330 Iteration 15Q: 3 clusters Score -431645.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -431648.468750 Penalty: 4045.913330 Iteration 16Q: 3 clusters Score -431648.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -431652.312500 Penalty: 4045.913330 Iteration 17Q: 3 clusters Score -431652.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -431655.000000 Penalty: 4045.913330 Iteration 18Q: 3 clusters Score -431655 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -431658.843750 Penalty: 4045.913330 Iteration 19Q: 3 clusters Score -431658.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -431660.937500 Penalty: 4045.913330 Iteration 20F: 3 clusters Score -431660.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -431664.875000 Penalty: 4045.913330 Iteration 21Q: 3 clusters Score -431664.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -431667.625000 Penalty: 4045.913330 Iteration 22Q: 3 clusters Score -431667.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -431668.375000 Penalty: 4045.913330 Iteration 23Q: 3 clusters Score -431668.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -431669.937500 Penalty: 4045.913330 Iteration 24Q: 3 clusters Score -431669.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -431670.281250 Penalty: 4045.913330 Iteration 25Q: 3 clusters Score -431670.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -431671.406250 Penalty: 4045.913330 Iteration 26Q: 3 clusters Score -431671.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -431672.375000 Penalty: 4045.913330 Iteration 27Q: 3 clusters Score -431672.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -431673.968750 Penalty: 4045.913330 Iteration 28Q: 3 clusters Score -431674 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -431675.406250 Penalty: 4045.913330 Iteration 29Q: 3 clusters Score -431675.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -431677.218750 Penalty: 4045.913330 Iteration 30Q: 3 clusters Score -431677.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -431678.375000 Penalty: 4045.913330 Iteration 31Q: 3 clusters Score -431678.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -431680.656250 Penalty: 4045.913330 Iteration 32Q: 3 clusters Score -431680.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -431684.031250 Penalty: 4045.913330 Iteration 33Q: 3 clusters Score -431684 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -431687.812500 Penalty: 4045.913330 Iteration 34Q: 3 clusters Score -431687.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -431691.218750 Penalty: 4045.913330 Iteration 35Q: 3 clusters Score -431691.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -431693.593750 Penalty: 4045.913330 Iteration 36Q: 3 clusters Score -431693.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -431695.437500 Penalty: 4045.913330 Iteration 37Q: 3 clusters Score -431695.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -431697.781250 Penalty: 4045.913330 Iteration 38Q: 3 clusters Score -431697.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -431700.093750 Penalty: 4045.913330 Iteration 39Q: 3 clusters Score -431700.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -431701.937500 Penalty: 4045.913330 Iteration 40F: 3 clusters Score -431701.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -431703.875000 Penalty: 4045.913330 Iteration 41Q: 3 clusters Score -431703.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -431706.625000 Penalty: 4045.913330 Iteration 42Q: 3 clusters Score -431706.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -431708.031250 Penalty: 4045.913330 Iteration 43Q: 3 clusters Score -431708 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -431712.593750 Penalty: 4045.913330 Iteration 44Q: 3 clusters Score -431712.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -431714.968750 Penalty: 4045.913330 Iteration 45Q: 3 clusters Score -431715 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -431717.406250 Penalty: 4045.913330 Iteration 46Q: 3 clusters Score -431717.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -431720.468750 Penalty: 4045.913330 Iteration 47Q: 3 clusters Score -431720.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -431722.687500 Penalty: 4045.913330 Iteration 48Q: 3 clusters Score -431722.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -431724.843750 Penalty: 4045.913330 Iteration 49Q: 3 clusters Score -431724.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -431727.281250 Penalty: 4045.913330 Iteration 50Q: 3 clusters Score -431727.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -431728.406250 Penalty: 4045.913330 Iteration 51Q: 3 clusters Score -431728.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -431728.937500 Penalty: 4045.913330 Iteration 52Q: 3 clusters Score -431728.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -431730.687500 Penalty: 4045.913330 Iteration 53Q: 3 clusters Score -431730.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -431731.468750 Penalty: 4045.913330 Iteration 54Q: 3 clusters Score -431731.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -431732.218750 Penalty: 4045.913330 Iteration 55Q: 3 clusters Score -431732.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -431733.718750 Penalty: 4045.913330 Iteration 56Q: 3 clusters Score -431733.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -431734.750000 Penalty: 4045.913330 Iteration 57Q: 3 clusters Score -431734.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -431736.437500 Penalty: 4045.913330 Iteration 58Q: 3 clusters Score -431736.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -431739.031250 Penalty: 4045.913330 Iteration 59Q: 3 clusters Score -431739 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -431742.343750 Penalty: 4045.913330 Iteration 60F: 3 clusters Score -431742.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -431746.625000 Penalty: 4045.913330 Iteration 61Q: 3 clusters Score -431746.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -431749.593750 Penalty: 4045.913330 Iteration 62Q: 3 clusters Score -431749.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -431755.718750 Penalty: 4045.913330 Iteration 63Q: 3 clusters Score -431755.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -431758.843750 Penalty: 4045.913330 Iteration 64Q: 3 clusters Score -431758.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -431764.468750 Penalty: 4045.913330 Iteration 65Q: 3 clusters Score -431764.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -431774.031250 Penalty: 4045.913330 Iteration 66Q: 3 clusters Score -431774 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -431787.062500 Penalty: 4045.913330 Iteration 67Q: 3 clusters Score -431787.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -431798.500000 Penalty: 4045.913330 Iteration 68Q: 3 clusters Score -431798.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -431812.718750 Penalty: 4045.913330 Iteration 69Q: 3 clusters Score -431812.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -431825.625000 Penalty: 4045.913330 Iteration 70Q: 3 clusters Score -431825.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -431836.625000 Penalty: 4045.913330 Iteration 71Q: 3 clusters Score -431836.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -431846.718750 Penalty: 4045.913330 Iteration 72Q: 3 clusters Score -431846.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -431858.718750 Penalty: 4045.913330 Iteration 73Q: 3 clusters Score -431858.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -431868.781250 Penalty: 4045.913330 Iteration 74Q: 3 clusters Score -431868.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -431879.968750 Penalty: 4045.913330 Iteration 75Q: 3 clusters Score -431880 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -431890.281250 Penalty: 4045.913330 Iteration 76Q: 3 clusters Score -431890.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -431900.312500 Penalty: 4045.913330 Iteration 77Q: 3 clusters Score -431900.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -431910.875000 Penalty: 4045.913330 Iteration 78Q: 3 clusters Score -431910.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -431917.812500 Penalty: 4045.913330 Iteration 79Q: 3 clusters Score -431917.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -431925.187500 Penalty: 4045.913330 Iteration 80F: 3 clusters Score -431925.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -431932.156250 Penalty: 4045.913330 Iteration 81Q: 3 clusters Score -431932.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -431934.812500 Penalty: 4045.913330 Iteration 82Q: 3 clusters Score -431934.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -431938.468750 Penalty: 4045.913330 Iteration 83Q: 3 clusters Score -431938.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -431941.218750 Penalty: 4045.913330 Iteration 84Q: 3 clusters Score -431941.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -431943.843750 Penalty: 4045.913330 Iteration 85Q: 3 clusters Score -431943.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -431947.468750 Penalty: 4045.913330 Iteration 86Q: 3 clusters Score -431947.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -431955.531250 Penalty: 4045.913330 Iteration 87Q: 3 clusters Score -431955.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -431964.000000 Penalty: 4045.913330 Iteration 88Q: 3 clusters Score -431964 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -431973.343750 Penalty: 4045.913330 Iteration 89Q: 3 clusters Score -431973.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -431983.875000 Penalty: 4045.913330 Iteration 90Q: 3 clusters Score -431983.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -431993.531250 Penalty: 4045.913330 Iteration 91Q: 3 clusters Score -431993.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -431998.843750 Penalty: 4045.913330 Iteration 92Q: 3 clusters Score -431998.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -432005.875000 Penalty: 4045.913330 Iteration 93Q: 3 clusters Score -432005.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -432011.656250 Penalty: 4045.913330 Iteration 94Q: 3 clusters Score -432011.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -432019.812500 Penalty: 4045.913330 Iteration 95Q: 3 clusters Score -432019.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -432031.781250 Penalty: 4045.913330 Iteration 96Q: 3 clusters Score -432031.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -432046.968750 Penalty: 4045.913330 Iteration 97Q: 3 clusters Score -432047 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -432062.656250 Penalty: 4045.913330 Iteration 98Q: 3 clusters Score -432062.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -432079.250000 Penalty: 4045.913330 Iteration 99Q: 3 clusters Score -432079.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -432100.156250 Penalty: 4045.913330 Iteration 100F: 3 clusters Score -432100.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -432118.625000 Penalty: 4045.913330 Iteration 101Q: 3 clusters Score -432118.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -432140.500000 Penalty: 4045.913330 Iteration 102Q: 3 clusters Score -432140.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -432165.343750 Penalty: 4045.913330 Iteration 103Q: 3 clusters Score -432165.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -432189.281250 Penalty: 4045.913330 Iteration 104Q: 3 clusters Score -432189.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -432213.750000 Penalty: 4045.913330 Iteration 105Q: 3 clusters Score -432213.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -432240.343750 Penalty: 4045.913330 Iteration 106Q: 3 clusters Score -432240.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -432256.312500 Penalty: 4045.913330 Iteration 107Q: 3 clusters Score -432256.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -432267.343750 Penalty: 4045.913330 Iteration 108Q: 3 clusters Score -432267.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -432272.906250 Penalty: 4045.913330 Iteration 109Q: 3 clusters Score -432272.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -432274.625000 Penalty: 4045.913330 Iteration 110Q: 3 clusters Score -432274.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -432277.656250 Penalty: 4045.913330 Iteration 111Q: 3 clusters Score -432277.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -432279.687500 Penalty: 4045.913330 Iteration 112Q: 3 clusters Score -432279.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -432283.531250 Penalty: 4045.913330 Iteration 113Q: 3 clusters Score -432283.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -432285.343750 Penalty: 4045.913330 Iteration 114Q: 3 clusters Score -432285.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -432293.593750 Penalty: 4045.913330 Iteration 115Q: 3 clusters Score -432293.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -432305.812500 Penalty: 4045.913330 Iteration 116Q: 3 clusters Score -432305.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -432316.218750 Penalty: 4045.913330 Iteration 117Q: 3 clusters Score -432316.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -432327.031250 Penalty: 4045.913330 Iteration 118Q: 3 clusters Score -432327 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -432338.781250 Penalty: 4045.913330 Iteration 119Q: 3 clusters Score -432338.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -432350.500000 Penalty: 4045.913330 Iteration 120F: 3 clusters Score -432350.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -432360.781250 Penalty: 4045.913330 Iteration 121Q: 3 clusters Score -432360.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -432366.562500 Penalty: 4045.913330 Iteration 122Q: 3 clusters Score -432366.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -432374.156250 Penalty: 4045.913330 Iteration 123Q: 3 clusters Score -432374.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -432381.312500 Penalty: 4045.913330 Iteration 124Q: 3 clusters Score -432381.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -432382.750000 Penalty: 4045.913330 Iteration 125Q: 3 clusters Score -432382.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -432386.937500 Penalty: 4045.913330 Iteration 126Q: 3 clusters Score -432386.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -432386.562500 Penalty: 4045.913330 Iteration 127Q: 3 clusters Score -432386.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -432387.375000 Penalty: 4045.913330 Iteration 128Q: 3 clusters Score -432387.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -432387.312500 Penalty: 4045.913330 Iteration 129Q: 3 clusters Score -432387.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -432387.312500 Penalty: 4045.913330 Iteration 130F: 3 clusters Score -432387.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (609 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Entering Unmasked Estep Score: -72396.820312 Penalty: 1590.130981 Iteration 0F: 2 clusters Score -72396.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -70770.398438 Penalty: 3180.261963 Iteration 0F: 3 clusters Score -70770.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -70974.578125 Penalty: 3180.261963 Iteration 1F: 3 clusters Score -70974.58 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -71046.742188 Penalty: 3180.261963 Iteration 2F: 3 clusters Score -71046.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -71071.375000 Penalty: 3180.261963 Iteration 3Q: 3 clusters Score -71071.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -71105.921875 Penalty: 3180.261963 Iteration 4Q: 3 clusters Score -71105.92 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -71118.109375 Penalty: 3180.261963 Iteration 5Q: 3 clusters Score -71118.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -71126.828125 Penalty: 3180.261963 Iteration 6Q: 3 clusters Score -71126.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -71133.093750 Penalty: 3180.261963 Iteration 7Q: 3 clusters Score -71133.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -71141.804688 Penalty: 3180.261963 Iteration 8Q: 3 clusters Score -71141.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -71145.945312 Penalty: 3180.261963 Iteration 9Q: 3 clusters Score -71145.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -71145.945312 Penalty: 3180.261963 Iteration 10F: 3 clusters Score -71145.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (8634 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8634 members Entering Unmasked Estep Score: -1103540.125000 Penalty: 2247.738770 Iteration 0F: 2 clusters Score -1103540 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -1096819.750000 Penalty: 4495.477539 Iteration 0F: 3 clusters Score -1096820 nChanged 3492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -1098967.375000 Penalty: 4495.477539 Iteration 1F: 3 clusters Score -1098967 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 4754 members Entering Unmasked Estep Score: -1099544.000000 Penalty: 4495.477539 Iteration 2F: 3 clusters Score -1099544 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 5068 members Entering Unmasked Estep Score: -1100133.375000 Penalty: 4495.477539 Iteration 3F: 3 clusters Score -1100133 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -1100690.875000 Penalty: 4495.477539 Iteration 4F: 3 clusters Score -1100691 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 5918 members Entering Unmasked Estep Score: -1101238.375000 Penalty: 4495.477539 Iteration 5F: 3 clusters Score -1101238 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 6359 members Entering Unmasked Estep Score: -1101668.000000 Penalty: 4495.477539 Iteration 6F: 3 clusters Score -1101668 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 6711 members Entering Unmasked Estep Score: -1101954.625000 Penalty: 4495.477539 Iteration 7Q: 3 clusters Score -1101955 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 6957 members Entering Unmasked Estep Score: -1102131.000000 Penalty: 4495.477539 Iteration 8Q: 3 clusters Score -1102131 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 7134 members Entering Unmasked Estep Score: -1102249.125000 Penalty: 4495.477539 Iteration 9Q: 3 clusters Score -1102249 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 7274 members Entering Unmasked Estep Score: -1102333.750000 Penalty: 4495.477539 Iteration 10Q: 3 clusters Score -1102334 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 7377 members Entering Unmasked Estep Score: -1102384.250000 Penalty: 4495.477539 Iteration 11Q: 3 clusters Score -1102384 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 7442 members Entering Unmasked Estep Score: -1102410.625000 Penalty: 4495.477539 Iteration 12Q: 3 clusters Score -1102411 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 7486 members Entering Unmasked Estep Score: -1102430.125000 Penalty: 4495.477539 Iteration 13Q: 3 clusters Score -1102430 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 7526 members Entering Unmasked Estep Score: -1102448.500000 Penalty: 4495.477539 Iteration 14Q: 3 clusters Score -1102448 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 7553 members Entering Unmasked Estep Score: -1102456.625000 Penalty: 4495.477539 Iteration 15Q: 3 clusters Score -1102457 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 7573 members Entering Unmasked Estep Score: -1102465.125000 Penalty: 4495.477539 Iteration 16Q: 3 clusters Score -1102465 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 7589 members Entering Unmasked Estep Score: -1102471.500000 Penalty: 4495.477539 Iteration 17Q: 3 clusters Score -1102472 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 7603 members Entering Unmasked Estep Score: -1102476.750000 Penalty: 4495.477539 Iteration 18Q: 3 clusters Score -1102477 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 7613 members Entering Unmasked Estep Score: -1102479.625000 Penalty: 4495.477539 Iteration 19Q: 3 clusters Score -1102480 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 7624 members Entering Unmasked Estep Score: -1102481.750000 Penalty: 4495.477539 Iteration 20F: 3 clusters Score -1102482 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 7628 members Entering Unmasked Estep Score: -1102484.250000 Penalty: 4495.477539 Iteration 21Q: 3 clusters Score -1102484 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 7631 members Entering Unmasked Estep Score: -1102484.375000 Penalty: 4495.477539 Iteration 22Q: 3 clusters Score -1102484 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 7632 members Entering Unmasked Estep Score: -1102484.750000 Penalty: 4495.477539 Iteration 23Q: 3 clusters Score -1102485 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 7632 members Entering Unmasked Estep Score: -1102484.750000 Penalty: 4495.477539 Iteration 24F: 3 clusters Score -1102485 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (353 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Entering Unmasked Estep Score: -32979.925781 Penalty: 1454.884033 Iteration 0F: 2 clusters Score -32979.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -31715.013672 Penalty: 2909.768066 Iteration 0F: 3 clusters Score -31715.01 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -32058.904297 Penalty: 2909.768066 Iteration 1F: 3 clusters Score -32058.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -32329.583984 Penalty: 2909.768066 Iteration 2F: 3 clusters Score -32329.58 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -32535.806641 Penalty: 2909.768066 Iteration 3F: 3 clusters Score -32535.81 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -32693.083984 Penalty: 2909.768066 Iteration 4Q: 3 clusters Score -32693.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -32823.910156 Penalty: 2909.768066 Iteration 5Q: 3 clusters Score -32823.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -32884.144531 Penalty: 2909.768066 Iteration 6Q: 3 clusters Score -32884.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -32927.039062 Penalty: 2909.768066 Iteration 7Q: 3 clusters Score -32927.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -32955.714844 Penalty: 2909.768066 Iteration 8Q: 3 clusters Score -32955.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -32982.863281 Penalty: 2909.768066 Iteration 9Q: 3 clusters Score -32982.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -33016.863281 Penalty: 2909.768066 Iteration 10Q: 3 clusters Score -33016.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -33016.863281 Penalty: 2909.768066 Iteration 11F: 3 clusters Score -33016.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 23817 members Mstep: Class 3 contains 52337 members Mstep: Class 4 contains 65592 members Mstep: Class 5 contains 244730 members Mstep: Class 6 contains 8289 members Mstep: Class 7 contains 13135 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8634 members Mstep: Class 14 contains 194 members Mstep: Class 15 contains 1985 members Mstep: Class 16 contains 3056 members Mstep: Class 17 contains 3149 members Mstep: Class 18 contains 3323 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8181 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 159 members Entering Unmasked Estep Score: -55438404.000000 Penalty: 77460.750000 Splitting cluster 14 changes total score from -55440156.000000 to -55438404.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (1985 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Entering Unmasked Estep Score: -257007.562500 Penalty: 1883.156860 Iteration 0F: 2 clusters Score -257007.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -254362.250000 Penalty: 3766.313721 Iteration 0F: 3 clusters Score -254362.2 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -254784.343750 Penalty: 3766.313721 Iteration 1F: 3 clusters Score -254784.3 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -254897.843750 Penalty: 3766.313721 Iteration 2F: 3 clusters Score -254897.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -254964.609375 Penalty: 3766.313721 Iteration 3Q: 3 clusters Score -254964.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -255006.437500 Penalty: 3766.313721 Iteration 4Q: 3 clusters Score -255006.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -255032.156250 Penalty: 3766.313721 Iteration 5Q: 3 clusters Score -255032.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -255047.265625 Penalty: 3766.313721 Iteration 6Q: 3 clusters Score -255047.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -255061.093750 Penalty: 3766.313721 Iteration 7Q: 3 clusters Score -255061.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -255074.671875 Penalty: 3766.313721 Iteration 8Q: 3 clusters Score -255074.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -255086.593750 Penalty: 3766.313721 Iteration 9Q: 3 clusters Score -255086.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -255096.109375 Penalty: 3766.313721 Iteration 10Q: 3 clusters Score -255096.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -255100.203125 Penalty: 3766.313721 Iteration 11Q: 3 clusters Score -255100.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -255107.562500 Penalty: 3766.313721 Iteration 12Q: 3 clusters Score -255107.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -255111.546875 Penalty: 3766.313721 Iteration 13Q: 3 clusters Score -255111.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -255115.843750 Penalty: 3766.313721 Iteration 14Q: 3 clusters Score -255115.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -255118.296875 Penalty: 3766.313721 Iteration 15Q: 3 clusters Score -255118.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -255119.328125 Penalty: 3766.313721 Iteration 16Q: 3 clusters Score -255119.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -255120.265625 Penalty: 3766.313721 Iteration 17Q: 3 clusters Score -255120.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -255121.390625 Penalty: 3766.313721 Iteration 18Q: 3 clusters Score -255121.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -255122.718750 Penalty: 3766.313721 Iteration 19Q: 3 clusters Score -255122.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -255123.265625 Penalty: 3766.313721 Iteration 20F: 3 clusters Score -255123.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -255124.531250 Penalty: 3766.313721 Iteration 21Q: 3 clusters Score -255124.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -255124.531250 Penalty: 3766.313721 Iteration 22F: 3 clusters Score -255124.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3056 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Entering Unmasked Estep Score: -363280.093750 Penalty: 1990.165894 Iteration 0F: 2 clusters Score -363280.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -360004.250000 Penalty: 3980.331787 Iteration 0F: 3 clusters Score -360004.2 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -360673.281250 Penalty: 3980.331787 Iteration 1F: 3 clusters Score -360673.3 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -360889.468750 Penalty: 3980.331787 Iteration 2F: 3 clusters Score -360889.5 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -361043.437500 Penalty: 3980.331787 Iteration 3F: 3 clusters Score -361043.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -361187.562500 Penalty: 3980.331787 Iteration 4Q: 3 clusters Score -361187.6 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -361335.843750 Penalty: 3980.331787 Iteration 5F: 3 clusters Score -361335.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -361485.375000 Penalty: 3980.331787 Iteration 6Q: 3 clusters Score -361485.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -361629.343750 Penalty: 3980.331787 Iteration 7Q: 3 clusters Score -361629.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -361729.000000 Penalty: 3980.331787 Iteration 8Q: 3 clusters Score -361729 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -361802.125000 Penalty: 3980.331787 Iteration 9Q: 3 clusters Score -361802.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -361886.031250 Penalty: 3980.331787 Iteration 10Q: 3 clusters Score -361886 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -361961.562500 Penalty: 3980.331787 Iteration 11Q: 3 clusters Score -361961.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -362019.375000 Penalty: 3980.331787 Iteration 12Q: 3 clusters Score -362019.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -362055.187500 Penalty: 3980.331787 Iteration 13Q: 3 clusters Score -362055.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -362073.156250 Penalty: 3980.331787 Iteration 14Q: 3 clusters Score -362073.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -362082.500000 Penalty: 3980.331787 Iteration 15Q: 3 clusters Score -362082.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -362094.281250 Penalty: 3980.331787 Iteration 16Q: 3 clusters Score -362094.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -362105.250000 Penalty: 3980.331787 Iteration 17Q: 3 clusters Score -362105.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -362113.750000 Penalty: 3980.331787 Iteration 18Q: 3 clusters Score -362113.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -362122.625000 Penalty: 3980.331787 Iteration 19Q: 3 clusters Score -362122.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -362128.781250 Penalty: 3980.331787 Iteration 20F: 3 clusters Score -362128.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -362134.062500 Penalty: 3980.331787 Iteration 21Q: 3 clusters Score -362134.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -362140.093750 Penalty: 3980.331787 Iteration 22Q: 3 clusters Score -362140.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -362146.343750 Penalty: 3980.331787 Iteration 23Q: 3 clusters Score -362146.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -362151.968750 Penalty: 3980.331787 Iteration 24Q: 3 clusters Score -362152 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -362156.531250 Penalty: 3980.331787 Iteration 25Q: 3 clusters Score -362156.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -362159.531250 Penalty: 3980.331787 Iteration 26Q: 3 clusters Score -362159.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -362160.968750 Penalty: 3980.331787 Iteration 27Q: 3 clusters Score -362161 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -362161.187500 Penalty: 3980.331787 Iteration 28Q: 3 clusters Score -362161.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -362161.187500 Penalty: 3980.331787 Iteration 29F: 3 clusters Score -362161.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3149 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Entering Unmasked Estep Score: -371715.812500 Penalty: 1997.600342 Iteration 0F: 2 clusters Score -371715.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -368387.937500 Penalty: 3995.200684 Iteration 0F: 3 clusters Score -368387.9 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -369177.375000 Penalty: 3995.200684 Iteration 1F: 3 clusters Score -369177.4 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -369577.062500 Penalty: 3995.200684 Iteration 2F: 3 clusters Score -369577.1 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -370070.187500 Penalty: 3995.200684 Iteration 3F: 3 clusters Score -370070.2 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -370513.375000 Penalty: 3995.200684 Iteration 4F: 3 clusters Score -370513.4 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -370818.875000 Penalty: 3995.200684 Iteration 5F: 3 clusters Score -370818.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -370964.937500 Penalty: 3995.200684 Iteration 6Q: 3 clusters Score -370964.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -371060.281250 Penalty: 3995.200684 Iteration 7Q: 3 clusters Score -371060.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -371111.562500 Penalty: 3995.200684 Iteration 8Q: 3 clusters Score -371111.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -371146.375000 Penalty: 3995.200684 Iteration 9Q: 3 clusters Score -371146.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -371166.250000 Penalty: 3995.200684 Iteration 10Q: 3 clusters Score -371166.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -371182.406250 Penalty: 3995.200684 Iteration 11Q: 3 clusters Score -371182.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -371194.562500 Penalty: 3995.200684 Iteration 12Q: 3 clusters Score -371194.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -371202.093750 Penalty: 3995.200684 Iteration 13Q: 3 clusters Score -371202.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -371206.468750 Penalty: 3995.200684 Iteration 14Q: 3 clusters Score -371206.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -371209.437500 Penalty: 3995.200684 Iteration 15Q: 3 clusters Score -371209.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -371210.343750 Penalty: 3995.200684 Iteration 16Q: 3 clusters Score -371210.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -371211.656250 Penalty: 3995.200684 Iteration 17Q: 3 clusters Score -371211.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -371211.781250 Penalty: 3995.200684 Iteration 18Q: 3 clusters Score -371211.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -371211.781250 Penalty: 3995.200684 Iteration 19F: 3 clusters Score -371211.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3323 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Entering Unmasked Estep Score: -424764.468750 Penalty: 2010.938599 Iteration 0F: 2 clusters Score -424764.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -421295.750000 Penalty: 4021.877197 Iteration 0F: 3 clusters Score -421295.8 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -422023.500000 Penalty: 4021.877197 Iteration 1F: 3 clusters Score -422023.5 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -422187.531250 Penalty: 4021.877197 Iteration 2F: 3 clusters Score -422187.5 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -422295.468750 Penalty: 4021.877197 Iteration 3Q: 3 clusters Score -422295.5 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -422366.781250 Penalty: 4021.877197 Iteration 4Q: 3 clusters Score -422366.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -422417.687500 Penalty: 4021.877197 Iteration 5Q: 3 clusters Score -422417.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -422452.093750 Penalty: 4021.877197 Iteration 6Q: 3 clusters Score -422452.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -422487.875000 Penalty: 4021.877197 Iteration 7Q: 3 clusters Score -422487.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -422517.250000 Penalty: 4021.877197 Iteration 8Q: 3 clusters Score -422517.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -422545.500000 Penalty: 4021.877197 Iteration 9Q: 3 clusters Score -422545.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -422571.906250 Penalty: 4021.877197 Iteration 10Q: 3 clusters Score -422571.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -422595.531250 Penalty: 4021.877197 Iteration 11Q: 3 clusters Score -422595.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -422621.968750 Penalty: 4021.877197 Iteration 12Q: 3 clusters Score -422622 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -422646.250000 Penalty: 4021.877197 Iteration 13Q: 3 clusters Score -422646.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -422667.312500 Penalty: 4021.877197 Iteration 14Q: 3 clusters Score -422667.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -422687.593750 Penalty: 4021.877197 Iteration 15Q: 3 clusters Score -422687.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -422709.937500 Penalty: 4021.877197 Iteration 16Q: 3 clusters Score -422709.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -422731.250000 Penalty: 4021.877197 Iteration 17Q: 3 clusters Score -422731.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -422743.625000 Penalty: 4021.877197 Iteration 18Q: 3 clusters Score -422743.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -422758.593750 Penalty: 4021.877197 Iteration 19Q: 3 clusters Score -422758.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -422770.218750 Penalty: 4021.877197 Iteration 20F: 3 clusters Score -422770.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -422785.156250 Penalty: 4021.877197 Iteration 21Q: 3 clusters Score -422785.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -422798.125000 Penalty: 4021.877197 Iteration 22Q: 3 clusters Score -422798.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -422815.781250 Penalty: 4021.877197 Iteration 23Q: 3 clusters Score -422815.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -422829.156250 Penalty: 4021.877197 Iteration 24Q: 3 clusters Score -422829.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -422840.968750 Penalty: 4021.877197 Iteration 25Q: 3 clusters Score -422841 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -422851.718750 Penalty: 4021.877197 Iteration 26Q: 3 clusters Score -422851.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -422868.093750 Penalty: 4021.877197 Iteration 27Q: 3 clusters Score -422868.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -422887.000000 Penalty: 4021.877197 Iteration 28Q: 3 clusters Score -422887 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -422897.500000 Penalty: 4021.877197 Iteration 29Q: 3 clusters Score -422897.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -422906.062500 Penalty: 4021.877197 Iteration 30Q: 3 clusters Score -422906.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -422915.750000 Penalty: 4021.877197 Iteration 31Q: 3 clusters Score -422915.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -422923.562500 Penalty: 4021.877197 Iteration 32Q: 3 clusters Score -422923.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -422929.843750 Penalty: 4021.877197 Iteration 33Q: 3 clusters Score -422929.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -422938.468750 Penalty: 4021.877197 Iteration 34Q: 3 clusters Score -422938.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -422944.500000 Penalty: 4021.877197 Iteration 35Q: 3 clusters Score -422944.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -422949.656250 Penalty: 4021.877197 Iteration 36Q: 3 clusters Score -422949.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -422955.031250 Penalty: 4021.877197 Iteration 37Q: 3 clusters Score -422955 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -422959.937500 Penalty: 4021.877197 Iteration 38Q: 3 clusters Score -422959.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -422966.625000 Penalty: 4021.877197 Iteration 39Q: 3 clusters Score -422966.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -422975.406250 Penalty: 4021.877197 Iteration 40F: 3 clusters Score -422975.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -422980.468750 Penalty: 4021.877197 Iteration 41Q: 3 clusters Score -422980.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -422985.656250 Penalty: 4021.877197 Iteration 42Q: 3 clusters Score -422985.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -422987.312500 Penalty: 4021.877197 Iteration 43Q: 3 clusters Score -422987.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -422988.437500 Penalty: 4021.877197 Iteration 44Q: 3 clusters Score -422988.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -422988.437500 Penalty: 4021.877197 Iteration 45F: 3 clusters Score -422988.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Entering Unmasked Estep Score: -74018.500000 Penalty: 1591.349609 Iteration 0F: 2 clusters Score -74018.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -72388.554688 Penalty: 3182.699219 Iteration 0F: 3 clusters Score -72388.55 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -72619.890625 Penalty: 3182.699219 Iteration 1F: 3 clusters Score -72619.89 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -72700.609375 Penalty: 3182.699219 Iteration 2F: 3 clusters Score -72700.61 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -72715.507812 Penalty: 3182.699219 Iteration 3Q: 3 clusters Score -72715.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -72721.023438 Penalty: 3182.699219 Iteration 4Q: 3 clusters Score -72721.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -72724.164062 Penalty: 3182.699219 Iteration 5Q: 3 clusters Score -72724.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -72725.031250 Penalty: 3182.699219 Iteration 6Q: 3 clusters Score -72725.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -72726.656250 Penalty: 3182.699219 Iteration 7Q: 3 clusters Score -72726.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -72729.148438 Penalty: 3182.699219 Iteration 8Q: 3 clusters Score -72729.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -72729.148438 Penalty: 3182.699219 Iteration 9F: 3 clusters Score -72729.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (510 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Entering Unmasked Estep Score: -49020.554688 Penalty: 1546.133911 Iteration 0F: 2 clusters Score -49020.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -47530.402344 Penalty: 3092.267822 Iteration 0F: 3 clusters Score -47530.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -47787.695312 Penalty: 3092.267822 Iteration 1F: 3 clusters Score -47787.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -48222.390625 Penalty: 3092.267822 Iteration 2F: 3 clusters Score -48222.39 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -48840.117188 Penalty: 3092.267822 Iteration 3F: 3 clusters Score -48840.12 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -49740.589844 Penalty: 3092.267822 Iteration 4F: 3 clusters Score -49740.59 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -50145.890625 Penalty: 3092.267822 Iteration 5Q: 3 clusters Score -50145.89 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -50527.906250 Penalty: 3092.267822 Iteration 6Q: 3 clusters Score -50527.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -50539.609375 Penalty: 3092.267822 Iteration 7Q: 3 clusters Score -50539.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -50539.609375 Penalty: 3092.267822 Iteration 8F: 3 clusters Score -50539.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 23817 members Mstep: Class 3 contains 52337 members Mstep: Class 4 contains 65592 members Mstep: Class 5 contains 244730 members Mstep: Class 6 contains 8289 members Mstep: Class 7 contains 13135 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8634 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1985 members Mstep: Class 16 contains 3056 members Mstep: Class 17 contains 3149 members Mstep: Class 18 contains 3323 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 133 members Mstep: Class 21 contains 8181 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 377 members Entering Unmasked Estep Score: -55439980.000000 Penalty: 77460.750000 Splitting cluster 20 changes total score from -55440156.000000 to -55439980.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 21 (8181 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8181 members Entering Unmasked Estep Score: -1052668.375000 Penalty: 2234.373291 Iteration 0F: 2 clusters Score -1052668 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -1046162.500000 Penalty: 4468.746582 Iteration 0F: 3 clusters Score -1046162 nChanged 3344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -1047888.312500 Penalty: 4468.746582 Iteration 1F: 3 clusters Score -1047888 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 4273 members Entering Unmasked Estep Score: -1048150.500000 Penalty: 4468.746582 Iteration 2F: 3 clusters Score -1048150 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -1048338.375000 Penalty: 4468.746582 Iteration 3F: 3 clusters Score -1048338 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -1048476.250000 Penalty: 4468.746582 Iteration 4Q: 3 clusters Score -1048476 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 4579 members Entering Unmasked Estep Score: -1048594.125000 Penalty: 4468.746582 Iteration 5Q: 3 clusters Score -1048594 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 4733 members Entering Unmasked Estep Score: -1048714.750000 Penalty: 4468.746582 Iteration 6Q: 3 clusters Score -1048715 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -1048830.125000 Penalty: 4468.746582 Iteration 7Q: 3 clusters Score -1048830 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 5096 members Entering Unmasked Estep Score: -1048960.875000 Penalty: 4468.746582 Iteration 8Q: 3 clusters Score -1048961 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 5325 members Entering Unmasked Estep Score: -1049114.125000 Penalty: 4468.746582 Iteration 9Q: 3 clusters Score -1049114 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -1049283.125000 Penalty: 4468.746582 Iteration 10Q: 3 clusters Score -1049283 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 5793 members Entering Unmasked Estep Score: -1049452.250000 Penalty: 4468.746582 Iteration 11Q: 3 clusters Score -1049452 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 6033 members Entering Unmasked Estep Score: -1049611.750000 Penalty: 4468.746582 Iteration 12Q: 3 clusters Score -1049612 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 6261 members Entering Unmasked Estep Score: -1049772.000000 Penalty: 4468.746582 Iteration 13Q: 3 clusters Score -1049772 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 6481 members Entering Unmasked Estep Score: -1049936.250000 Penalty: 4468.746582 Iteration 14Q: 3 clusters Score -1049936 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 6689 members Entering Unmasked Estep Score: -1050084.000000 Penalty: 4468.746582 Iteration 15Q: 3 clusters Score -1050084 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 6837 members Entering Unmasked Estep Score: -1050192.250000 Penalty: 4468.746582 Iteration 16Q: 3 clusters Score -1050192 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 6971 members Entering Unmasked Estep Score: -1050291.500000 Penalty: 4468.746582 Iteration 17Q: 3 clusters Score -1050292 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 7076 members Entering Unmasked Estep Score: -1050361.125000 Penalty: 4468.746582 Iteration 18Q: 3 clusters Score -1050361 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 7165 members Entering Unmasked Estep Score: -1050414.125000 Penalty: 4468.746582 Iteration 19Q: 3 clusters Score -1050414 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 7238 members Entering Unmasked Estep Score: -1050462.875000 Penalty: 4468.746582 Iteration 20F: 3 clusters Score -1050463 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 7304 members Entering Unmasked Estep Score: -1050513.000000 Penalty: 4468.746582 Iteration 21Q: 3 clusters Score -1050513 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 7362 members Entering Unmasked Estep Score: -1050555.250000 Penalty: 4468.746582 Iteration 22Q: 3 clusters Score -1050555 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 7410 members Entering Unmasked Estep Score: -1050588.750000 Penalty: 4468.746582 Iteration 23Q: 3 clusters Score -1050589 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 7444 members Entering Unmasked Estep Score: -1050619.750000 Penalty: 4468.746582 Iteration 24Q: 3 clusters Score -1050620 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 7469 members Entering Unmasked Estep Score: -1050639.750000 Penalty: 4468.746582 Iteration 25Q: 3 clusters Score -1050640 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 7494 members Entering Unmasked Estep Score: -1050657.250000 Penalty: 4468.746582 Iteration 26Q: 3 clusters Score -1050657 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 7516 members Entering Unmasked Estep Score: -1050671.500000 Penalty: 4468.746582 Iteration 27Q: 3 clusters Score -1050672 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 7539 members Entering Unmasked Estep Score: -1050693.125000 Penalty: 4468.746582 Iteration 28Q: 3 clusters Score -1050693 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 7561 members Entering Unmasked Estep Score: -1050708.375000 Penalty: 4468.746582 Iteration 29Q: 3 clusters Score -1050708 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 7578 members Entering Unmasked Estep Score: -1050717.625000 Penalty: 4468.746582 Iteration 30Q: 3 clusters Score -1050718 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 7595 members Entering Unmasked Estep Score: -1050732.500000 Penalty: 4468.746582 Iteration 31Q: 3 clusters Score -1050732 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -1050737.625000 Penalty: 4468.746582 Iteration 32Q: 3 clusters Score -1050738 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 7622 members Entering Unmasked Estep Score: -1050747.875000 Penalty: 4468.746582 Iteration 33Q: 3 clusters Score -1050748 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 7631 members Entering Unmasked Estep Score: -1050751.000000 Penalty: 4468.746582 Iteration 34Q: 3 clusters Score -1050751 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 7636 members Entering Unmasked Estep Score: -1050755.125000 Penalty: 4468.746582 Iteration 35Q: 3 clusters Score -1050755 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 7639 members Entering Unmasked Estep Score: -1050759.750000 Penalty: 4468.746582 Iteration 36Q: 3 clusters Score -1050760 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 7645 members Entering Unmasked Estep Score: -1050762.750000 Penalty: 4468.746582 Iteration 37Q: 3 clusters Score -1050763 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 7649 members Entering Unmasked Estep Score: -1050766.000000 Penalty: 4468.746582 Iteration 38Q: 3 clusters Score -1050766 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 7654 members Entering Unmasked Estep Score: -1050770.875000 Penalty: 4468.746582 Iteration 39Q: 3 clusters Score -1050771 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 7656 members Entering Unmasked Estep Score: -1050771.750000 Penalty: 4468.746582 Iteration 40F: 3 clusters Score -1050772 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -1050774.000000 Penalty: 4468.746582 Iteration 41Q: 3 clusters Score -1050774 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 7661 members Entering Unmasked Estep Score: -1050773.625000 Penalty: 4468.746582 Iteration 42Q: 3 clusters Score -1050774 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 7664 members Entering Unmasked Estep Score: -1050775.000000 Penalty: 4468.746582 Iteration 43Q: 3 clusters Score -1050775 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 7664 members Entering Unmasked Estep Score: -1050775.000000 Penalty: 4468.746582 Iteration 44F: 3 clusters Score -1050775 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Entering Unmasked Estep Score: -63150.089844 Penalty: 1580.583252 Iteration 0F: 2 clusters Score -63150.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -61549.304688 Penalty: 3161.166504 Iteration 0F: 3 clusters Score -61549.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -61726.472656 Penalty: 3161.166504 Iteration 1F: 3 clusters Score -61726.47 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -61793.000000 Penalty: 3161.166504 Iteration 2Q: 3 clusters Score -61793 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -61822.976562 Penalty: 3161.166504 Iteration 3Q: 3 clusters Score -61822.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -61841.132812 Penalty: 3161.166504 Iteration 4Q: 3 clusters Score -61841.13 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -61888.695312 Penalty: 3161.166504 Iteration 5Q: 3 clusters Score -61888.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -61935.742188 Penalty: 3161.166504 Iteration 6Q: 3 clusters Score -61935.74 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -61976.031250 Penalty: 3161.166504 Iteration 7Q: 3 clusters Score -61976.03 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -62012.531250 Penalty: 3161.166504 Iteration 8Q: 3 clusters Score -62012.53 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -62034.070312 Penalty: 3161.166504 Iteration 9Q: 3 clusters Score -62034.07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -62048.386719 Penalty: 3161.166504 Iteration 10Q: 3 clusters Score -62048.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -62052.503906 Penalty: 3161.166504 Iteration 11Q: 3 clusters Score -62052.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -62059.558594 Penalty: 3161.166504 Iteration 12Q: 3 clusters Score -62059.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -62059.558594 Penalty: 3161.166504 Iteration 13F: 3 clusters Score -62059.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Entering Unmasked Estep Score: -36979.242188 Penalty: 1444.848022 Iteration 0F: 2 clusters Score -36979.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -35683.964844 Penalty: 2889.696045 Iteration 0F: 3 clusters Score -35683.96 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -35816.113281 Penalty: 2889.696045 Iteration 1F: 3 clusters Score -35816.11 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -35873.457031 Penalty: 2889.696045 Iteration 2Q: 3 clusters Score -35873.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -35898.480469 Penalty: 2889.696045 Iteration 3Q: 3 clusters Score -35898.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -35924.070312 Penalty: 2889.696045 Iteration 4Q: 3 clusters Score -35924.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -35943.562500 Penalty: 2889.696045 Iteration 5Q: 3 clusters Score -35943.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -35959.332031 Penalty: 2889.696045 Iteration 6Q: 3 clusters Score -35959.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -35971.648438 Penalty: 2889.696045 Iteration 7Q: 3 clusters Score -35971.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -35981.707031 Penalty: 2889.696045 Iteration 8Q: 3 clusters Score -35981.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -35986.894531 Penalty: 2889.696045 Iteration 9Q: 3 clusters Score -35986.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -35993.835938 Penalty: 2889.696045 Iteration 10Q: 3 clusters Score -35993.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -35997.828125 Penalty: 2889.696045 Iteration 11Q: 3 clusters Score -35997.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -36004.523438 Penalty: 2889.696045 Iteration 12Q: 3 clusters Score -36004.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -36014.644531 Penalty: 2889.696045 Iteration 13Q: 3 clusters Score -36014.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -36014.644531 Penalty: 2889.696045 Iteration 14F: 3 clusters Score -36014.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 23817 members Mstep: Class 3 contains 52337 members Mstep: Class 4 contains 65592 members Mstep: Class 5 contains 244730 members Mstep: Class 6 contains 8289 members Mstep: Class 7 contains 13135 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8634 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1985 members Mstep: Class 16 contains 3056 members Mstep: Class 17 contains 3149 members Mstep: Class 18 contains 3323 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8181 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440156.000000 Penalty: 74233.218750 Iteration 319Q: 24 clusters Score -5.544016e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 23771 members Mstep: Class 3 contains 52339 members Mstep: Class 4 contains 65593 members Mstep: Class 5 contains 244782 members Mstep: Class 6 contains 8289 members Mstep: Class 7 contains 13124 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8634 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1986 members Mstep: Class 16 contains 3057 members Mstep: Class 17 contains 3148 members Mstep: Class 18 contains 3323 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8182 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440152.000000 Penalty: 74233.218750 Iteration 320F: 24 clusters Score -5.544015e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 23721 members Mstep: Class 3 contains 52340 members Mstep: Class 4 contains 65594 members Mstep: Class 5 contains 244840 members Mstep: Class 6 contains 8290 members Mstep: Class 7 contains 13112 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8635 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1986 members Mstep: Class 16 contains 3058 members Mstep: Class 17 contains 3148 members Mstep: Class 18 contains 3323 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8181 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440192.000000 Penalty: 74233.218750 Iteration 321Q: 24 clusters Score -5.544019e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 23688 members Mstep: Class 3 contains 52341 members Mstep: Class 4 contains 65595 members Mstep: Class 5 contains 244886 members Mstep: Class 6 contains 8293 members Mstep: Class 7 contains 13092 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8638 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1986 members Mstep: Class 16 contains 3058 members Mstep: Class 17 contains 3147 members Mstep: Class 18 contains 3323 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8181 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440168.000000 Penalty: 74233.218750 Iteration 322Q: 24 clusters Score -5.544017e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 23667 members Mstep: Class 3 contains 52341 members Mstep: Class 4 contains 65596 members Mstep: Class 5 contains 244918 members Mstep: Class 6 contains 8296 members Mstep: Class 7 contains 13075 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8643 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1985 members Mstep: Class 16 contains 3057 members Mstep: Class 17 contains 3147 members Mstep: Class 18 contains 3323 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8180 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440168.000000 Penalty: 74233.218750 Iteration 323Q: 24 clusters Score -5.544017e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 23629 members Mstep: Class 3 contains 52340 members Mstep: Class 4 contains 65597 members Mstep: Class 5 contains 244959 members Mstep: Class 6 contains 8298 members Mstep: Class 7 contains 13062 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8649 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1985 members Mstep: Class 16 contains 3058 members Mstep: Class 17 contains 3147 members Mstep: Class 18 contains 3323 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8180 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440116.000000 Penalty: 74233.218750 Iteration 324Q: 24 clusters Score -5.544012e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23596 members Mstep: Class 3 contains 52340 members Mstep: Class 4 contains 65598 members Mstep: Class 5 contains 245000 members Mstep: Class 6 contains 8299 members Mstep: Class 7 contains 13047 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8653 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1985 members Mstep: Class 16 contains 3060 members Mstep: Class 17 contains 3145 members Mstep: Class 18 contains 3323 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8180 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440108.000000 Penalty: 74233.218750 Iteration 325Q: 24 clusters Score -5.544011e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23553 members Mstep: Class 3 contains 52341 members Mstep: Class 4 contains 65598 members Mstep: Class 5 contains 245047 members Mstep: Class 6 contains 8299 members Mstep: Class 7 contains 13038 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8657 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1985 members Mstep: Class 16 contains 3060 members Mstep: Class 17 contains 3145 members Mstep: Class 18 contains 3323 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8180 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440100.000000 Penalty: 74233.218750 Iteration 326Q: 24 clusters Score -5.54401e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 23518 members Mstep: Class 3 contains 52343 members Mstep: Class 4 contains 65599 members Mstep: Class 5 contains 245082 members Mstep: Class 6 contains 8299 members Mstep: Class 7 contains 13028 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8661 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1985 members Mstep: Class 16 contains 3060 members Mstep: Class 17 contains 3146 members Mstep: Class 18 contains 3324 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8180 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440112.000000 Penalty: 74233.218750 Iteration 327Q: 24 clusters Score -5.544011e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 23497 members Mstep: Class 3 contains 52343 members Mstep: Class 4 contains 65600 members Mstep: Class 5 contains 245117 members Mstep: Class 6 contains 8299 members Mstep: Class 7 contains 13007 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8666 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1984 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3146 members Mstep: Class 18 contains 3325 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8180 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440104.000000 Penalty: 74233.218750 Iteration 328Q: 24 clusters Score -5.54401e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 23473 members Mstep: Class 3 contains 52343 members Mstep: Class 4 contains 65600 members Mstep: Class 5 contains 245155 members Mstep: Class 6 contains 8300 members Mstep: Class 7 contains 12990 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8670 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1984 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3146 members Mstep: Class 18 contains 3323 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8180 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440124.000000 Penalty: 74233.218750 Iteration 329Q: 24 clusters Score -5.544012e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 23452 members Mstep: Class 3 contains 52342 members Mstep: Class 4 contains 65600 members Mstep: Class 5 contains 245184 members Mstep: Class 6 contains 8302 members Mstep: Class 7 contains 12980 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8672 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1983 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3146 members Mstep: Class 18 contains 3322 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8181 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440100.000000 Penalty: 74233.218750 Iteration 330Q: 24 clusters Score -5.54401e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 23434 members Mstep: Class 3 contains 52342 members Mstep: Class 4 contains 65601 members Mstep: Class 5 contains 245211 members Mstep: Class 6 contains 8302 members Mstep: Class 7 contains 12971 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8674 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1982 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3146 members Mstep: Class 18 contains 3321 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8180 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440100.000000 Penalty: 74233.218750 Iteration 331Q: 24 clusters Score -5.54401e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 23420 members Mstep: Class 3 contains 52343 members Mstep: Class 4 contains 65603 members Mstep: Class 5 contains 245234 members Mstep: Class 6 contains 8302 members Mstep: Class 7 contains 12961 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8676 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1985 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3146 members Mstep: Class 18 contains 3317 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8177 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440044.000000 Penalty: 74233.218750 Iteration 332Q: 24 clusters Score -5.544004e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23401 members Mstep: Class 3 contains 52344 members Mstep: Class 4 contains 65603 members Mstep: Class 5 contains 245261 members Mstep: Class 6 contains 8302 members Mstep: Class 7 contains 12952 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3488 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8679 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1985 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3145 members Mstep: Class 18 contains 3318 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8175 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440084.000000 Penalty: 74233.218750 Iteration 333Q: 24 clusters Score -5.544008e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23376 members Mstep: Class 3 contains 52345 members Mstep: Class 4 contains 65603 members Mstep: Class 5 contains 245288 members Mstep: Class 6 contains 8303 members Mstep: Class 7 contains 12943 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3487 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8684 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1986 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3143 members Mstep: Class 18 contains 3321 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8174 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440056.000000 Penalty: 74233.218750 Iteration 334Q: 24 clusters Score -5.544006e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23351 members Mstep: Class 3 contains 52347 members Mstep: Class 4 contains 65603 members Mstep: Class 5 contains 245311 members Mstep: Class 6 contains 8304 members Mstep: Class 7 contains 12940 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3487 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8686 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1988 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3142 members Mstep: Class 18 contains 3320 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8174 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440028.000000 Penalty: 74233.218750 Iteration 335Q: 24 clusters Score -5.544003e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23329 members Mstep: Class 3 contains 52347 members Mstep: Class 4 contains 65604 members Mstep: Class 5 contains 245334 members Mstep: Class 6 contains 8305 members Mstep: Class 7 contains 12931 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3487 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8690 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1990 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3142 members Mstep: Class 18 contains 3320 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8174 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440064.000000 Penalty: 74233.218750 Iteration 336Q: 24 clusters Score -5.544006e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23304 members Mstep: Class 3 contains 52345 members Mstep: Class 4 contains 65605 members Mstep: Class 5 contains 245355 members Mstep: Class 6 contains 8305 members Mstep: Class 7 contains 12928 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3487 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8693 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1997 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3142 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8173 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440112.000000 Penalty: 74233.218750 Iteration 337Q: 24 clusters Score -5.544011e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23286 members Mstep: Class 3 contains 52348 members Mstep: Class 4 contains 65606 members Mstep: Class 5 contains 245370 members Mstep: Class 6 contains 8305 members Mstep: Class 7 contains 12920 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3487 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8695 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2003 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3142 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8172 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440088.000000 Penalty: 74233.218750 Iteration 338Q: 24 clusters Score -5.544009e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23272 members Mstep: Class 3 contains 52349 members Mstep: Class 4 contains 65607 members Mstep: Class 5 contains 245384 members Mstep: Class 6 contains 8305 members Mstep: Class 7 contains 12913 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3487 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8699 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2004 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3142 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8172 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440084.000000 Penalty: 74233.218750 Iteration 339Q: 24 clusters Score -5.544008e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23258 members Mstep: Class 3 contains 52352 members Mstep: Class 4 contains 65608 members Mstep: Class 5 contains 245395 members Mstep: Class 6 contains 8305 members Mstep: Class 7 contains 12909 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3487 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8702 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2005 members Mstep: Class 16 contains 3060 members Mstep: Class 17 contains 3142 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8172 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440096.000000 Penalty: 74233.218750 Iteration 340F: 24 clusters Score -5.54401e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23248 members Mstep: Class 3 contains 52355 members Mstep: Class 4 contains 65610 members Mstep: Class 5 contains 245398 members Mstep: Class 6 contains 8305 members Mstep: Class 7 contains 12905 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3487 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8705 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2008 members Mstep: Class 16 contains 3060 members Mstep: Class 17 contains 3142 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8172 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440092.000000 Penalty: 74233.218750 Iteration 341Q: 24 clusters Score -5.544009e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23235 members Mstep: Class 3 contains 52359 members Mstep: Class 4 contains 65610 members Mstep: Class 5 contains 245402 members Mstep: Class 6 contains 8306 members Mstep: Class 7 contains 12900 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3487 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8709 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2013 members Mstep: Class 16 contains 3060 members Mstep: Class 17 contains 3142 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8172 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440096.000000 Penalty: 74233.218750 Iteration 342Q: 24 clusters Score -5.54401e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23224 members Mstep: Class 3 contains 52359 members Mstep: Class 4 contains 65611 members Mstep: Class 5 contains 245418 members Mstep: Class 6 contains 8306 members Mstep: Class 7 contains 12893 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8711 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2013 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8172 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440100.000000 Penalty: 74233.218750 Iteration 343Q: 24 clusters Score -5.54401e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23220 members Mstep: Class 3 contains 52359 members Mstep: Class 4 contains 65611 members Mstep: Class 5 contains 245424 members Mstep: Class 6 contains 8307 members Mstep: Class 7 contains 12886 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8716 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2013 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8171 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440136.000000 Penalty: 74233.218750 Iteration 344Q: 24 clusters Score -5.544014e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23215 members Mstep: Class 3 contains 52360 members Mstep: Class 4 contains 65611 members Mstep: Class 5 contains 245428 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12881 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8724 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2008 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8170 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440152.000000 Penalty: 74233.218750 Iteration 345Q: 24 clusters Score -5.544015e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23206 members Mstep: Class 3 contains 52361 members Mstep: Class 4 contains 65611 members Mstep: Class 5 contains 245444 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12874 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8729 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2004 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8168 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440140.000000 Penalty: 74233.218750 Iteration 346Q: 24 clusters Score -5.544014e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23199 members Mstep: Class 3 contains 52363 members Mstep: Class 4 contains 65612 members Mstep: Class 5 contains 245455 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12868 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8734 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2000 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8166 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440144.000000 Penalty: 74233.218750 Iteration 347Q: 24 clusters Score -5.544014e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23191 members Mstep: Class 3 contains 52368 members Mstep: Class 4 contains 65613 members Mstep: Class 5 contains 245459 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12864 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8739 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1998 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8165 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440136.000000 Penalty: 74233.218750 Iteration 348Q: 24 clusters Score -5.544014e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23186 members Mstep: Class 3 contains 52370 members Mstep: Class 4 contains 65615 members Mstep: Class 5 contains 245456 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12862 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8744 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1999 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8165 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440128.000000 Penalty: 74233.218750 Iteration 349Q: 24 clusters Score -5.544013e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23180 members Mstep: Class 3 contains 52371 members Mstep: Class 4 contains 65619 members Mstep: Class 5 contains 245455 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12860 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8747 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2000 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8165 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440160.000000 Penalty: 74233.218750 Iteration 350Q: 24 clusters Score -5.544016e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23176 members Mstep: Class 3 contains 52373 members Mstep: Class 4 contains 65621 members Mstep: Class 5 contains 245452 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12861 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8750 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 1999 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8165 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440116.000000 Penalty: 74233.218750 Iteration 351Q: 24 clusters Score -5.544012e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23175 members Mstep: Class 3 contains 52374 members Mstep: Class 4 contains 65621 members Mstep: Class 5 contains 245449 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12861 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8752 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2000 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8165 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440132.000000 Penalty: 74233.218750 Iteration 352Q: 24 clusters Score -5.544013e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23167 members Mstep: Class 3 contains 52375 members Mstep: Class 4 contains 65621 members Mstep: Class 5 contains 245451 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12862 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8753 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2003 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8165 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440128.000000 Penalty: 74233.218750 Iteration 353Q: 24 clusters Score -5.544013e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23161 members Mstep: Class 3 contains 52376 members Mstep: Class 4 contains 65622 members Mstep: Class 5 contains 245452 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12861 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8754 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2006 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8165 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440064.000000 Penalty: 74233.218750 Iteration 354Q: 24 clusters Score -5.544006e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23160 members Mstep: Class 3 contains 52376 members Mstep: Class 4 contains 65623 members Mstep: Class 5 contains 245448 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12860 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8756 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2009 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8165 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440152.000000 Penalty: 74233.218750 Iteration 355Q: 24 clusters Score -5.544015e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23156 members Mstep: Class 3 contains 52377 members Mstep: Class 4 contains 65624 members Mstep: Class 5 contains 245445 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12860 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8757 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2013 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8165 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440100.000000 Penalty: 74233.218750 Iteration 356Q: 24 clusters Score -5.54401e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23154 members Mstep: Class 3 contains 52377 members Mstep: Class 4 contains 65624 members Mstep: Class 5 contains 245442 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12860 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8757 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2018 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8165 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440112.000000 Penalty: 74233.218750 Iteration 357Q: 24 clusters Score -5.544011e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23152 members Mstep: Class 3 contains 52377 members Mstep: Class 4 contains 65624 members Mstep: Class 5 contains 245442 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12860 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8757 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2020 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8165 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440096.000000 Penalty: 74233.218750 Iteration 358Q: 24 clusters Score -5.54401e+07 nChanged 5 Entering ConstructFrom: Score: -55440096.000000 Penalty: 74233.218750 Entering ConstructFrom: Trying to split cluster 1 (4975 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Entering Unmasked Estep Score: -635366.625000 Penalty: 2111.020752 Iteration 0F: 2 clusters Score -635366.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -630811.375000 Penalty: 4222.041504 Iteration 0F: 3 clusters Score -630811.4 nChanged 1892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -631883.750000 Penalty: 4222.041504 Iteration 1F: 3 clusters Score -631883.8 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -632099.375000 Penalty: 4222.041504 Iteration 2F: 3 clusters Score -632099.4 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -632228.937500 Penalty: 4222.041504 Iteration 3Q: 3 clusters Score -632228.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -632316.562500 Penalty: 4222.041504 Iteration 4Q: 3 clusters Score -632316.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -632371.562500 Penalty: 4222.041504 Iteration 5Q: 3 clusters Score -632371.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -632418.750000 Penalty: 4222.041504 Iteration 6Q: 3 clusters Score -632418.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -632465.062500 Penalty: 4222.041504 Iteration 7Q: 3 clusters Score -632465.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -632505.312500 Penalty: 4222.041504 Iteration 8Q: 3 clusters Score -632505.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -632554.000000 Penalty: 4222.041504 Iteration 9Q: 3 clusters Score -632554 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -632601.000000 Penalty: 4222.041504 Iteration 10Q: 3 clusters Score -632601 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -632648.375000 Penalty: 4222.041504 Iteration 11Q: 3 clusters Score -632648.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -632697.000000 Penalty: 4222.041504 Iteration 12Q: 3 clusters Score -632697 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -632734.125000 Penalty: 4222.041504 Iteration 13Q: 3 clusters Score -632734.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -632768.875000 Penalty: 4222.041504 Iteration 14Q: 3 clusters Score -632768.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -632810.125000 Penalty: 4222.041504 Iteration 15Q: 3 clusters Score -632810.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -632850.062500 Penalty: 4222.041504 Iteration 16Q: 3 clusters Score -632850.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -632893.500000 Penalty: 4222.041504 Iteration 17Q: 3 clusters Score -632893.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -632925.687500 Penalty: 4222.041504 Iteration 18Q: 3 clusters Score -632925.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -632951.437500 Penalty: 4222.041504 Iteration 19Q: 3 clusters Score -632951.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3762 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -632977.125000 Penalty: 4222.041504 Iteration 20F: 3 clusters Score -632977.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -633001.562500 Penalty: 4222.041504 Iteration 21Q: 3 clusters Score -633001.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -633029.312500 Penalty: 4222.041504 Iteration 22Q: 3 clusters Score -633029.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -633057.937500 Penalty: 4222.041504 Iteration 23Q: 3 clusters Score -633057.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -633087.000000 Penalty: 4222.041504 Iteration 24Q: 3 clusters Score -633087 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -633113.937500 Penalty: 4222.041504 Iteration 25Q: 3 clusters Score -633113.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -633145.687500 Penalty: 4222.041504 Iteration 26Q: 3 clusters Score -633145.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -633177.812500 Penalty: 4222.041504 Iteration 27Q: 3 clusters Score -633177.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -633201.250000 Penalty: 4222.041504 Iteration 28Q: 3 clusters Score -633201.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -633220.812500 Penalty: 4222.041504 Iteration 29Q: 3 clusters Score -633220.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -633243.312500 Penalty: 4222.041504 Iteration 30Q: 3 clusters Score -633243.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -633267.437500 Penalty: 4222.041504 Iteration 31Q: 3 clusters Score -633267.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -633289.687500 Penalty: 4222.041504 Iteration 32Q: 3 clusters Score -633289.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -633318.625000 Penalty: 4222.041504 Iteration 33Q: 3 clusters Score -633318.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -633350.250000 Penalty: 4222.041504 Iteration 34Q: 3 clusters Score -633350.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -633385.500000 Penalty: 4222.041504 Iteration 35Q: 3 clusters Score -633385.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -633412.937500 Penalty: 4222.041504 Iteration 36Q: 3 clusters Score -633412.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -633427.937500 Penalty: 4222.041504 Iteration 37Q: 3 clusters Score -633427.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -633446.187500 Penalty: 4222.041504 Iteration 38Q: 3 clusters Score -633446.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -633466.750000 Penalty: 4222.041504 Iteration 39Q: 3 clusters Score -633466.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -633483.687500 Penalty: 4222.041504 Iteration 40F: 3 clusters Score -633483.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -633495.937500 Penalty: 4222.041504 Iteration 41Q: 3 clusters Score -633495.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -633501.625000 Penalty: 4222.041504 Iteration 42Q: 3 clusters Score -633501.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -633508.250000 Penalty: 4222.041504 Iteration 43Q: 3 clusters Score -633508.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -633512.750000 Penalty: 4222.041504 Iteration 44Q: 3 clusters Score -633512.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -633515.187500 Penalty: 4222.041504 Iteration 45Q: 3 clusters Score -633515.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -633515.000000 Penalty: 4222.041504 Iteration 46Q: 3 clusters Score -633515 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -633515.812500 Penalty: 4222.041504 Iteration 47Q: 3 clusters Score -633515.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -633516.937500 Penalty: 4222.041504 Iteration 48Q: 3 clusters Score -633516.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -633517.125000 Penalty: 4222.041504 Iteration 49Q: 3 clusters Score -633517.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -633518.562500 Penalty: 4222.041504 Iteration 50Q: 3 clusters Score -633518.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -633519.500000 Penalty: 4222.041504 Iteration 51Q: 3 clusters Score -633519.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -633521.625000 Penalty: 4222.041504 Iteration 52Q: 3 clusters Score -633521.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -633521.500000 Penalty: 4222.041504 Iteration 53Q: 3 clusters Score -633521.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -633522.437500 Penalty: 4222.041504 Iteration 54Q: 3 clusters Score -633522.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -633523.875000 Penalty: 4222.041504 Iteration 55Q: 3 clusters Score -633523.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -633524.312500 Penalty: 4222.041504 Iteration 56Q: 3 clusters Score -633524.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -633524.312500 Penalty: 4222.041504 Iteration 57F: 3 clusters Score -633524.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (23151 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23151 members Entering Unmasked Estep Score: -2900766.500000 Penalty: 2492.348633 Iteration 0F: 2 clusters Score -2900766 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11506 members Mstep: Class 2 contains 11645 members Entering Unmasked Estep Score: -2884710.500000 Penalty: 4984.697266 Iteration 0F: 3 clusters Score -2884710 nChanged 10211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11127 members Mstep: Class 2 contains 12024 members Entering Unmasked Estep Score: -2890050.250000 Penalty: 4984.697266 Iteration 1F: 3 clusters Score -2890050 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10911 members Mstep: Class 2 contains 12240 members Entering Unmasked Estep Score: -2890493.750000 Penalty: 4984.697266 Iteration 2F: 3 clusters Score -2890494 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10616 members Mstep: Class 2 contains 12535 members Entering Unmasked Estep Score: -2890867.500000 Penalty: 4984.697266 Iteration 3Q: 3 clusters Score -2890868 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10238 members Mstep: Class 2 contains 12913 members Entering Unmasked Estep Score: -2891283.500000 Penalty: 4984.697266 Iteration 4Q: 3 clusters Score -2891284 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9725 members Mstep: Class 2 contains 13426 members Entering Unmasked Estep Score: -2891733.250000 Penalty: 4984.697266 Iteration 5Q: 3 clusters Score -2891733 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9058 members Mstep: Class 2 contains 14093 members Entering Unmasked Estep Score: -2892271.250000 Penalty: 4984.697266 Iteration 6Q: 3 clusters Score -2892271 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8214 members Mstep: Class 2 contains 14937 members Entering Unmasked Estep Score: -2892924.250000 Penalty: 4984.697266 Iteration 7F: 3 clusters Score -2892924 nChanged 1235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7295 members Mstep: Class 2 contains 15856 members Entering Unmasked Estep Score: -2893737.750000 Penalty: 4984.697266 Iteration 8F: 3 clusters Score -2893738 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6323 members Mstep: Class 2 contains 16828 members Entering Unmasked Estep Score: -2894767.500000 Penalty: 4984.697266 Iteration 9F: 3 clusters Score -2894768 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 17674 members Entering Unmasked Estep Score: -2895978.250000 Penalty: 4984.697266 Iteration 10F: 3 clusters Score -2895978 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 18258 members Entering Unmasked Estep Score: -2897071.750000 Penalty: 4984.697266 Iteration 11Q: 3 clusters Score -2897072 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 18586 members Entering Unmasked Estep Score: -2897740.250000 Penalty: 4984.697266 Iteration 12Q: 3 clusters Score -2897740 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 18777 members Entering Unmasked Estep Score: -2897981.500000 Penalty: 4984.697266 Iteration 13Q: 3 clusters Score -2897982 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 18936 members Entering Unmasked Estep Score: -2898114.500000 Penalty: 4984.697266 Iteration 14Q: 3 clusters Score -2898114 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 19069 members Entering Unmasked Estep Score: -2898202.500000 Penalty: 4984.697266 Iteration 15Q: 3 clusters Score -2898202 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 19196 members Entering Unmasked Estep Score: -2898257.500000 Penalty: 4984.697266 Iteration 16Q: 3 clusters Score -2898258 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 19295 members Entering Unmasked Estep Score: -2898276.250000 Penalty: 4984.697266 Iteration 17Q: 3 clusters Score -2898276 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 19377 members Entering Unmasked Estep Score: -2898297.250000 Penalty: 4984.697266 Iteration 18Q: 3 clusters Score -2898297 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 19456 members Entering Unmasked Estep Score: -2898326.750000 Penalty: 4984.697266 Iteration 19Q: 3 clusters Score -2898327 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 19521 members Entering Unmasked Estep Score: -2898338.250000 Penalty: 4984.697266 Iteration 20F: 3 clusters Score -2898338 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 19568 members Entering Unmasked Estep Score: -2898354.250000 Penalty: 4984.697266 Iteration 21Q: 3 clusters Score -2898354 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 19611 members Entering Unmasked Estep Score: -2898364.250000 Penalty: 4984.697266 Iteration 22Q: 3 clusters Score -2898364 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 19647 members Entering Unmasked Estep Score: -2898371.750000 Penalty: 4984.697266 Iteration 23Q: 3 clusters Score -2898372 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 19685 members Entering Unmasked Estep Score: -2898373.750000 Penalty: 4984.697266 Iteration 24Q: 3 clusters Score -2898374 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 19710 members Entering Unmasked Estep Score: -2898377.750000 Penalty: 4984.697266 Iteration 25Q: 3 clusters Score -2898378 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 19738 members Entering Unmasked Estep Score: -2898385.000000 Penalty: 4984.697266 Iteration 26Q: 3 clusters Score -2898385 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 19761 members Entering Unmasked Estep Score: -2898393.500000 Penalty: 4984.697266 Iteration 27Q: 3 clusters Score -2898394 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 19782 members Entering Unmasked Estep Score: -2898392.250000 Penalty: 4984.697266 Iteration 28Q: 3 clusters Score -2898392 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 19805 members Entering Unmasked Estep Score: -2898395.500000 Penalty: 4984.697266 Iteration 29Q: 3 clusters Score -2898396 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 19830 members Entering Unmasked Estep Score: -2898393.500000 Penalty: 4984.697266 Iteration 30Q: 3 clusters Score -2898394 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 19850 members Entering Unmasked Estep Score: -2898393.500000 Penalty: 4984.697266 Iteration 31Q: 3 clusters Score -2898394 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 19870 members Entering Unmasked Estep Score: -2898399.250000 Penalty: 4984.697266 Iteration 32Q: 3 clusters Score -2898399 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 19888 members Entering Unmasked Estep Score: -2898402.500000 Penalty: 4984.697266 Iteration 33Q: 3 clusters Score -2898402 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 19907 members Entering Unmasked Estep Score: -2898411.500000 Penalty: 4984.697266 Iteration 34Q: 3 clusters Score -2898412 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 19928 members Entering Unmasked Estep Score: -2898417.500000 Penalty: 4984.697266 Iteration 35Q: 3 clusters Score -2898418 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 19947 members Entering Unmasked Estep Score: -2898424.750000 Penalty: 4984.697266 Iteration 36Q: 3 clusters Score -2898425 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 19961 members Entering Unmasked Estep Score: -2898421.250000 Penalty: 4984.697266 Iteration 37Q: 3 clusters Score -2898421 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 19979 members Entering Unmasked Estep Score: -2898421.500000 Penalty: 4984.697266 Iteration 38Q: 3 clusters Score -2898422 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 19989 members Entering Unmasked Estep Score: -2898419.750000 Penalty: 4984.697266 Iteration 39Q: 3 clusters Score -2898420 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 20001 members Entering Unmasked Estep Score: -2898422.750000 Penalty: 4984.697266 Iteration 40F: 3 clusters Score -2898423 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 20018 members Entering Unmasked Estep Score: -2898427.500000 Penalty: 4984.697266 Iteration 41Q: 3 clusters Score -2898428 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 20042 members Entering Unmasked Estep Score: -2898431.500000 Penalty: 4984.697266 Iteration 42Q: 3 clusters Score -2898432 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 20059 members Entering Unmasked Estep Score: -2898440.000000 Penalty: 4984.697266 Iteration 43Q: 3 clusters Score -2898440 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 20075 members Entering Unmasked Estep Score: -2898436.750000 Penalty: 4984.697266 Iteration 44Q: 3 clusters Score -2898437 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 20096 members Entering Unmasked Estep Score: -2898438.750000 Penalty: 4984.697266 Iteration 45Q: 3 clusters Score -2898439 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 20110 members Entering Unmasked Estep Score: -2898443.000000 Penalty: 4984.697266 Iteration 46Q: 3 clusters Score -2898443 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 20118 members Entering Unmasked Estep Score: -2898441.000000 Penalty: 4984.697266 Iteration 47Q: 3 clusters Score -2898441 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 20128 members Entering Unmasked Estep Score: -2898443.250000 Penalty: 4984.697266 Iteration 48Q: 3 clusters Score -2898443 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 20140 members Entering Unmasked Estep Score: -2898443.000000 Penalty: 4984.697266 Iteration 49Q: 3 clusters Score -2898443 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 20156 members Entering Unmasked Estep Score: -2898447.250000 Penalty: 4984.697266 Iteration 50Q: 3 clusters Score -2898447 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 20166 members Entering Unmasked Estep Score: -2898449.000000 Penalty: 4984.697266 Iteration 51Q: 3 clusters Score -2898449 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 20176 members Entering Unmasked Estep Score: -2898460.000000 Penalty: 4984.697266 Iteration 52Q: 3 clusters Score -2898460 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 20194 members Entering Unmasked Estep Score: -2898464.000000 Penalty: 4984.697266 Iteration 53Q: 3 clusters Score -2898464 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 20213 members Entering Unmasked Estep Score: -2898467.500000 Penalty: 4984.697266 Iteration 54Q: 3 clusters Score -2898468 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 20228 members Entering Unmasked Estep Score: -2898465.250000 Penalty: 4984.697266 Iteration 55Q: 3 clusters Score -2898465 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 20240 members Entering Unmasked Estep Score: -2898458.250000 Penalty: 4984.697266 Iteration 56Q: 3 clusters Score -2898458 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 20249 members Entering Unmasked Estep Score: -2898463.500000 Penalty: 4984.697266 Iteration 57Q: 3 clusters Score -2898464 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 20264 members Entering Unmasked Estep Score: -2898465.000000 Penalty: 4984.697266 Iteration 58Q: 3 clusters Score -2898465 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 20273 members Entering Unmasked Estep Score: -2898471.000000 Penalty: 4984.697266 Iteration 59Q: 3 clusters Score -2898471 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 20285 members Entering Unmasked Estep Score: -2898466.250000 Penalty: 4984.697266 Iteration 60F: 3 clusters Score -2898466 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 20292 members Entering Unmasked Estep Score: -2898474.500000 Penalty: 4984.697266 Iteration 61Q: 3 clusters Score -2898474 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 20299 members Entering Unmasked Estep Score: -2898473.750000 Penalty: 4984.697266 Iteration 62Q: 3 clusters Score -2898474 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 20303 members Entering Unmasked Estep Score: -2898476.000000 Penalty: 4984.697266 Iteration 63Q: 3 clusters Score -2898476 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 20306 members Entering Unmasked Estep Score: -2898473.000000 Penalty: 4984.697266 Iteration 64Q: 3 clusters Score -2898473 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 20307 members Entering Unmasked Estep Score: -2898475.000000 Penalty: 4984.697266 Iteration 65Q: 3 clusters Score -2898475 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 20310 members Entering Unmasked Estep Score: -2898476.500000 Penalty: 4984.697266 Iteration 66Q: 3 clusters Score -2898476 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 20316 members Entering Unmasked Estep Score: -2898480.750000 Penalty: 4984.697266 Iteration 67Q: 3 clusters Score -2898481 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 20317 members Entering Unmasked Estep Score: -2898480.000000 Penalty: 4984.697266 Iteration 68Q: 3 clusters Score -2898480 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 20318 members Entering Unmasked Estep Score: -2898479.250000 Penalty: 4984.697266 Iteration 69Q: 3 clusters Score -2898479 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 20323 members Entering Unmasked Estep Score: -2898478.750000 Penalty: 4984.697266 Iteration 70Q: 3 clusters Score -2898479 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 20325 members Entering Unmasked Estep Score: -2898477.250000 Penalty: 4984.697266 Iteration 71Q: 3 clusters Score -2898477 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 20330 members Entering Unmasked Estep Score: -2898483.250000 Penalty: 4984.697266 Iteration 72Q: 3 clusters Score -2898483 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 20333 members Entering Unmasked Estep Score: -2898484.500000 Penalty: 4984.697266 Iteration 73Q: 3 clusters Score -2898484 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 20337 members Entering Unmasked Estep Score: -2898487.750000 Penalty: 4984.697266 Iteration 74Q: 3 clusters Score -2898488 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 20346 members Entering Unmasked Estep Score: -2898483.000000 Penalty: 4984.697266 Iteration 75Q: 3 clusters Score -2898483 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 20359 members Entering Unmasked Estep Score: -2898487.250000 Penalty: 4984.697266 Iteration 76Q: 3 clusters Score -2898487 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 20373 members Entering Unmasked Estep Score: -2898485.500000 Penalty: 4984.697266 Iteration 77Q: 3 clusters Score -2898486 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 20379 members Entering Unmasked Estep Score: -2898487.000000 Penalty: 4984.697266 Iteration 78Q: 3 clusters Score -2898487 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 20386 members Entering Unmasked Estep Score: -2898490.750000 Penalty: 4984.697266 Iteration 79Q: 3 clusters Score -2898491 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 20395 members Entering Unmasked Estep Score: -2898495.250000 Penalty: 4984.697266 Iteration 80F: 3 clusters Score -2898495 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 20405 members Entering Unmasked Estep Score: -2898497.250000 Penalty: 4984.697266 Iteration 81Q: 3 clusters Score -2898497 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 20408 members Entering Unmasked Estep Score: -2898499.750000 Penalty: 4984.697266 Iteration 82Q: 3 clusters Score -2898500 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 20416 members Entering Unmasked Estep Score: -2898499.500000 Penalty: 4984.697266 Iteration 83Q: 3 clusters Score -2898500 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 20425 members Entering Unmasked Estep Score: -2898500.250000 Penalty: 4984.697266 Iteration 84Q: 3 clusters Score -2898500 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 20430 members Entering Unmasked Estep Score: -2898506.250000 Penalty: 4984.697266 Iteration 85Q: 3 clusters Score -2898506 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 20434 members Entering Unmasked Estep Score: -2898509.250000 Penalty: 4984.697266 Iteration 86Q: 3 clusters Score -2898509 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 20438 members Entering Unmasked Estep Score: -2898507.250000 Penalty: 4984.697266 Iteration 87Q: 3 clusters Score -2898507 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 20442 members Entering Unmasked Estep Score: -2898505.500000 Penalty: 4984.697266 Iteration 88Q: 3 clusters Score -2898506 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 20446 members Entering Unmasked Estep Score: -2898511.000000 Penalty: 4984.697266 Iteration 89Q: 3 clusters Score -2898511 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 20453 members Entering Unmasked Estep Score: -2898507.000000 Penalty: 4984.697266 Iteration 90Q: 3 clusters Score -2898507 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 20461 members Entering Unmasked Estep Score: -2898515.750000 Penalty: 4984.697266 Iteration 91Q: 3 clusters Score -2898516 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 20464 members Entering Unmasked Estep Score: -2898517.250000 Penalty: 4984.697266 Iteration 92Q: 3 clusters Score -2898517 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 20467 members Entering Unmasked Estep Score: -2898512.000000 Penalty: 4984.697266 Iteration 93Q: 3 clusters Score -2898512 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 20473 members Entering Unmasked Estep Score: -2898507.750000 Penalty: 4984.697266 Iteration 94Q: 3 clusters Score -2898508 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 20477 members Entering Unmasked Estep Score: -2898512.500000 Penalty: 4984.697266 Iteration 95Q: 3 clusters Score -2898512 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 20480 members Entering Unmasked Estep Score: -2898509.250000 Penalty: 4984.697266 Iteration 96Q: 3 clusters Score -2898509 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 20484 members Entering Unmasked Estep Score: -2898503.750000 Penalty: 4984.697266 Iteration 97Q: 3 clusters Score -2898504 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 20487 members Entering Unmasked Estep Score: -2898503.250000 Penalty: 4984.697266 Iteration 98Q: 3 clusters Score -2898503 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 20491 members Entering Unmasked Estep Score: -2898505.750000 Penalty: 4984.697266 Iteration 99Q: 3 clusters Score -2898506 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 20499 members Entering Unmasked Estep Score: -2898506.250000 Penalty: 4984.697266 Iteration 100F: 3 clusters Score -2898506 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 20505 members Entering Unmasked Estep Score: -2898502.750000 Penalty: 4984.697266 Iteration 101Q: 3 clusters Score -2898503 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 20511 members Entering Unmasked Estep Score: -2898506.000000 Penalty: 4984.697266 Iteration 102Q: 3 clusters Score -2898506 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 20515 members Entering Unmasked Estep Score: -2898512.000000 Penalty: 4984.697266 Iteration 103Q: 3 clusters Score -2898512 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 20517 members Entering Unmasked Estep Score: -2898514.000000 Penalty: 4984.697266 Iteration 104Q: 3 clusters Score -2898514 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 20517 members Entering Unmasked Estep Score: -2898514.000000 Penalty: 4984.697266 Iteration 105F: 3 clusters Score -2898514 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (52377 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52377 members Entering Unmasked Estep Score: -6690842.000000 Penalty: 2694.823242 Iteration 0F: 2 clusters Score -6690842 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26113 members Mstep: Class 2 contains 26264 members Entering Unmasked Estep Score: -6655557.500000 Penalty: 5389.646484 Iteration 0F: 3 clusters Score -6655558 nChanged 24180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25533 members Mstep: Class 2 contains 26844 members Entering Unmasked Estep Score: -6668941.000000 Penalty: 5389.646484 Iteration 1F: 3 clusters Score -6668941 nChanged 1870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25153 members Mstep: Class 2 contains 27224 members Entering Unmasked Estep Score: -6669363.000000 Penalty: 5389.646484 Iteration 2Q: 3 clusters Score -6669363 nChanged 1759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24604 members Mstep: Class 2 contains 27773 members Entering Unmasked Estep Score: -6669830.500000 Penalty: 5389.646484 Iteration 3Q: 3 clusters Score -6669830 nChanged 1800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23844 members Mstep: Class 2 contains 28533 members Entering Unmasked Estep Score: -6670383.500000 Penalty: 5389.646484 Iteration 4Q: 3 clusters Score -6670384 nChanged 1997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22681 members Mstep: Class 2 contains 29696 members Entering Unmasked Estep Score: -6671178.000000 Penalty: 5389.646484 Iteration 5Q: 3 clusters Score -6671178 nChanged 2545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20962 members Mstep: Class 2 contains 31415 members Entering Unmasked Estep Score: -6672457.000000 Penalty: 5389.646484 Iteration 6Q: 3 clusters Score -6672457 nChanged 3255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18553 members Mstep: Class 2 contains 33824 members Entering Unmasked Estep Score: -6674395.000000 Penalty: 5389.646484 Iteration 7F: 3 clusters Score -6674395 nChanged 3882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15299 members Mstep: Class 2 contains 37078 members Entering Unmasked Estep Score: -6677152.000000 Penalty: 5389.646484 Iteration 8F: 3 clusters Score -6677152 nChanged 4100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11529 members Mstep: Class 2 contains 40848 members Entering Unmasked Estep Score: -6680462.000000 Penalty: 5389.646484 Iteration 9F: 3 clusters Score -6680462 nChanged 3659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7980 members Mstep: Class 2 contains 44397 members Entering Unmasked Estep Score: -6683745.000000 Penalty: 5389.646484 Iteration 10F: 3 clusters Score -6683745 nChanged 2612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 46959 members Entering Unmasked Estep Score: -6686086.000000 Penalty: 5389.646484 Iteration 11Q: 3 clusters Score -6686086 nChanged 1586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 48523 members Entering Unmasked Estep Score: -6687582.500000 Penalty: 5389.646484 Iteration 12Q: 3 clusters Score -6687582 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 49412 members Entering Unmasked Estep Score: -6688531.000000 Penalty: 5389.646484 Iteration 13Q: 3 clusters Score -6688531 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 49877 members Entering Unmasked Estep Score: -6689114.000000 Penalty: 5389.646484 Iteration 14Q: 3 clusters Score -6689114 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 50118 members Entering Unmasked Estep Score: -6689514.000000 Penalty: 5389.646484 Iteration 15Q: 3 clusters Score -6689514 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 50252 members Entering Unmasked Estep Score: -6689690.000000 Penalty: 5389.646484 Iteration 16Q: 3 clusters Score -6689690 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 50347 members Entering Unmasked Estep Score: -6689767.500000 Penalty: 5389.646484 Iteration 17Q: 3 clusters Score -6689768 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 50400 members Entering Unmasked Estep Score: -6689782.000000 Penalty: 5389.646484 Iteration 18Q: 3 clusters Score -6689782 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 50441 members Entering Unmasked Estep Score: -6689803.500000 Penalty: 5389.646484 Iteration 19Q: 3 clusters Score -6689804 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 50465 members Entering Unmasked Estep Score: -6689804.000000 Penalty: 5389.646484 Iteration 20F: 3 clusters Score -6689804 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 50477 members Entering Unmasked Estep Score: -6689809.500000 Penalty: 5389.646484 Iteration 21Q: 3 clusters Score -6689810 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 50485 members Entering Unmasked Estep Score: -6689811.500000 Penalty: 5389.646484 Iteration 22Q: 3 clusters Score -6689812 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 50487 members Entering Unmasked Estep Score: -6689815.000000 Penalty: 5389.646484 Iteration 23Q: 3 clusters Score -6689815 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 50492 members Entering Unmasked Estep Score: -6689812.000000 Penalty: 5389.646484 Iteration 24Q: 3 clusters Score -6689812 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 50493 members Entering Unmasked Estep Score: -6689812.500000 Penalty: 5389.646484 Iteration 25Q: 3 clusters Score -6689812 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 50494 members Entering Unmasked Estep Score: -6689813.000000 Penalty: 5389.646484 Iteration 26Q: 3 clusters Score -6689813 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 50494 members Entering Unmasked Estep Score: -6689813.000000 Penalty: 5389.646484 Iteration 27F: 3 clusters Score -6689813 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (65624 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65624 members Entering Unmasked Estep Score: -8255388.500000 Penalty: 2750.740723 Iteration 0F: 2 clusters Score -8255388 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32736 members Mstep: Class 2 contains 32888 members Entering Unmasked Estep Score: -8211455.000000 Penalty: 5501.481445 Iteration 0F: 3 clusters Score -8211455 nChanged 30502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31700 members Mstep: Class 2 contains 33924 members Entering Unmasked Estep Score: -8228790.500000 Penalty: 5501.481445 Iteration 1F: 3 clusters Score -8228790 nChanged 2251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31179 members Mstep: Class 2 contains 34445 members Entering Unmasked Estep Score: -8229350.000000 Penalty: 5501.481445 Iteration 2Q: 3 clusters Score -8229350 nChanged 2254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30315 members Mstep: Class 2 contains 35309 members Entering Unmasked Estep Score: -8230048.000000 Penalty: 5501.481445 Iteration 3Q: 3 clusters Score -8230048 nChanged 2551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28958 members Mstep: Class 2 contains 36666 members Entering Unmasked Estep Score: -8230951.500000 Penalty: 5501.481445 Iteration 4Q: 3 clusters Score -8230952 nChanged 3109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26969 members Mstep: Class 2 contains 38655 members Entering Unmasked Estep Score: -8232437.000000 Penalty: 5501.481445 Iteration 5Q: 3 clusters Score -8232437 nChanged 3876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24201 members Mstep: Class 2 contains 41423 members Entering Unmasked Estep Score: -8234815.000000 Penalty: 5501.481445 Iteration 6F: 3 clusters Score -8234815 nChanged 4571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20716 members Mstep: Class 2 contains 44908 members Entering Unmasked Estep Score: -8238173.500000 Penalty: 5501.481445 Iteration 7F: 3 clusters Score -8238174 nChanged 4793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16955 members Mstep: Class 2 contains 48669 members Entering Unmasked Estep Score: -8242056.500000 Penalty: 5501.481445 Iteration 8F: 3 clusters Score -8242056 nChanged 4060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13851 members Mstep: Class 2 contains 51773 members Entering Unmasked Estep Score: -8245404.500000 Penalty: 5501.481445 Iteration 9F: 3 clusters Score -8245404 nChanged 3045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11622 members Mstep: Class 2 contains 54002 members Entering Unmasked Estep Score: -8247766.000000 Penalty: 5501.481445 Iteration 10Q: 3 clusters Score -8247766 nChanged 2124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10214 members Mstep: Class 2 contains 55410 members Entering Unmasked Estep Score: -8249163.500000 Penalty: 5501.481445 Iteration 11Q: 3 clusters Score -8249164 nChanged 1526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9220 members Mstep: Class 2 contains 56404 members Entering Unmasked Estep Score: -8250119.500000 Penalty: 5501.481445 Iteration 12Q: 3 clusters Score -8250120 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8417 members Mstep: Class 2 contains 57207 members Entering Unmasked Estep Score: -8250753.500000 Penalty: 5501.481445 Iteration 13Q: 3 clusters Score -8250754 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7744 members Mstep: Class 2 contains 57880 members Entering Unmasked Estep Score: -8251247.000000 Penalty: 5501.481445 Iteration 14Q: 3 clusters Score -8251247 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7202 members Mstep: Class 2 contains 58422 members Entering Unmasked Estep Score: -8251654.500000 Penalty: 5501.481445 Iteration 15Q: 3 clusters Score -8251654 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6728 members Mstep: Class 2 contains 58896 members Entering Unmasked Estep Score: -8252079.000000 Penalty: 5501.481445 Iteration 16Q: 3 clusters Score -8252079 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6282 members Mstep: Class 2 contains 59342 members Entering Unmasked Estep Score: -8252526.000000 Penalty: 5501.481445 Iteration 17Q: 3 clusters Score -8252526 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5904 members Mstep: Class 2 contains 59720 members Entering Unmasked Estep Score: -8253033.000000 Penalty: 5501.481445 Iteration 18Q: 3 clusters Score -8253033 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5610 members Mstep: Class 2 contains 60014 members Entering Unmasked Estep Score: -8253482.500000 Penalty: 5501.481445 Iteration 19Q: 3 clusters Score -8253482 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 60223 members Entering Unmasked Estep Score: -8253837.000000 Penalty: 5501.481445 Iteration 20F: 3 clusters Score -8253837 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5251 members Mstep: Class 2 contains 60373 members Entering Unmasked Estep Score: -8254034.500000 Penalty: 5501.481445 Iteration 21Q: 3 clusters Score -8254034 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5164 members Mstep: Class 2 contains 60460 members Entering Unmasked Estep Score: -8254109.500000 Penalty: 5501.481445 Iteration 22Q: 3 clusters Score -8254110 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5116 members Mstep: Class 2 contains 60508 members Entering Unmasked Estep Score: -8254151.500000 Penalty: 5501.481445 Iteration 23Q: 3 clusters Score -8254152 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 60550 members Entering Unmasked Estep Score: -8254194.000000 Penalty: 5501.481445 Iteration 24Q: 3 clusters Score -8254194 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 60594 members Entering Unmasked Estep Score: -8254210.500000 Penalty: 5501.481445 Iteration 25Q: 3 clusters Score -8254210 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Mstep: Class 2 contains 60622 members Entering Unmasked Estep Score: -8254224.500000 Penalty: 5501.481445 Iteration 26Q: 3 clusters Score -8254224 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 60634 members Entering Unmasked Estep Score: -8254229.000000 Penalty: 5501.481445 Iteration 27Q: 3 clusters Score -8254229 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 60636 members Entering Unmasked Estep Score: -8254239.500000 Penalty: 5501.481445 Iteration 28Q: 3 clusters Score -8254240 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 60645 members Entering Unmasked Estep Score: -8254245.500000 Penalty: 5501.481445 Iteration 29Q: 3 clusters Score -8254246 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 60659 members Entering Unmasked Estep Score: -8254244.000000 Penalty: 5501.481445 Iteration 30Q: 3 clusters Score -8254244 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4953 members Mstep: Class 2 contains 60671 members Entering Unmasked Estep Score: -8254249.000000 Penalty: 5501.481445 Iteration 31Q: 3 clusters Score -8254249 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 60682 members Entering Unmasked Estep Score: -8254242.000000 Penalty: 5501.481445 Iteration 32Q: 3 clusters Score -8254242 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 60692 members Entering Unmasked Estep Score: -8254248.000000 Penalty: 5501.481445 Iteration 33Q: 3 clusters Score -8254248 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 60700 members Entering Unmasked Estep Score: -8254251.000000 Penalty: 5501.481445 Iteration 34Q: 3 clusters Score -8254251 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 60707 members Entering Unmasked Estep Score: -8254234.500000 Penalty: 5501.481445 Iteration 35Q: 3 clusters Score -8254234 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 60709 members Entering Unmasked Estep Score: -8254232.000000 Penalty: 5501.481445 Iteration 36Q: 3 clusters Score -8254232 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4914 members Mstep: Class 2 contains 60710 members Entering Unmasked Estep Score: -8254240.500000 Penalty: 5501.481445 Iteration 37Q: 3 clusters Score -8254240 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 60713 members Entering Unmasked Estep Score: -8254242.000000 Penalty: 5501.481445 Iteration 38Q: 3 clusters Score -8254242 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4909 members Mstep: Class 2 contains 60715 members Entering Unmasked Estep Score: -8254243.500000 Penalty: 5501.481445 Iteration 39Q: 3 clusters Score -8254244 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 60716 members Entering Unmasked Estep Score: -8254250.000000 Penalty: 5501.481445 Iteration 40F: 3 clusters Score -8254250 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 60719 members Entering Unmasked Estep Score: -8254252.000000 Penalty: 5501.481445 Iteration 41Q: 3 clusters Score -8254252 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 60722 members Entering Unmasked Estep Score: -8254255.500000 Penalty: 5501.481445 Iteration 42Q: 3 clusters Score -8254256 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 60723 members Entering Unmasked Estep Score: -8254252.000000 Penalty: 5501.481445 Iteration 43Q: 3 clusters Score -8254252 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 60727 members Entering Unmasked Estep Score: -8254248.000000 Penalty: 5501.481445 Iteration 44Q: 3 clusters Score -8254248 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4895 members Mstep: Class 2 contains 60729 members Entering Unmasked Estep Score: -8254251.500000 Penalty: 5501.481445 Iteration 45Q: 3 clusters Score -8254252 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 60731 members Entering Unmasked Estep Score: -8254247.500000 Penalty: 5501.481445 Iteration 46Q: 3 clusters Score -8254248 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 60734 members Entering Unmasked Estep Score: -8254251.000000 Penalty: 5501.481445 Iteration 47Q: 3 clusters Score -8254251 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 60734 members Entering Unmasked Estep Score: -8254251.000000 Penalty: 5501.481445 Iteration 48F: 3 clusters Score -8254251 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (245439 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245439 members Entering Unmasked Estep Score: -30621962.000000 Penalty: 3077.879395 Iteration 0F: 2 clusters Score -3.062196e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122482 members Mstep: Class 2 contains 122957 members Entering Unmasked Estep Score: -30465488.000000 Penalty: 6155.758789 Iteration 0F: 3 clusters Score -3.046549e+07 nChanged 118182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117604 members Mstep: Class 2 contains 127835 members Entering Unmasked Estep Score: -30534676.000000 Penalty: 6155.758789 Iteration 1F: 3 clusters Score -3.053468e+07 nChanged 6601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114771 members Mstep: Class 2 contains 130668 members Entering Unmasked Estep Score: -30536192.000000 Penalty: 6155.758789 Iteration 2Q: 3 clusters Score -3.053619e+07 nChanged 7414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110419 members Mstep: Class 2 contains 135020 members Entering Unmasked Estep Score: -30537982.000000 Penalty: 6155.758789 Iteration 3Q: 3 clusters Score -3.053798e+07 nChanged 9208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103589 members Mstep: Class 2 contains 141850 members Entering Unmasked Estep Score: -30541602.000000 Penalty: 6155.758789 Iteration 4Q: 3 clusters Score -3.05416e+07 nChanged 12070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93245 members Mstep: Class 2 contains 152194 members Entering Unmasked Estep Score: -30547748.000000 Penalty: 6155.758789 Iteration 5Q: 3 clusters Score -3.054775e+07 nChanged 15948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78577 members Mstep: Class 2 contains 166862 members Entering Unmasked Estep Score: -30558010.000000 Penalty: 6155.758789 Iteration 6F: 3 clusters Score -3.055801e+07 nChanged 19610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59987 members Mstep: Class 2 contains 185452 members Entering Unmasked Estep Score: -30574294.000000 Penalty: 6155.758789 Iteration 7F: 3 clusters Score -3.057429e+07 nChanged 20440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40353 members Mstep: Class 2 contains 205086 members Entering Unmasked Estep Score: -30592410.000000 Penalty: 6155.758789 Iteration 8F: 3 clusters Score -3.059241e+07 nChanged 15647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25378 members Mstep: Class 2 contains 220061 members Entering Unmasked Estep Score: -30607128.000000 Penalty: 6155.758789 Iteration 9F: 3 clusters Score -3.060713e+07 nChanged 9151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17135 members Mstep: Class 2 contains 228304 members Entering Unmasked Estep Score: -30615052.000000 Penalty: 6155.758789 Iteration 10Q: 3 clusters Score -3.061505e+07 nChanged 4740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13375 members Mstep: Class 2 contains 232064 members Entering Unmasked Estep Score: -30618528.000000 Penalty: 6155.758789 Iteration 11Q: 3 clusters Score -3.061853e+07 nChanged 2788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11357 members Mstep: Class 2 contains 234082 members Entering Unmasked Estep Score: -30619880.000000 Penalty: 6155.758789 Iteration 12Q: 3 clusters Score -3.061988e+07 nChanged 1677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10096 members Mstep: Class 2 contains 235343 members Entering Unmasked Estep Score: -30620490.000000 Penalty: 6155.758789 Iteration 13Q: 3 clusters Score -3.062049e+07 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9112 members Mstep: Class 2 contains 236327 members Entering Unmasked Estep Score: -30620948.000000 Penalty: 6155.758789 Iteration 14Q: 3 clusters Score -3.062095e+07 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8400 members Mstep: Class 2 contains 237039 members Entering Unmasked Estep Score: -30621126.000000 Penalty: 6155.758789 Iteration 15Q: 3 clusters Score -3.062113e+07 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7845 members Mstep: Class 2 contains 237594 members Entering Unmasked Estep Score: -30621282.000000 Penalty: 6155.758789 Iteration 16Q: 3 clusters Score -3.062128e+07 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7405 members Mstep: Class 2 contains 238034 members Entering Unmasked Estep Score: -30621326.000000 Penalty: 6155.758789 Iteration 17Q: 3 clusters Score -3.062133e+07 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7052 members Mstep: Class 2 contains 238387 members Entering Unmasked Estep Score: -30621420.000000 Penalty: 6155.758789 Iteration 18Q: 3 clusters Score -3.062142e+07 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6775 members Mstep: Class 2 contains 238664 members Entering Unmasked Estep Score: -30621428.000000 Penalty: 6155.758789 Iteration 19Q: 3 clusters Score -3.062143e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6550 members Mstep: Class 2 contains 238889 members Entering Unmasked Estep Score: -30621442.000000 Penalty: 6155.758789 Iteration 20F: 3 clusters Score -3.062144e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6371 members Mstep: Class 2 contains 239068 members Entering Unmasked Estep Score: -30621494.000000 Penalty: 6155.758789 Iteration 21Q: 3 clusters Score -3.062149e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6226 members Mstep: Class 2 contains 239213 members Entering Unmasked Estep Score: -30621524.000000 Penalty: 6155.758789 Iteration 22Q: 3 clusters Score -3.062152e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6097 members Mstep: Class 2 contains 239342 members Entering Unmasked Estep Score: -30621486.000000 Penalty: 6155.758789 Iteration 23Q: 3 clusters Score -3.062149e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6004 members Mstep: Class 2 contains 239435 members Entering Unmasked Estep Score: -30621474.000000 Penalty: 6155.758789 Iteration 24Q: 3 clusters Score -3.062147e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5953 members Mstep: Class 2 contains 239486 members Entering Unmasked Estep Score: -30621464.000000 Penalty: 6155.758789 Iteration 25Q: 3 clusters Score -3.062146e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5906 members Mstep: Class 2 contains 239533 members Entering Unmasked Estep Score: -30621472.000000 Penalty: 6155.758789 Iteration 26Q: 3 clusters Score -3.062147e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5866 members Mstep: Class 2 contains 239573 members Entering Unmasked Estep Score: -30621482.000000 Penalty: 6155.758789 Iteration 27Q: 3 clusters Score -3.062148e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5836 members Mstep: Class 2 contains 239603 members Entering Unmasked Estep Score: -30621438.000000 Penalty: 6155.758789 Iteration 28Q: 3 clusters Score -3.062144e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5802 members Mstep: Class 2 contains 239637 members Entering Unmasked Estep Score: -30621438.000000 Penalty: 6155.758789 Iteration 29Q: 3 clusters Score -3.062144e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5772 members Mstep: Class 2 contains 239667 members Entering Unmasked Estep Score: -30621452.000000 Penalty: 6155.758789 Iteration 30Q: 3 clusters Score -3.062145e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5746 members Mstep: Class 2 contains 239693 members Entering Unmasked Estep Score: -30621490.000000 Penalty: 6155.758789 Iteration 31Q: 3 clusters Score -3.062149e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5720 members Mstep: Class 2 contains 239719 members Entering Unmasked Estep Score: -30621488.000000 Penalty: 6155.758789 Iteration 32Q: 3 clusters Score -3.062149e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5704 members Mstep: Class 2 contains 239735 members Entering Unmasked Estep Score: -30621460.000000 Penalty: 6155.758789 Iteration 33Q: 3 clusters Score -3.062146e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5680 members Mstep: Class 2 contains 239759 members Entering Unmasked Estep Score: -30621452.000000 Penalty: 6155.758789 Iteration 34Q: 3 clusters Score -3.062145e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5659 members Mstep: Class 2 contains 239780 members Entering Unmasked Estep Score: -30621470.000000 Penalty: 6155.758789 Iteration 35Q: 3 clusters Score -3.062147e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 239795 members Entering Unmasked Estep Score: -30621488.000000 Penalty: 6155.758789 Iteration 36Q: 3 clusters Score -3.062149e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5627 members Mstep: Class 2 contains 239812 members Entering Unmasked Estep Score: -30621516.000000 Penalty: 6155.758789 Iteration 37Q: 3 clusters Score -3.062152e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 239820 members Entering Unmasked Estep Score: -30621516.000000 Penalty: 6155.758789 Iteration 38Q: 3 clusters Score -3.062152e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 239838 members Entering Unmasked Estep Score: -30621512.000000 Penalty: 6155.758789 Iteration 39Q: 3 clusters Score -3.062151e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5588 members Mstep: Class 2 contains 239851 members Entering Unmasked Estep Score: -30621518.000000 Penalty: 6155.758789 Iteration 40F: 3 clusters Score -3.062152e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5572 members Mstep: Class 2 contains 239867 members Entering Unmasked Estep Score: -30621516.000000 Penalty: 6155.758789 Iteration 41Q: 3 clusters Score -3.062152e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5562 members Mstep: Class 2 contains 239877 members Entering Unmasked Estep Score: -30621526.000000 Penalty: 6155.758789 Iteration 42Q: 3 clusters Score -3.062153e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5556 members Mstep: Class 2 contains 239883 members Entering Unmasked Estep Score: -30621534.000000 Penalty: 6155.758789 Iteration 43Q: 3 clusters Score -3.062153e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5550 members Mstep: Class 2 contains 239889 members Entering Unmasked Estep Score: -30621512.000000 Penalty: 6155.758789 Iteration 44Q: 3 clusters Score -3.062151e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5548 members Mstep: Class 2 contains 239891 members Entering Unmasked Estep Score: -30621510.000000 Penalty: 6155.758789 Iteration 45Q: 3 clusters Score -3.062151e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Mstep: Class 2 contains 239892 members Entering Unmasked Estep Score: -30621512.000000 Penalty: 6155.758789 Iteration 46Q: 3 clusters Score -3.062151e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Mstep: Class 2 contains 239892 members Entering Unmasked Estep Score: -30621512.000000 Penalty: 6155.758789 Iteration 47F: 3 clusters Score -3.062151e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (8310 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8310 members Entering Unmasked Estep Score: -1062614.750000 Penalty: 2238.253418 Iteration 0F: 2 clusters Score -1062615 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -1056096.000000 Penalty: 4476.506836 Iteration 0F: 3 clusters Score -1056096 nChanged 3381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -1058002.000000 Penalty: 4476.506836 Iteration 1F: 3 clusters Score -1058002 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -1058422.625000 Penalty: 4476.506836 Iteration 2F: 3 clusters Score -1058423 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4357 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -1058726.500000 Penalty: 4476.506836 Iteration 3F: 3 clusters Score -1058726 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -1058978.250000 Penalty: 4476.506836 Iteration 4F: 3 clusters Score -1058978 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -1059212.250000 Penalty: 4476.506836 Iteration 5Q: 3 clusters Score -1059212 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -1059413.250000 Penalty: 4476.506836 Iteration 6Q: 3 clusters Score -1059413 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4958 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -1059606.375000 Penalty: 4476.506836 Iteration 7Q: 3 clusters Score -1059606 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5154 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -1059768.500000 Penalty: 4476.506836 Iteration 8Q: 3 clusters Score -1059768 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5317 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -1059897.750000 Penalty: 4476.506836 Iteration 9Q: 3 clusters Score -1059898 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5495 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -1060018.125000 Penalty: 4476.506836 Iteration 10Q: 3 clusters Score -1060018 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5679 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -1060124.750000 Penalty: 4476.506836 Iteration 11Q: 3 clusters Score -1060125 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5836 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -1060216.875000 Penalty: 4476.506836 Iteration 12Q: 3 clusters Score -1060217 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5995 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -1060299.625000 Penalty: 4476.506836 Iteration 13Q: 3 clusters Score -1060300 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6164 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -1060392.125000 Penalty: 4476.506836 Iteration 14Q: 3 clusters Score -1060392 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6323 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -1060470.625000 Penalty: 4476.506836 Iteration 15Q: 3 clusters Score -1060471 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6465 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -1060533.750000 Penalty: 4476.506836 Iteration 16Q: 3 clusters Score -1060534 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6602 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -1060598.500000 Penalty: 4476.506836 Iteration 17Q: 3 clusters Score -1060598 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6723 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -1060651.500000 Penalty: 4476.506836 Iteration 18Q: 3 clusters Score -1060652 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6818 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -1060696.250000 Penalty: 4476.506836 Iteration 19Q: 3 clusters Score -1060696 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6909 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -1060736.375000 Penalty: 4476.506836 Iteration 20F: 3 clusters Score -1060736 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6995 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -1060778.000000 Penalty: 4476.506836 Iteration 21Q: 3 clusters Score -1060778 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7078 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -1060822.375000 Penalty: 4476.506836 Iteration 22Q: 3 clusters Score -1060822 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7171 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -1060879.000000 Penalty: 4476.506836 Iteration 23Q: 3 clusters Score -1060879 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7272 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -1060939.500000 Penalty: 4476.506836 Iteration 24Q: 3 clusters Score -1060940 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7359 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -1061000.000000 Penalty: 4476.506836 Iteration 25Q: 3 clusters Score -1061000 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7428 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -1061050.125000 Penalty: 4476.506836 Iteration 26Q: 3 clusters Score -1061050 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7495 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -1061098.875000 Penalty: 4476.506836 Iteration 27Q: 3 clusters Score -1061099 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7558 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -1061131.375000 Penalty: 4476.506836 Iteration 28Q: 3 clusters Score -1061131 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7596 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -1061151.875000 Penalty: 4476.506836 Iteration 29Q: 3 clusters Score -1061152 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7618 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -1061163.875000 Penalty: 4476.506836 Iteration 30Q: 3 clusters Score -1061164 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7634 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -1061175.375000 Penalty: 4476.506836 Iteration 31Q: 3 clusters Score -1061175 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7655 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -1061189.125000 Penalty: 4476.506836 Iteration 32Q: 3 clusters Score -1061189 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7675 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -1061198.625000 Penalty: 4476.506836 Iteration 33Q: 3 clusters Score -1061199 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7688 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -1061207.750000 Penalty: 4476.506836 Iteration 34Q: 3 clusters Score -1061208 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7697 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -1061213.500000 Penalty: 4476.506836 Iteration 35Q: 3 clusters Score -1061214 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7705 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -1061217.250000 Penalty: 4476.506836 Iteration 36Q: 3 clusters Score -1061217 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7708 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -1061219.000000 Penalty: 4476.506836 Iteration 37Q: 3 clusters Score -1061219 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7710 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -1061220.000000 Penalty: 4476.506836 Iteration 38Q: 3 clusters Score -1061220 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7715 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -1061224.125000 Penalty: 4476.506836 Iteration 39Q: 3 clusters Score -1061224 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7722 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -1061230.500000 Penalty: 4476.506836 Iteration 40F: 3 clusters Score -1061230 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7725 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -1061232.500000 Penalty: 4476.506836 Iteration 41Q: 3 clusters Score -1061232 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7728 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -1061232.750000 Penalty: 4476.506836 Iteration 42Q: 3 clusters Score -1061233 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7728 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -1061232.750000 Penalty: 4476.506836 Iteration 43F: 3 clusters Score -1061233 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (12860 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12860 members Entering Unmasked Estep Score: -1566651.875000 Penalty: 2346.545410 Iteration 0F: 2 clusters Score -1566652 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6545 members Mstep: Class 2 contains 6315 members Entering Unmasked Estep Score: -1557229.000000 Penalty: 4693.090820 Iteration 0F: 3 clusters Score -1557229 nChanged 5413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6988 members Mstep: Class 2 contains 5872 members Entering Unmasked Estep Score: -1560063.125000 Penalty: 4693.090820 Iteration 1F: 3 clusters Score -1560063 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7255 members Mstep: Class 2 contains 5605 members Entering Unmasked Estep Score: -1560428.750000 Penalty: 4693.090820 Iteration 2F: 3 clusters Score -1560429 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7607 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -1560785.000000 Penalty: 4693.090820 Iteration 3F: 3 clusters Score -1560785 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7972 members Mstep: Class 2 contains 4888 members Entering Unmasked Estep Score: -1561144.375000 Penalty: 4693.090820 Iteration 4Q: 3 clusters Score -1561144 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8397 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -1561483.500000 Penalty: 4693.090820 Iteration 5Q: 3 clusters Score -1561484 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8812 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -1561770.500000 Penalty: 4693.090820 Iteration 6Q: 3 clusters Score -1561770 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9276 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -1562086.375000 Penalty: 4693.090820 Iteration 7Q: 3 clusters Score -1562086 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9746 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -1562440.000000 Penalty: 4693.090820 Iteration 8Q: 3 clusters Score -1562440 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10221 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -1562848.375000 Penalty: 4693.090820 Iteration 9Q: 3 clusters Score -1562848 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10672 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -1563245.375000 Penalty: 4693.090820 Iteration 10Q: 3 clusters Score -1563245 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11077 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -1563640.250000 Penalty: 4693.090820 Iteration 11Q: 3 clusters Score -1563640 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11395 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -1563981.125000 Penalty: 4693.090820 Iteration 12Q: 3 clusters Score -1563981 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11613 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -1564208.875000 Penalty: 4693.090820 Iteration 13Q: 3 clusters Score -1564209 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11749 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -1564340.750000 Penalty: 4693.090820 Iteration 14Q: 3 clusters Score -1564341 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11836 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -1564432.250000 Penalty: 4693.090820 Iteration 15Q: 3 clusters Score -1564432 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11901 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -1564495.000000 Penalty: 4693.090820 Iteration 16Q: 3 clusters Score -1564495 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11938 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -1564532.250000 Penalty: 4693.090820 Iteration 17Q: 3 clusters Score -1564532 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11963 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -1564562.750000 Penalty: 4693.090820 Iteration 18Q: 3 clusters Score -1564563 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11982 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -1564580.375000 Penalty: 4693.090820 Iteration 19Q: 3 clusters Score -1564580 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11997 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -1564592.750000 Penalty: 4693.090820 Iteration 20F: 3 clusters Score -1564593 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12007 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -1564606.500000 Penalty: 4693.090820 Iteration 21Q: 3 clusters Score -1564606 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12013 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -1564612.125000 Penalty: 4693.090820 Iteration 22Q: 3 clusters Score -1564612 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12019 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -1564619.875000 Penalty: 4693.090820 Iteration 23Q: 3 clusters Score -1564620 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12025 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -1564624.625000 Penalty: 4693.090820 Iteration 24Q: 3 clusters Score -1564625 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12027 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -1564632.750000 Penalty: 4693.090820 Iteration 25Q: 3 clusters Score -1564633 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12031 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -1564638.250000 Penalty: 4693.090820 Iteration 26Q: 3 clusters Score -1564638 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12035 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -1564643.250000 Penalty: 4693.090820 Iteration 27Q: 3 clusters Score -1564643 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12038 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -1564649.500000 Penalty: 4693.090820 Iteration 28Q: 3 clusters Score -1564650 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12040 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -1564653.250000 Penalty: 4693.090820 Iteration 29Q: 3 clusters Score -1564653 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12039 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -1564657.750000 Penalty: 4693.090820 Iteration 30Q: 3 clusters Score -1564658 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12042 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -1564662.250000 Penalty: 4693.090820 Iteration 31Q: 3 clusters Score -1564662 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12040 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -1564665.375000 Penalty: 4693.090820 Iteration 32Q: 3 clusters Score -1564665 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12045 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -1564667.125000 Penalty: 4693.090820 Iteration 33Q: 3 clusters Score -1564667 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -1564672.625000 Penalty: 4693.090820 Iteration 34Q: 3 clusters Score -1564673 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12049 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -1564672.250000 Penalty: 4693.090820 Iteration 35Q: 3 clusters Score -1564672 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12052 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -1564674.125000 Penalty: 4693.090820 Iteration 36Q: 3 clusters Score -1564674 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12053 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -1564673.500000 Penalty: 4693.090820 Iteration 37Q: 3 clusters Score -1564674 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12053 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -1564673.500000 Penalty: 4693.090820 Iteration 38F: 3 clusters Score -1564674 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Entering Unmasked Estep Score: -28132.222656 Penalty: 1370.312378 Iteration 0F: 2 clusters Score -28132.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -26915.949219 Penalty: 2740.624756 Iteration 0F: 3 clusters Score -26915.95 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -27016.466797 Penalty: 2740.624756 Iteration 1F: 3 clusters Score -27016.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -27028.869141 Penalty: 2740.624756 Iteration 2Q: 3 clusters Score -27028.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -27038.748047 Penalty: 2740.624756 Iteration 3Q: 3 clusters Score -27038.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -27038.748047 Penalty: 2740.624756 Iteration 4F: 3 clusters Score -27038.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Entering Unmasked Estep Score: -35135.558594 Penalty: 1428.988770 Iteration 0F: 2 clusters Score -35135.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -33851.320312 Penalty: 2857.977539 Iteration 0F: 3 clusters Score -33851.32 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -33977.003906 Penalty: 2857.977539 Iteration 1F: 3 clusters Score -33977 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -34014.480469 Penalty: 2857.977539 Iteration 2Q: 3 clusters Score -34014.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -34037.992188 Penalty: 2857.977539 Iteration 3Q: 3 clusters Score -34037.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -34049.652344 Penalty: 2857.977539 Iteration 4Q: 3 clusters Score -34049.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -34070.355469 Penalty: 2857.977539 Iteration 5Q: 3 clusters Score -34070.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -34089.558594 Penalty: 2857.977539 Iteration 6Q: 3 clusters Score -34089.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -34099.000000 Penalty: 2857.977539 Iteration 7Q: 3 clusters Score -34099 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -34112.183594 Penalty: 2857.977539 Iteration 8Q: 3 clusters Score -34112.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -34120.835938 Penalty: 2857.977539 Iteration 9Q: 3 clusters Score -34120.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -34120.835938 Penalty: 2857.977539 Iteration 10F: 3 clusters Score -34120.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (435 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Entering Unmasked Estep Score: -46327.851562 Penalty: 1506.685791 Iteration 0F: 2 clusters Score -46327.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -44894.246094 Penalty: 3013.371582 Iteration 0F: 3 clusters Score -44894.25 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -45039.234375 Penalty: 3013.371582 Iteration 1F: 3 clusters Score -45039.23 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -45070.292969 Penalty: 3013.371582 Iteration 2Q: 3 clusters Score -45070.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -45086.757812 Penalty: 3013.371582 Iteration 3Q: 3 clusters Score -45086.76 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -45108.046875 Penalty: 3013.371582 Iteration 4Q: 3 clusters Score -45108.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -45113.851562 Penalty: 3013.371582 Iteration 5Q: 3 clusters Score -45113.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -45123.671875 Penalty: 3013.371582 Iteration 6Q: 3 clusters Score -45123.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -45123.671875 Penalty: 3013.371582 Iteration 7F: 3 clusters Score -45123.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3486 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Entering Unmasked Estep Score: -433429.093750 Penalty: 2022.814575 Iteration 0F: 2 clusters Score -433429.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -429798.656250 Penalty: 4045.629150 Iteration 0F: 3 clusters Score -429798.7 nChanged 1252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -430524.000000 Penalty: 4045.629150 Iteration 1F: 3 clusters Score -430524 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -430716.968750 Penalty: 4045.629150 Iteration 2F: 3 clusters Score -430717 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -430841.437500 Penalty: 4045.629150 Iteration 3F: 3 clusters Score -430841.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -430921.906250 Penalty: 4045.629150 Iteration 4Q: 3 clusters Score -430921.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -430991.093750 Penalty: 4045.629150 Iteration 5Q: 3 clusters Score -430991.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -431031.000000 Penalty: 4045.629150 Iteration 6Q: 3 clusters Score -431031 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -431065.187500 Penalty: 4045.629150 Iteration 7Q: 3 clusters Score -431065.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -431096.843750 Penalty: 4045.629150 Iteration 8Q: 3 clusters Score -431096.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -431128.093750 Penalty: 4045.629150 Iteration 9Q: 3 clusters Score -431128.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -431156.875000 Penalty: 4045.629150 Iteration 10Q: 3 clusters Score -431156.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -431185.781250 Penalty: 4045.629150 Iteration 11Q: 3 clusters Score -431185.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -431208.562500 Penalty: 4045.629150 Iteration 12Q: 3 clusters Score -431208.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -431222.406250 Penalty: 4045.629150 Iteration 13Q: 3 clusters Score -431222.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -431235.468750 Penalty: 4045.629150 Iteration 14Q: 3 clusters Score -431235.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -431251.875000 Penalty: 4045.629150 Iteration 15Q: 3 clusters Score -431251.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -431276.562500 Penalty: 4045.629150 Iteration 16Q: 3 clusters Score -431276.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -431299.468750 Penalty: 4045.629150 Iteration 17Q: 3 clusters Score -431299.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -431328.843750 Penalty: 4045.629150 Iteration 18Q: 3 clusters Score -431328.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -431361.156250 Penalty: 4045.629150 Iteration 19Q: 3 clusters Score -431361.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -431386.187500 Penalty: 4045.629150 Iteration 20F: 3 clusters Score -431386.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -431418.843750 Penalty: 4045.629150 Iteration 21Q: 3 clusters Score -431418.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -431464.406250 Penalty: 4045.629150 Iteration 22Q: 3 clusters Score -431464.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -431495.312500 Penalty: 4045.629150 Iteration 23Q: 3 clusters Score -431495.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -431530.875000 Penalty: 4045.629150 Iteration 24Q: 3 clusters Score -431530.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -431577.125000 Penalty: 4045.629150 Iteration 25Q: 3 clusters Score -431577.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -431632.625000 Penalty: 4045.629150 Iteration 26Q: 3 clusters Score -431632.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -431684.781250 Penalty: 4045.629150 Iteration 27Q: 3 clusters Score -431684.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -431731.437500 Penalty: 4045.629150 Iteration 28Q: 3 clusters Score -431731.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -431788.125000 Penalty: 4045.629150 Iteration 29Q: 3 clusters Score -431788.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -431851.125000 Penalty: 4045.629150 Iteration 30Q: 3 clusters Score -431851.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -431918.875000 Penalty: 4045.629150 Iteration 31Q: 3 clusters Score -431918.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -432003.625000 Penalty: 4045.629150 Iteration 32Q: 3 clusters Score -432003.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -432092.125000 Penalty: 4045.629150 Iteration 33Q: 3 clusters Score -432092.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -432162.875000 Penalty: 4045.629150 Iteration 34Q: 3 clusters Score -432162.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -432231.843750 Penalty: 4045.629150 Iteration 35Q: 3 clusters Score -432231.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -432351.468750 Penalty: 4045.629150 Iteration 36Q: 3 clusters Score -432351.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -432481.781250 Penalty: 4045.629150 Iteration 37Q: 3 clusters Score -432481.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -432552.625000 Penalty: 4045.629150 Iteration 38Q: 3 clusters Score -432552.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -432582.000000 Penalty: 4045.629150 Iteration 39Q: 3 clusters Score -432582 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -432605.062500 Penalty: 4045.629150 Iteration 40F: 3 clusters Score -432605.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -432618.562500 Penalty: 4045.629150 Iteration 41Q: 3 clusters Score -432618.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -432626.937500 Penalty: 4045.629150 Iteration 42Q: 3 clusters Score -432626.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -432632.187500 Penalty: 4045.629150 Iteration 43Q: 3 clusters Score -432632.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -432633.062500 Penalty: 4045.629150 Iteration 44Q: 3 clusters Score -432633.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -432633.062500 Penalty: 4045.629150 Iteration 45F: 3 clusters Score -432633.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (609 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Entering Unmasked Estep Score: -72396.820312 Penalty: 1590.130981 Iteration 0F: 2 clusters Score -72396.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -70765.710938 Penalty: 3180.261963 Iteration 0F: 3 clusters Score -70765.71 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -70951.562500 Penalty: 3180.261963 Iteration 1F: 3 clusters Score -70951.56 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -71004.156250 Penalty: 3180.261963 Iteration 2Q: 3 clusters Score -71004.16 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -71045.929688 Penalty: 3180.261963 Iteration 3Q: 3 clusters Score -71045.93 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -71083.335938 Penalty: 3180.261963 Iteration 4Q: 3 clusters Score -71083.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -71100.648438 Penalty: 3180.261963 Iteration 5Q: 3 clusters Score -71100.65 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -71115.906250 Penalty: 3180.261963 Iteration 6Q: 3 clusters Score -71115.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -71126.367188 Penalty: 3180.261963 Iteration 7Q: 3 clusters Score -71126.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -71128.726562 Penalty: 3180.261963 Iteration 8Q: 3 clusters Score -71128.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -71128.726562 Penalty: 3180.261963 Iteration 9F: 3 clusters Score -71128.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (8757 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8757 members Entering Unmasked Estep Score: -1119225.500000 Penalty: 2251.247070 Iteration 0F: 2 clusters Score -1119226 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -1112363.500000 Penalty: 4502.494141 Iteration 0F: 3 clusters Score -1112364 nChanged 3585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -1114311.875000 Penalty: 4502.494141 Iteration 1F: 3 clusters Score -1114312 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -1114592.250000 Penalty: 4502.494141 Iteration 2F: 3 clusters Score -1114592 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -1114801.125000 Penalty: 4502.494141 Iteration 3F: 3 clusters Score -1114801 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -1114961.625000 Penalty: 4502.494141 Iteration 4Q: 3 clusters Score -1114962 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 5318 members Entering Unmasked Estep Score: -1115112.250000 Penalty: 4502.494141 Iteration 5Q: 3 clusters Score -1115112 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 5594 members Entering Unmasked Estep Score: -1115292.125000 Penalty: 4502.494141 Iteration 6Q: 3 clusters Score -1115292 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 5907 members Entering Unmasked Estep Score: -1115515.000000 Penalty: 4502.494141 Iteration 7Q: 3 clusters Score -1115515 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 6268 members Entering Unmasked Estep Score: -1115871.000000 Penalty: 4502.494141 Iteration 8Q: 3 clusters Score -1115871 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 6667 members Entering Unmasked Estep Score: -1116405.125000 Penalty: 4502.494141 Iteration 9F: 3 clusters Score -1116405 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 7084 members Entering Unmasked Estep Score: -1117087.000000 Penalty: 4502.494141 Iteration 10F: 3 clusters Score -1117087 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 7463 members Entering Unmasked Estep Score: -1117663.625000 Penalty: 4502.494141 Iteration 11F: 3 clusters Score -1117664 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 7695 members Entering Unmasked Estep Score: -1117966.125000 Penalty: 4502.494141 Iteration 12Q: 3 clusters Score -1117966 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 7818 members Entering Unmasked Estep Score: -1118092.125000 Penalty: 4502.494141 Iteration 13Q: 3 clusters Score -1118092 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 7882 members Entering Unmasked Estep Score: -1118143.875000 Penalty: 4502.494141 Iteration 14Q: 3 clusters Score -1118144 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 7917 members Entering Unmasked Estep Score: -1118170.625000 Penalty: 4502.494141 Iteration 15Q: 3 clusters Score -1118171 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 7934 members Entering Unmasked Estep Score: -1118184.000000 Penalty: 4502.494141 Iteration 16Q: 3 clusters Score -1118184 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 7942 members Entering Unmasked Estep Score: -1118191.875000 Penalty: 4502.494141 Iteration 17Q: 3 clusters Score -1118192 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 7951 members Entering Unmasked Estep Score: -1118198.750000 Penalty: 4502.494141 Iteration 18Q: 3 clusters Score -1118199 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 7953 members Entering Unmasked Estep Score: -1118199.750000 Penalty: 4502.494141 Iteration 19Q: 3 clusters Score -1118200 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 7954 members Entering Unmasked Estep Score: -1118199.750000 Penalty: 4502.494141 Iteration 20F: 3 clusters Score -1118200 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 7955 members Entering Unmasked Estep Score: -1118198.875000 Penalty: 4502.494141 Iteration 21Q: 3 clusters Score -1118199 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 7956 members Entering Unmasked Estep Score: -1118201.000000 Penalty: 4502.494141 Iteration 22Q: 3 clusters Score -1118201 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 7956 members Entering Unmasked Estep Score: -1118201.000000 Penalty: 4502.494141 Iteration 23F: 3 clusters Score -1118201 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (353 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Entering Unmasked Estep Score: -32979.925781 Penalty: 1454.884033 Iteration 0F: 2 clusters Score -32979.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -31779.687500 Penalty: 2909.768066 Iteration 0F: 3 clusters Score -31779.69 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -32078.921875 Penalty: 2909.768066 Iteration 1F: 3 clusters Score -32078.92 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -32297.871094 Penalty: 2909.768066 Iteration 2F: 3 clusters Score -32297.87 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -32462.162109 Penalty: 2909.768066 Iteration 3Q: 3 clusters Score -32462.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -32565.142578 Penalty: 2909.768066 Iteration 4Q: 3 clusters Score -32565.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -32619.302734 Penalty: 2909.768066 Iteration 5Q: 3 clusters Score -32619.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -32657.236328 Penalty: 2909.768066 Iteration 6Q: 3 clusters Score -32657.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -32682.140625 Penalty: 2909.768066 Iteration 7Q: 3 clusters Score -32682.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -32691.890625 Penalty: 2909.768066 Iteration 8Q: 3 clusters Score -32691.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -32712.087891 Penalty: 2909.768066 Iteration 9Q: 3 clusters Score -32712.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -32725.044922 Penalty: 2909.768066 Iteration 10Q: 3 clusters Score -32725.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -32725.044922 Penalty: 2909.768066 Iteration 11F: 3 clusters Score -32725.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2024 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Entering Unmasked Estep Score: -262075.796875 Penalty: 1887.982178 Iteration 0F: 2 clusters Score -262075.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -259413.609375 Penalty: 3775.964355 Iteration 0F: 3 clusters Score -259413.6 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -259878.031250 Penalty: 3775.964355 Iteration 1F: 3 clusters Score -259878 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -259977.437500 Penalty: 3775.964355 Iteration 2F: 3 clusters Score -259977.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -260030.468750 Penalty: 3775.964355 Iteration 3Q: 3 clusters Score -260030.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -260072.312500 Penalty: 3775.964355 Iteration 4Q: 3 clusters Score -260072.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -260102.218750 Penalty: 3775.964355 Iteration 5Q: 3 clusters Score -260102.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -260122.687500 Penalty: 3775.964355 Iteration 6Q: 3 clusters Score -260122.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -260134.562500 Penalty: 3775.964355 Iteration 7Q: 3 clusters Score -260134.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -260144.765625 Penalty: 3775.964355 Iteration 8Q: 3 clusters Score -260144.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -260155.750000 Penalty: 3775.964355 Iteration 9Q: 3 clusters Score -260155.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -260167.671875 Penalty: 3775.964355 Iteration 10Q: 3 clusters Score -260167.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -260175.125000 Penalty: 3775.964355 Iteration 11Q: 3 clusters Score -260175.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -260180.218750 Penalty: 3775.964355 Iteration 12Q: 3 clusters Score -260180.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -260183.640625 Penalty: 3775.964355 Iteration 13Q: 3 clusters Score -260183.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -260186.187500 Penalty: 3775.964355 Iteration 14Q: 3 clusters Score -260186.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -260188.390625 Penalty: 3775.964355 Iteration 15Q: 3 clusters Score -260188.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -260190.906250 Penalty: 3775.964355 Iteration 16Q: 3 clusters Score -260190.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -260191.953125 Penalty: 3775.964355 Iteration 17Q: 3 clusters Score -260192 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -260192.843750 Penalty: 3775.964355 Iteration 18Q: 3 clusters Score -260192.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -260194.250000 Penalty: 3775.964355 Iteration 19Q: 3 clusters Score -260194.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -260194.015625 Penalty: 3775.964355 Iteration 20F: 3 clusters Score -260194 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3061 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Entering Unmasked Estep Score: -363879.375000 Penalty: 1990.571289 Iteration 0F: 2 clusters Score -363879.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -360555.437500 Penalty: 3981.142578 Iteration 0F: 3 clusters Score -360555.4 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -361238.281250 Penalty: 3981.142578 Iteration 1F: 3 clusters Score -361238.3 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -361441.937500 Penalty: 3981.142578 Iteration 2F: 3 clusters Score -361441.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -361602.031250 Penalty: 3981.142578 Iteration 3F: 3 clusters Score -361602 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -361762.187500 Penalty: 3981.142578 Iteration 4Q: 3 clusters Score -361762.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -361945.968750 Penalty: 3981.142578 Iteration 5Q: 3 clusters Score -361946 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -362093.937500 Penalty: 3981.142578 Iteration 6Q: 3 clusters Score -362093.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -362273.531250 Penalty: 3981.142578 Iteration 7Q: 3 clusters Score -362273.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -362431.968750 Penalty: 3981.142578 Iteration 8Q: 3 clusters Score -362432 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -362545.937500 Penalty: 3981.142578 Iteration 9Q: 3 clusters Score -362545.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -362615.812500 Penalty: 3981.142578 Iteration 10Q: 3 clusters Score -362615.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -362668.343750 Penalty: 3981.142578 Iteration 11Q: 3 clusters Score -362668.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -362705.000000 Penalty: 3981.142578 Iteration 12Q: 3 clusters Score -362705 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -362723.125000 Penalty: 3981.142578 Iteration 13Q: 3 clusters Score -362723.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -362730.406250 Penalty: 3981.142578 Iteration 14Q: 3 clusters Score -362730.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -362734.968750 Penalty: 3981.142578 Iteration 15Q: 3 clusters Score -362735 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -362739.437500 Penalty: 3981.142578 Iteration 16Q: 3 clusters Score -362739.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -362742.375000 Penalty: 3981.142578 Iteration 17Q: 3 clusters Score -362742.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -362744.343750 Penalty: 3981.142578 Iteration 18Q: 3 clusters Score -362744.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -362746.031250 Penalty: 3981.142578 Iteration 19Q: 3 clusters Score -362746 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -362747.875000 Penalty: 3981.142578 Iteration 20F: 3 clusters Score -362747.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -362747.937500 Penalty: 3981.142578 Iteration 21Q: 3 clusters Score -362747.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -362747.937500 Penalty: 3981.142578 Iteration 22F: 3 clusters Score -362747.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Entering Unmasked Estep Score: -370785.875000 Penalty: 1996.969604 Iteration 0F: 2 clusters Score -370785.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -367435.718750 Penalty: 3993.939209 Iteration 0F: 3 clusters Score -367435.7 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -368225.125000 Penalty: 3993.939209 Iteration 1F: 3 clusters Score -368225.1 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -368541.000000 Penalty: 3993.939209 Iteration 2F: 3 clusters Score -368541 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -368879.187500 Penalty: 3993.939209 Iteration 3F: 3 clusters Score -368879.2 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -369332.125000 Penalty: 3993.939209 Iteration 4F: 3 clusters Score -369332.1 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -369726.906250 Penalty: 3993.939209 Iteration 5F: 3 clusters Score -369726.9 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -370010.750000 Penalty: 3993.939209 Iteration 6F: 3 clusters Score -370010.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -370158.437500 Penalty: 3993.939209 Iteration 7Q: 3 clusters Score -370158.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -370231.937500 Penalty: 3993.939209 Iteration 8Q: 3 clusters Score -370231.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -370262.812500 Penalty: 3993.939209 Iteration 9Q: 3 clusters Score -370262.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -370288.156250 Penalty: 3993.939209 Iteration 10Q: 3 clusters Score -370288.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -370302.500000 Penalty: 3993.939209 Iteration 11Q: 3 clusters Score -370302.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -370313.343750 Penalty: 3993.939209 Iteration 12Q: 3 clusters Score -370313.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -370322.406250 Penalty: 3993.939209 Iteration 13Q: 3 clusters Score -370322.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -370329.281250 Penalty: 3993.939209 Iteration 14Q: 3 clusters Score -370329.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -370336.500000 Penalty: 3993.939209 Iteration 15Q: 3 clusters Score -370336.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -370340.750000 Penalty: 3993.939209 Iteration 16Q: 3 clusters Score -370340.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -370345.031250 Penalty: 3993.939209 Iteration 17Q: 3 clusters Score -370345 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -370346.968750 Penalty: 3993.939209 Iteration 18Q: 3 clusters Score -370347 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -370348.468750 Penalty: 3993.939209 Iteration 19Q: 3 clusters Score -370348.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -370348.406250 Penalty: 3993.939209 Iteration 20F: 3 clusters Score -370348.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -370349.437500 Penalty: 3993.939209 Iteration 21Q: 3 clusters Score -370349.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -370349.437500 Penalty: 3993.939209 Iteration 22F: 3 clusters Score -370349.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Entering Unmasked Estep Score: -424277.906250 Penalty: 2010.639893 Iteration 0F: 2 clusters Score -424277.9 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 1621 members Entering Unmasked Estep Score: -420811.562500 Penalty: 4021.279785 Iteration 0F: 3 clusters Score -420811.6 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -421538.218750 Penalty: 4021.279785 Iteration 1F: 3 clusters Score -421538.2 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -421673.781250 Penalty: 4021.279785 Iteration 2F: 3 clusters Score -421673.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -421751.968750 Penalty: 4021.279785 Iteration 3Q: 3 clusters Score -421752 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -421805.406250 Penalty: 4021.279785 Iteration 4Q: 3 clusters Score -421805.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -421849.625000 Penalty: 4021.279785 Iteration 5Q: 3 clusters Score -421849.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -421882.343750 Penalty: 4021.279785 Iteration 6Q: 3 clusters Score -421882.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -421912.093750 Penalty: 4021.279785 Iteration 7Q: 3 clusters Score -421912.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -421932.781250 Penalty: 4021.279785 Iteration 8Q: 3 clusters Score -421932.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -421951.843750 Penalty: 4021.279785 Iteration 9Q: 3 clusters Score -421951.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -421972.156250 Penalty: 4021.279785 Iteration 10Q: 3 clusters Score -421972.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -421989.406250 Penalty: 4021.279785 Iteration 11Q: 3 clusters Score -421989.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -422002.968750 Penalty: 4021.279785 Iteration 12Q: 3 clusters Score -422003 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -422014.343750 Penalty: 4021.279785 Iteration 13Q: 3 clusters Score -422014.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -422027.593750 Penalty: 4021.279785 Iteration 14Q: 3 clusters Score -422027.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -422037.843750 Penalty: 4021.279785 Iteration 15Q: 3 clusters Score -422037.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -422044.875000 Penalty: 4021.279785 Iteration 16Q: 3 clusters Score -422044.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -422050.375000 Penalty: 4021.279785 Iteration 17Q: 3 clusters Score -422050.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -422054.718750 Penalty: 4021.279785 Iteration 18Q: 3 clusters Score -422054.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -422058.250000 Penalty: 4021.279785 Iteration 19Q: 3 clusters Score -422058.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -422060.187500 Penalty: 4021.279785 Iteration 20F: 3 clusters Score -422060.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -422063.031250 Penalty: 4021.279785 Iteration 21Q: 3 clusters Score -422063 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -422066.375000 Penalty: 4021.279785 Iteration 22Q: 3 clusters Score -422066.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -422067.531250 Penalty: 4021.279785 Iteration 23Q: 3 clusters Score -422067.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -422069.250000 Penalty: 4021.279785 Iteration 24Q: 3 clusters Score -422069.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -422072.406250 Penalty: 4021.279785 Iteration 25Q: 3 clusters Score -422072.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -422072.750000 Penalty: 4021.279785 Iteration 26Q: 3 clusters Score -422072.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -422074.687500 Penalty: 4021.279785 Iteration 27Q: 3 clusters Score -422074.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -422074.062500 Penalty: 4021.279785 Iteration 28Q: 3 clusters Score -422074.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -422074.062500 Penalty: 4021.279785 Iteration 29F: 3 clusters Score -422074.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Entering Unmasked Estep Score: -74018.500000 Penalty: 1591.349609 Iteration 0F: 2 clusters Score -74018.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -72366.796875 Penalty: 3182.699219 Iteration 0F: 3 clusters Score -72366.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -72557.546875 Penalty: 3182.699219 Iteration 1F: 3 clusters Score -72557.55 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -72608.210938 Penalty: 3182.699219 Iteration 2Q: 3 clusters Score -72608.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -72636.546875 Penalty: 3182.699219 Iteration 3Q: 3 clusters Score -72636.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -72657.906250 Penalty: 3182.699219 Iteration 4Q: 3 clusters Score -72657.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -72668.218750 Penalty: 3182.699219 Iteration 5Q: 3 clusters Score -72668.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -72670.007812 Penalty: 3182.699219 Iteration 6Q: 3 clusters Score -72670.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -72674.000000 Penalty: 3182.699219 Iteration 7Q: 3 clusters Score -72674 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -72678.437500 Penalty: 3182.699219 Iteration 8Q: 3 clusters Score -72678.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -72678.437500 Penalty: 3182.699219 Iteration 9F: 3 clusters Score -72678.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (510 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Entering Unmasked Estep Score: -49020.554688 Penalty: 1546.133911 Iteration 0F: 2 clusters Score -49020.55 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 247 members Entering Unmasked Estep Score: -47610.820312 Penalty: 3092.267822 Iteration 0F: 3 clusters Score -47610.82 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -48094.503906 Penalty: 3092.267822 Iteration 1F: 3 clusters Score -48094.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -48692.777344 Penalty: 3092.267822 Iteration 2F: 3 clusters Score -48692.78 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -49345.488281 Penalty: 3092.267822 Iteration 3F: 3 clusters Score -49345.49 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -49578.238281 Penalty: 3092.267822 Iteration 4Q: 3 clusters Score -49578.24 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -49764.339844 Penalty: 3092.267822 Iteration 5Q: 3 clusters Score -49764.34 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -50018.640625 Penalty: 3092.267822 Iteration 6Q: 3 clusters Score -50018.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -50086.109375 Penalty: 3092.267822 Iteration 7Q: 3 clusters Score -50086.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -50098.230469 Penalty: 3092.267822 Iteration 8Q: 3 clusters Score -50098.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -50110.328125 Penalty: 3092.267822 Iteration 9Q: 3 clusters Score -50110.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -50143.976562 Penalty: 3092.267822 Iteration 10F: 3 clusters Score -50143.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -50269.703125 Penalty: 3092.267822 Iteration 11Q: 3 clusters Score -50269.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -50443.210938 Penalty: 3092.267822 Iteration 12Q: 3 clusters Score -50443.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -50450.363281 Penalty: 3092.267822 Iteration 13Q: 3 clusters Score -50450.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -50450.363281 Penalty: 3092.267822 Iteration 14F: 3 clusters Score -50450.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23151 members Mstep: Class 3 contains 52377 members Mstep: Class 4 contains 65624 members Mstep: Class 5 contains 245439 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12860 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8757 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2024 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8165 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 126 members Entering Unmasked Estep Score: -55439820.000000 Penalty: 77460.750000 Splitting cluster 20 changes total score from -55440096.000000 to -55439820.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 21 (8165 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8165 members Entering Unmasked Estep Score: -1050610.375000 Penalty: 2233.887939 Iteration 0F: 2 clusters Score -1050610 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -1044136.562500 Penalty: 4467.775879 Iteration 0F: 3 clusters Score -1044137 nChanged 3306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -1045895.125000 Penalty: 4467.775879 Iteration 1F: 3 clusters Score -1045895 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -1046129.812500 Penalty: 4467.775879 Iteration 2F: 3 clusters Score -1046130 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -1046272.937500 Penalty: 4467.775879 Iteration 3Q: 3 clusters Score -1046273 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -1046379.312500 Penalty: 4467.775879 Iteration 4Q: 3 clusters Score -1046379 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -1046455.687500 Penalty: 4467.775879 Iteration 5Q: 3 clusters Score -1046456 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -1046512.250000 Penalty: 4467.775879 Iteration 6Q: 3 clusters Score -1046512 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -1046565.062500 Penalty: 4467.775879 Iteration 7Q: 3 clusters Score -1046565 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -1046619.375000 Penalty: 4467.775879 Iteration 8Q: 3 clusters Score -1046619 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5038 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -1046687.875000 Penalty: 4467.775879 Iteration 9Q: 3 clusters Score -1046688 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5233 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -1046778.750000 Penalty: 4467.775879 Iteration 10Q: 3 clusters Score -1046779 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5438 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -1046874.625000 Penalty: 4467.775879 Iteration 11Q: 3 clusters Score -1046875 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5673 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -1047006.687500 Penalty: 4467.775879 Iteration 12Q: 3 clusters Score -1047007 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5914 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -1047154.187500 Penalty: 4467.775879 Iteration 13Q: 3 clusters Score -1047154 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6187 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -1047326.312500 Penalty: 4467.775879 Iteration 14Q: 3 clusters Score -1047326 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6476 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -1047543.875000 Penalty: 4467.775879 Iteration 15Q: 3 clusters Score -1047544 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6771 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -1047765.062500 Penalty: 4467.775879 Iteration 16Q: 3 clusters Score -1047765 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7014 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -1047958.562500 Penalty: 4467.775879 Iteration 17Q: 3 clusters Score -1047959 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7220 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -1048138.750000 Penalty: 4467.775879 Iteration 18Q: 3 clusters Score -1048139 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7389 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -1048288.562500 Penalty: 4467.775879 Iteration 19Q: 3 clusters Score -1048289 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7516 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -1048395.687500 Penalty: 4467.775879 Iteration 20F: 3 clusters Score -1048396 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7605 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -1048488.937500 Penalty: 4467.775879 Iteration 21Q: 3 clusters Score -1048489 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7659 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -1048545.187500 Penalty: 4467.775879 Iteration 22Q: 3 clusters Score -1048545 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7695 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -1048588.625000 Penalty: 4467.775879 Iteration 23Q: 3 clusters Score -1048589 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7726 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -1048619.625000 Penalty: 4467.775879 Iteration 24Q: 3 clusters Score -1048620 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7746 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -1048640.250000 Penalty: 4467.775879 Iteration 25Q: 3 clusters Score -1048640 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7758 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -1048657.000000 Penalty: 4467.775879 Iteration 26Q: 3 clusters Score -1048657 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7770 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -1048675.000000 Penalty: 4467.775879 Iteration 27Q: 3 clusters Score -1048675 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7786 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -1048688.125000 Penalty: 4467.775879 Iteration 28Q: 3 clusters Score -1048688 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7795 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -1048697.750000 Penalty: 4467.775879 Iteration 29Q: 3 clusters Score -1048698 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7802 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -1048704.875000 Penalty: 4467.775879 Iteration 30Q: 3 clusters Score -1048705 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7809 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -1048710.250000 Penalty: 4467.775879 Iteration 31Q: 3 clusters Score -1048710 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7815 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -1048715.625000 Penalty: 4467.775879 Iteration 32Q: 3 clusters Score -1048716 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7821 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -1048720.375000 Penalty: 4467.775879 Iteration 33Q: 3 clusters Score -1048720 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7822 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -1048721.500000 Penalty: 4467.775879 Iteration 34Q: 3 clusters Score -1048722 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7824 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -1048723.750000 Penalty: 4467.775879 Iteration 35Q: 3 clusters Score -1048724 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7825 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -1048724.625000 Penalty: 4467.775879 Iteration 36Q: 3 clusters Score -1048725 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7825 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -1048724.625000 Penalty: 4467.775879 Iteration 37F: 3 clusters Score -1048725 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Entering Unmasked Estep Score: -63150.089844 Penalty: 1580.583252 Iteration 0F: 2 clusters Score -63150.09 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 286 members Entering Unmasked Estep Score: -61559.085938 Penalty: 3161.166504 Iteration 0F: 3 clusters Score -61559.09 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -61786.539062 Penalty: 3161.166504 Iteration 1F: 3 clusters Score -61786.54 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -61889.613281 Penalty: 3161.166504 Iteration 2F: 3 clusters Score -61889.61 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -61987.171875 Penalty: 3161.166504 Iteration 3Q: 3 clusters Score -61987.17 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -62090.230469 Penalty: 3161.166504 Iteration 4Q: 3 clusters Score -62090.23 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -62133.523438 Penalty: 3161.166504 Iteration 5Q: 3 clusters Score -62133.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -62171.175781 Penalty: 3161.166504 Iteration 6Q: 3 clusters Score -62171.18 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -62202.410156 Penalty: 3161.166504 Iteration 7Q: 3 clusters Score -62202.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -62228.250000 Penalty: 3161.166504 Iteration 8Q: 3 clusters Score -62228.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -62264.441406 Penalty: 3161.166504 Iteration 9Q: 3 clusters Score -62264.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -62280.562500 Penalty: 3161.166504 Iteration 10Q: 3 clusters Score -62280.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -62292.140625 Penalty: 3161.166504 Iteration 11Q: 3 clusters Score -62292.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -62297.304688 Penalty: 3161.166504 Iteration 12Q: 3 clusters Score -62297.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -62299.136719 Penalty: 3161.166504 Iteration 13Q: 3 clusters Score -62299.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -62300.609375 Penalty: 3161.166504 Iteration 14Q: 3 clusters Score -62300.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -62300.609375 Penalty: 3161.166504 Iteration 15F: 3 clusters Score -62300.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Entering Unmasked Estep Score: -36979.242188 Penalty: 1444.848022 Iteration 0F: 2 clusters Score -36979.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -35651.511719 Penalty: 2889.696045 Iteration 0F: 3 clusters Score -35651.51 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -35796.000000 Penalty: 2889.696045 Iteration 1F: 3 clusters Score -35796 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -35843.894531 Penalty: 2889.696045 Iteration 2Q: 3 clusters Score -35843.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -35875.687500 Penalty: 2889.696045 Iteration 3Q: 3 clusters Score -35875.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -35894.820312 Penalty: 2889.696045 Iteration 4Q: 3 clusters Score -35894.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -35898.265625 Penalty: 2889.696045 Iteration 5Q: 3 clusters Score -35898.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -35903.613281 Penalty: 2889.696045 Iteration 6Q: 3 clusters Score -35903.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -35910.750000 Penalty: 2889.696045 Iteration 7Q: 3 clusters Score -35910.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -35916.757812 Penalty: 2889.696045 Iteration 8Q: 3 clusters Score -35916.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -35916.757812 Penalty: 2889.696045 Iteration 9F: 3 clusters Score -35916.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23151 members Mstep: Class 3 contains 52377 members Mstep: Class 4 contains 65624 members Mstep: Class 5 contains 245439 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12860 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8757 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2024 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8165 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440108.000000 Penalty: 74233.218750 Iteration 359Q: 24 clusters Score -5.544011e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23151 members Mstep: Class 3 contains 52377 members Mstep: Class 4 contains 65624 members Mstep: Class 5 contains 245437 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12860 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8757 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2026 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8165 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440088.000000 Penalty: 74233.218750 Iteration 360F: 24 clusters Score -5.544009e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23151 members Mstep: Class 3 contains 52377 members Mstep: Class 4 contains 65624 members Mstep: Class 5 contains 245433 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12860 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8757 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2029 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8166 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440120.000000 Penalty: 74233.218750 Iteration 361Q: 24 clusters Score -5.544012e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23151 members Mstep: Class 3 contains 52377 members Mstep: Class 4 contains 65624 members Mstep: Class 5 contains 245432 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12860 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8757 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2030 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8166 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440104.000000 Penalty: 74233.218750 Iteration 362Q: 24 clusters Score -5.54401e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23151 members Mstep: Class 3 contains 52377 members Mstep: Class 4 contains 65624 members Mstep: Class 5 contains 245430 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12860 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8757 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2032 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8166 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440116.000000 Penalty: 74233.218750 Iteration 363Q: 24 clusters Score -5.544012e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23151 members Mstep: Class 3 contains 52377 members Mstep: Class 4 contains 65624 members Mstep: Class 5 contains 245430 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12860 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8757 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2032 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8166 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440112.000000 Penalty: 74233.218750 Iteration 364Q: 24 clusters Score -5.544011e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23151 members Mstep: Class 3 contains 52377 members Mstep: Class 4 contains 65624 members Mstep: Class 5 contains 245429 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12860 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8757 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2033 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8166 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440124.000000 Penalty: 74233.218750 Iteration 365Q: 24 clusters Score -5.544012e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23151 members Mstep: Class 3 contains 52377 members Mstep: Class 4 contains 65624 members Mstep: Class 5 contains 245429 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12860 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8757 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2033 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8166 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440124.000000 Penalty: 74233.218750 Iteration 366F: 24 clusters Score -5.544012e+07 nChanged 0 Entering ConstructFrom: Score: -55440124.000000 Penalty: 74233.218750 Entering ConstructFrom: Trying to split cluster 1 (4975 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Entering Unmasked Estep Score: -635366.625000 Penalty: 2111.020752 Iteration 0F: 2 clusters Score -635366.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -630916.500000 Penalty: 4222.041504 Iteration 0F: 3 clusters Score -630916.5 nChanged 1844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -631972.375000 Penalty: 4222.041504 Iteration 1F: 3 clusters Score -631972.4 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -632210.500000 Penalty: 4222.041504 Iteration 2F: 3 clusters Score -632210.5 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -632354.312500 Penalty: 4222.041504 Iteration 3F: 3 clusters Score -632354.3 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -632451.937500 Penalty: 4222.041504 Iteration 4Q: 3 clusters Score -632451.9 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -632541.500000 Penalty: 4222.041504 Iteration 5Q: 3 clusters Score -632541.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -632618.687500 Penalty: 4222.041504 Iteration 6Q: 3 clusters Score -632618.7 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -632699.687500 Penalty: 4222.041504 Iteration 7Q: 3 clusters Score -632699.7 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -632759.937500 Penalty: 4222.041504 Iteration 8Q: 3 clusters Score -632759.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -632818.000000 Penalty: 4222.041504 Iteration 9Q: 3 clusters Score -632818 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -632866.125000 Penalty: 4222.041504 Iteration 10Q: 3 clusters Score -632866.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -632919.375000 Penalty: 4222.041504 Iteration 11Q: 3 clusters Score -632919.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -632973.125000 Penalty: 4222.041504 Iteration 12Q: 3 clusters Score -632973.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -633025.312500 Penalty: 4222.041504 Iteration 13Q: 3 clusters Score -633025.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -633075.750000 Penalty: 4222.041504 Iteration 14Q: 3 clusters Score -633075.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -633113.187500 Penalty: 4222.041504 Iteration 15Q: 3 clusters Score -633113.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -633152.187500 Penalty: 4222.041504 Iteration 16Q: 3 clusters Score -633152.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -633196.625000 Penalty: 4222.041504 Iteration 17Q: 3 clusters Score -633196.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -633243.937500 Penalty: 4222.041504 Iteration 18Q: 3 clusters Score -633243.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -633292.062500 Penalty: 4222.041504 Iteration 19Q: 3 clusters Score -633292.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -633335.125000 Penalty: 4222.041504 Iteration 20F: 3 clusters Score -633335.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -633364.312500 Penalty: 4222.041504 Iteration 21Q: 3 clusters Score -633364.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -633393.562500 Penalty: 4222.041504 Iteration 22Q: 3 clusters Score -633393.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -633421.750000 Penalty: 4222.041504 Iteration 23Q: 3 clusters Score -633421.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -633460.937500 Penalty: 4222.041504 Iteration 24Q: 3 clusters Score -633460.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -633499.187500 Penalty: 4222.041504 Iteration 25Q: 3 clusters Score -633499.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -633517.187500 Penalty: 4222.041504 Iteration 26Q: 3 clusters Score -633517.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -633530.000000 Penalty: 4222.041504 Iteration 27Q: 3 clusters Score -633530 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -633543.625000 Penalty: 4222.041504 Iteration 28Q: 3 clusters Score -633543.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -633555.125000 Penalty: 4222.041504 Iteration 29Q: 3 clusters Score -633555.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -633567.187500 Penalty: 4222.041504 Iteration 30Q: 3 clusters Score -633567.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -633579.750000 Penalty: 4222.041504 Iteration 31Q: 3 clusters Score -633579.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -633585.000000 Penalty: 4222.041504 Iteration 32Q: 3 clusters Score -633585 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -633589.437500 Penalty: 4222.041504 Iteration 33Q: 3 clusters Score -633589.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -633591.375000 Penalty: 4222.041504 Iteration 34Q: 3 clusters Score -633591.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -633594.375000 Penalty: 4222.041504 Iteration 35Q: 3 clusters Score -633594.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -633598.375000 Penalty: 4222.041504 Iteration 36Q: 3 clusters Score -633598.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -633599.750000 Penalty: 4222.041504 Iteration 37Q: 3 clusters Score -633599.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -633601.125000 Penalty: 4222.041504 Iteration 38Q: 3 clusters Score -633601.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -633601.000000 Penalty: 4222.041504 Iteration 39Q: 3 clusters Score -633601 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -633603.250000 Penalty: 4222.041504 Iteration 40F: 3 clusters Score -633603.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -633603.875000 Penalty: 4222.041504 Iteration 41Q: 3 clusters Score -633603.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -633605.312500 Penalty: 4222.041504 Iteration 42Q: 3 clusters Score -633605.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -633608.875000 Penalty: 4222.041504 Iteration 43Q: 3 clusters Score -633608.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -633610.687500 Penalty: 4222.041504 Iteration 44Q: 3 clusters Score -633610.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -633610.187500 Penalty: 4222.041504 Iteration 45Q: 3 clusters Score -633610.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -633610.187500 Penalty: 4222.041504 Iteration 46F: 3 clusters Score -633610.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (23151 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23151 members Entering Unmasked Estep Score: -2900766.500000 Penalty: 2492.348633 Iteration 0F: 2 clusters Score -2900766 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11578 members Mstep: Class 2 contains 11573 members Entering Unmasked Estep Score: -2884663.750000 Penalty: 4984.697266 Iteration 0F: 3 clusters Score -2884664 nChanged 10289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11813 members Mstep: Class 2 contains 11338 members Entering Unmasked Estep Score: -2890147.750000 Penalty: 4984.697266 Iteration 1F: 3 clusters Score -2890148 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12004 members Mstep: Class 2 contains 11147 members Entering Unmasked Estep Score: -2890511.000000 Penalty: 4984.697266 Iteration 2Q: 3 clusters Score -2890511 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12257 members Mstep: Class 2 contains 10894 members Entering Unmasked Estep Score: -2890790.500000 Penalty: 4984.697266 Iteration 3Q: 3 clusters Score -2890790 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12574 members Mstep: Class 2 contains 10577 members Entering Unmasked Estep Score: -2891038.250000 Penalty: 4984.697266 Iteration 4Q: 3 clusters Score -2891038 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13025 members Mstep: Class 2 contains 10126 members Entering Unmasked Estep Score: -2891325.500000 Penalty: 4984.697266 Iteration 5Q: 3 clusters Score -2891326 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13610 members Mstep: Class 2 contains 9541 members Entering Unmasked Estep Score: -2891651.750000 Penalty: 4984.697266 Iteration 6Q: 3 clusters Score -2891652 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14351 members Mstep: Class 2 contains 8800 members Entering Unmasked Estep Score: -2892017.000000 Penalty: 4984.697266 Iteration 7Q: 3 clusters Score -2892017 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15206 members Mstep: Class 2 contains 7945 members Entering Unmasked Estep Score: -2892458.500000 Penalty: 4984.697266 Iteration 8Q: 3 clusters Score -2892458 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16279 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -2893118.500000 Penalty: 4984.697266 Iteration 9Q: 3 clusters Score -2893118 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17511 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -2893974.500000 Penalty: 4984.697266 Iteration 10F: 3 clusters Score -2893974 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18833 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -2895029.750000 Penalty: 4984.697266 Iteration 11F: 3 clusters Score -2895030 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20129 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -2896115.750000 Penalty: 4984.697266 Iteration 12F: 3 clusters Score -2896116 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21180 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -2897078.250000 Penalty: 4984.697266 Iteration 13Q: 3 clusters Score -2897078 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21868 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -2897730.500000 Penalty: 4984.697266 Iteration 14Q: 3 clusters Score -2897730 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22233 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -2898078.750000 Penalty: 4984.697266 Iteration 15Q: 3 clusters Score -2898079 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22441 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -2898298.250000 Penalty: 4984.697266 Iteration 16Q: 3 clusters Score -2898298 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22543 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -2898414.750000 Penalty: 4984.697266 Iteration 17Q: 3 clusters Score -2898415 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22606 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -2898486.250000 Penalty: 4984.697266 Iteration 18Q: 3 clusters Score -2898486 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22640 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -2898531.250000 Penalty: 4984.697266 Iteration 19Q: 3 clusters Score -2898531 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22664 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -2898568.750000 Penalty: 4984.697266 Iteration 20F: 3 clusters Score -2898569 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22675 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -2898586.000000 Penalty: 4984.697266 Iteration 21Q: 3 clusters Score -2898586 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22687 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -2898602.250000 Penalty: 4984.697266 Iteration 22Q: 3 clusters Score -2898602 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22702 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -2898624.750000 Penalty: 4984.697266 Iteration 23Q: 3 clusters Score -2898625 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22714 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -2898637.250000 Penalty: 4984.697266 Iteration 24Q: 3 clusters Score -2898637 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22721 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -2898641.750000 Penalty: 4984.697266 Iteration 25Q: 3 clusters Score -2898642 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22722 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -2898642.750000 Penalty: 4984.697266 Iteration 26Q: 3 clusters Score -2898643 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22724 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -2898649.000000 Penalty: 4984.697266 Iteration 27Q: 3 clusters Score -2898649 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22726 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -2898647.750000 Penalty: 4984.697266 Iteration 28Q: 3 clusters Score -2898648 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22731 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -2898654.750000 Penalty: 4984.697266 Iteration 29Q: 3 clusters Score -2898655 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22737 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -2898657.500000 Penalty: 4984.697266 Iteration 30Q: 3 clusters Score -2898658 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22741 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -2898665.500000 Penalty: 4984.697266 Iteration 31Q: 3 clusters Score -2898666 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22747 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -2898663.750000 Penalty: 4984.697266 Iteration 32Q: 3 clusters Score -2898664 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22750 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -2898666.250000 Penalty: 4984.697266 Iteration 33Q: 3 clusters Score -2898666 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22751 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -2898667.250000 Penalty: 4984.697266 Iteration 34Q: 3 clusters Score -2898667 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22751 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -2898667.250000 Penalty: 4984.697266 Iteration 35F: 3 clusters Score -2898667 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (52377 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52377 members Entering Unmasked Estep Score: -6690842.000000 Penalty: 2694.823242 Iteration 0F: 2 clusters Score -6690842 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26129 members Mstep: Class 2 contains 26248 members Entering Unmasked Estep Score: -6655598.500000 Penalty: 5389.646484 Iteration 0F: 3 clusters Score -6655598 nChanged 24307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25652 members Mstep: Class 2 contains 26725 members Entering Unmasked Estep Score: -6669013.000000 Penalty: 5389.646484 Iteration 1F: 3 clusters Score -6669013 nChanged 1985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25237 members Mstep: Class 2 contains 27140 members Entering Unmasked Estep Score: -6669465.000000 Penalty: 5389.646484 Iteration 2Q: 3 clusters Score -6669465 nChanged 1778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24623 members Mstep: Class 2 contains 27754 members Entering Unmasked Estep Score: -6669939.000000 Penalty: 5389.646484 Iteration 3Q: 3 clusters Score -6669939 nChanged 1815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23734 members Mstep: Class 2 contains 28643 members Entering Unmasked Estep Score: -6670388.500000 Penalty: 5389.646484 Iteration 4Q: 3 clusters Score -6670388 nChanged 1966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22450 members Mstep: Class 2 contains 29927 members Entering Unmasked Estep Score: -6671063.500000 Penalty: 5389.646484 Iteration 5Q: 3 clusters Score -6671064 nChanged 2251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20669 members Mstep: Class 2 contains 31708 members Entering Unmasked Estep Score: -6671962.000000 Penalty: 5389.646484 Iteration 6Q: 3 clusters Score -6671962 nChanged 2731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18280 members Mstep: Class 2 contains 34097 members Entering Unmasked Estep Score: -6673379.000000 Penalty: 5389.646484 Iteration 7F: 3 clusters Score -6673379 nChanged 3384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15142 members Mstep: Class 2 contains 37235 members Entering Unmasked Estep Score: -6675599.500000 Penalty: 5389.646484 Iteration 8F: 3 clusters Score -6675600 nChanged 3889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11387 members Mstep: Class 2 contains 40990 members Entering Unmasked Estep Score: -6678701.000000 Penalty: 5389.646484 Iteration 9F: 3 clusters Score -6678701 nChanged 3878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7621 members Mstep: Class 2 contains 44756 members Entering Unmasked Estep Score: -6682215.500000 Penalty: 5389.646484 Iteration 10F: 3 clusters Score -6682216 nChanged 3173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 47835 members Entering Unmasked Estep Score: -6685248.500000 Penalty: 5389.646484 Iteration 11F: 3 clusters Score -6685248 nChanged 2054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 49783 members Entering Unmasked Estep Score: -6687079.000000 Penalty: 5389.646484 Iteration 12Q: 3 clusters Score -6687079 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 50734 members Entering Unmasked Estep Score: -6687921.500000 Penalty: 5389.646484 Iteration 13Q: 3 clusters Score -6687922 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 51198 members Entering Unmasked Estep Score: -6688306.500000 Penalty: 5389.646484 Iteration 14Q: 3 clusters Score -6688306 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 51421 members Entering Unmasked Estep Score: -6688486.000000 Penalty: 5389.646484 Iteration 15Q: 3 clusters Score -6688486 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 51531 members Entering Unmasked Estep Score: -6688600.000000 Penalty: 5389.646484 Iteration 16Q: 3 clusters Score -6688600 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 51583 members Entering Unmasked Estep Score: -6688657.000000 Penalty: 5389.646484 Iteration 17Q: 3 clusters Score -6688657 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 51615 members Entering Unmasked Estep Score: -6688694.000000 Penalty: 5389.646484 Iteration 18Q: 3 clusters Score -6688694 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 51629 members Entering Unmasked Estep Score: -6688727.000000 Penalty: 5389.646484 Iteration 19Q: 3 clusters Score -6688727 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 51641 members Entering Unmasked Estep Score: -6688760.500000 Penalty: 5389.646484 Iteration 20F: 3 clusters Score -6688760 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 51646 members Entering Unmasked Estep Score: -6688769.500000 Penalty: 5389.646484 Iteration 21Q: 3 clusters Score -6688770 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 51647 members Entering Unmasked Estep Score: -6688786.500000 Penalty: 5389.646484 Iteration 22Q: 3 clusters Score -6688786 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 51646 members Entering Unmasked Estep Score: -6688790.500000 Penalty: 5389.646484 Iteration 23Q: 3 clusters Score -6688790 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 51644 members Entering Unmasked Estep Score: -6688801.000000 Penalty: 5389.646484 Iteration 24Q: 3 clusters Score -6688801 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 51646 members Entering Unmasked Estep Score: -6688797.000000 Penalty: 5389.646484 Iteration 25Q: 3 clusters Score -6688797 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 51649 members Entering Unmasked Estep Score: -6688806.000000 Penalty: 5389.646484 Iteration 26Q: 3 clusters Score -6688806 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 51649 members Entering Unmasked Estep Score: -6688816.000000 Penalty: 5389.646484 Iteration 27Q: 3 clusters Score -6688816 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 51651 members Entering Unmasked Estep Score: -6688813.000000 Penalty: 5389.646484 Iteration 28Q: 3 clusters Score -6688813 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 51655 members Entering Unmasked Estep Score: -6688831.500000 Penalty: 5389.646484 Iteration 29Q: 3 clusters Score -6688832 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 51658 members Entering Unmasked Estep Score: -6688834.000000 Penalty: 5389.646484 Iteration 30Q: 3 clusters Score -6688834 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 51665 members Entering Unmasked Estep Score: -6688854.000000 Penalty: 5389.646484 Iteration 31Q: 3 clusters Score -6688854 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 51680 members Entering Unmasked Estep Score: -6688888.500000 Penalty: 5389.646484 Iteration 32Q: 3 clusters Score -6688888 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 51691 members Entering Unmasked Estep Score: -6688921.500000 Penalty: 5389.646484 Iteration 33Q: 3 clusters Score -6688922 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 51686 members Entering Unmasked Estep Score: -6688956.500000 Penalty: 5389.646484 Iteration 34Q: 3 clusters Score -6688956 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 51682 members Entering Unmasked Estep Score: -6688986.000000 Penalty: 5389.646484 Iteration 35Q: 3 clusters Score -6688986 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 51671 members Entering Unmasked Estep Score: -6689036.500000 Penalty: 5389.646484 Iteration 36Q: 3 clusters Score -6689036 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 51652 members Entering Unmasked Estep Score: -6689062.000000 Penalty: 5389.646484 Iteration 37Q: 3 clusters Score -6689062 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 51633 members Entering Unmasked Estep Score: -6689104.000000 Penalty: 5389.646484 Iteration 38Q: 3 clusters Score -6689104 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 51615 members Entering Unmasked Estep Score: -6689179.500000 Penalty: 5389.646484 Iteration 39Q: 3 clusters Score -6689180 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 51589 members Entering Unmasked Estep Score: -6689254.000000 Penalty: 5389.646484 Iteration 40F: 3 clusters Score -6689254 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 51562 members Entering Unmasked Estep Score: -6689363.500000 Penalty: 5389.646484 Iteration 41Q: 3 clusters Score -6689364 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 51512 members Entering Unmasked Estep Score: -6689474.000000 Penalty: 5389.646484 Iteration 42Q: 3 clusters Score -6689474 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 51456 members Entering Unmasked Estep Score: -6689540.500000 Penalty: 5389.646484 Iteration 43Q: 3 clusters Score -6689540 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 51396 members Entering Unmasked Estep Score: -6689632.500000 Penalty: 5389.646484 Iteration 44Q: 3 clusters Score -6689632 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 51337 members Entering Unmasked Estep Score: -6689694.000000 Penalty: 5389.646484 Iteration 45Q: 3 clusters Score -6689694 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 51290 members Entering Unmasked Estep Score: -6689726.500000 Penalty: 5389.646484 Iteration 46Q: 3 clusters Score -6689726 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 51251 members Entering Unmasked Estep Score: -6689747.500000 Penalty: 5389.646484 Iteration 47Q: 3 clusters Score -6689748 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 51212 members Entering Unmasked Estep Score: -6689761.500000 Penalty: 5389.646484 Iteration 48Q: 3 clusters Score -6689762 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 51175 members Entering Unmasked Estep Score: -6689786.500000 Penalty: 5389.646484 Iteration 49Q: 3 clusters Score -6689786 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 51149 members Entering Unmasked Estep Score: -6689800.500000 Penalty: 5389.646484 Iteration 50Q: 3 clusters Score -6689800 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 51128 members Entering Unmasked Estep Score: -6689784.500000 Penalty: 5389.646484 Iteration 51Q: 3 clusters Score -6689784 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 51114 members Entering Unmasked Estep Score: -6689800.000000 Penalty: 5389.646484 Iteration 52Q: 3 clusters Score -6689800 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 51101 members Entering Unmasked Estep Score: -6689800.000000 Penalty: 5389.646484 Iteration 53Q: 3 clusters Score -6689800 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 51089 members Entering Unmasked Estep Score: -6689813.000000 Penalty: 5389.646484 Iteration 54Q: 3 clusters Score -6689813 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 51078 members Entering Unmasked Estep Score: -6689804.000000 Penalty: 5389.646484 Iteration 55Q: 3 clusters Score -6689804 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 51072 members Entering Unmasked Estep Score: -6689811.000000 Penalty: 5389.646484 Iteration 56Q: 3 clusters Score -6689811 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 51068 members Entering Unmasked Estep Score: -6689800.500000 Penalty: 5389.646484 Iteration 57Q: 3 clusters Score -6689800 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 51065 members Entering Unmasked Estep Score: -6689801.500000 Penalty: 5389.646484 Iteration 58Q: 3 clusters Score -6689802 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 51062 members Entering Unmasked Estep Score: -6689804.000000 Penalty: 5389.646484 Iteration 59Q: 3 clusters Score -6689804 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 51060 members Entering Unmasked Estep Score: -6689807.000000 Penalty: 5389.646484 Iteration 60F: 3 clusters Score -6689807 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 51056 members Entering Unmasked Estep Score: -6689803.500000 Penalty: 5389.646484 Iteration 61Q: 3 clusters Score -6689804 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 51055 members Entering Unmasked Estep Score: -6689806.500000 Penalty: 5389.646484 Iteration 62Q: 3 clusters Score -6689806 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 51052 members Entering Unmasked Estep Score: -6689804.500000 Penalty: 5389.646484 Iteration 63Q: 3 clusters Score -6689804 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 51050 members Entering Unmasked Estep Score: -6689806.500000 Penalty: 5389.646484 Iteration 64Q: 3 clusters Score -6689806 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 51050 members Entering Unmasked Estep Score: -6689806.500000 Penalty: 5389.646484 Iteration 65F: 3 clusters Score -6689806 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (65624 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65624 members Entering Unmasked Estep Score: -8255388.500000 Penalty: 2750.740723 Iteration 0F: 2 clusters Score -8255388 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32806 members Mstep: Class 2 contains 32818 members Entering Unmasked Estep Score: -8211226.000000 Penalty: 5501.481445 Iteration 0F: 3 clusters Score -8211226 nChanged 30658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32954 members Mstep: Class 2 contains 32670 members Entering Unmasked Estep Score: -8228650.000000 Penalty: 5501.481445 Iteration 1F: 3 clusters Score -8228650 nChanged 2498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32998 members Mstep: Class 2 contains 32626 members Entering Unmasked Estep Score: -8229388.000000 Penalty: 5501.481445 Iteration 2Q: 3 clusters Score -8229388 nChanged 2499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33165 members Mstep: Class 2 contains 32459 members Entering Unmasked Estep Score: -8230242.500000 Penalty: 5501.481445 Iteration 3Q: 3 clusters Score -8230242 nChanged 2663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33426 members Mstep: Class 2 contains 32198 members Entering Unmasked Estep Score: -8231395.500000 Penalty: 5501.481445 Iteration 4Q: 3 clusters Score -8231396 nChanged 2991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34003 members Mstep: Class 2 contains 31621 members Entering Unmasked Estep Score: -8232931.000000 Penalty: 5501.481445 Iteration 5Q: 3 clusters Score -8232931 nChanged 3555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35092 members Mstep: Class 2 contains 30532 members Entering Unmasked Estep Score: -8235044.000000 Penalty: 5501.481445 Iteration 6F: 3 clusters Score -8235044 nChanged 4040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36812 members Mstep: Class 2 contains 28812 members Entering Unmasked Estep Score: -8237593.000000 Penalty: 5501.481445 Iteration 7F: 3 clusters Score -8237593 nChanged 4249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39011 members Mstep: Class 2 contains 26613 members Entering Unmasked Estep Score: -8240464.000000 Penalty: 5501.481445 Iteration 8F: 3 clusters Score -8240464 nChanged 4060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41441 members Mstep: Class 2 contains 24183 members Entering Unmasked Estep Score: -8243226.500000 Penalty: 5501.481445 Iteration 9F: 3 clusters Score -8243226 nChanged 3492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43793 members Mstep: Class 2 contains 21831 members Entering Unmasked Estep Score: -8245603.000000 Penalty: 5501.481445 Iteration 10F: 3 clusters Score -8245603 nChanged 2788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45891 members Mstep: Class 2 contains 19733 members Entering Unmasked Estep Score: -8247483.500000 Penalty: 5501.481445 Iteration 11Q: 3 clusters Score -8247484 nChanged 2254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47885 members Mstep: Class 2 contains 17739 members Entering Unmasked Estep Score: -8249044.000000 Penalty: 5501.481445 Iteration 12Q: 3 clusters Score -8249044 nChanged 1912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49685 members Mstep: Class 2 contains 15939 members Entering Unmasked Estep Score: -8250374.500000 Penalty: 5501.481445 Iteration 13Q: 3 clusters Score -8250374 nChanged 1539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51168 members Mstep: Class 2 contains 14456 members Entering Unmasked Estep Score: -8251302.000000 Penalty: 5501.481445 Iteration 14Q: 3 clusters Score -8251302 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52432 members Mstep: Class 2 contains 13192 members Entering Unmasked Estep Score: -8251994.000000 Penalty: 5501.481445 Iteration 15Q: 3 clusters Score -8251994 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53503 members Mstep: Class 2 contains 12121 members Entering Unmasked Estep Score: -8252500.000000 Penalty: 5501.481445 Iteration 16Q: 3 clusters Score -8252500 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54371 members Mstep: Class 2 contains 11253 members Entering Unmasked Estep Score: -8252907.500000 Penalty: 5501.481445 Iteration 17Q: 3 clusters Score -8252908 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55077 members Mstep: Class 2 contains 10547 members Entering Unmasked Estep Score: -8253185.500000 Penalty: 5501.481445 Iteration 18Q: 3 clusters Score -8253186 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55649 members Mstep: Class 2 contains 9975 members Entering Unmasked Estep Score: -8253364.000000 Penalty: 5501.481445 Iteration 19Q: 3 clusters Score -8253364 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56146 members Mstep: Class 2 contains 9478 members Entering Unmasked Estep Score: -8253482.500000 Penalty: 5501.481445 Iteration 20F: 3 clusters Score -8253482 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56575 members Mstep: Class 2 contains 9049 members Entering Unmasked Estep Score: -8253593.000000 Penalty: 5501.481445 Iteration 21Q: 3 clusters Score -8253593 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56964 members Mstep: Class 2 contains 8660 members Entering Unmasked Estep Score: -8253675.500000 Penalty: 5501.481445 Iteration 22Q: 3 clusters Score -8253676 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57339 members Mstep: Class 2 contains 8285 members Entering Unmasked Estep Score: -8253761.500000 Penalty: 5501.481445 Iteration 23Q: 3 clusters Score -8253762 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57673 members Mstep: Class 2 contains 7951 members Entering Unmasked Estep Score: -8253862.500000 Penalty: 5501.481445 Iteration 24Q: 3 clusters Score -8253862 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57964 members Mstep: Class 2 contains 7660 members Entering Unmasked Estep Score: -8253938.500000 Penalty: 5501.481445 Iteration 25Q: 3 clusters Score -8253938 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58184 members Mstep: Class 2 contains 7440 members Entering Unmasked Estep Score: -8253953.000000 Penalty: 5501.481445 Iteration 26Q: 3 clusters Score -8253953 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58374 members Mstep: Class 2 contains 7250 members Entering Unmasked Estep Score: -8253994.500000 Penalty: 5501.481445 Iteration 27Q: 3 clusters Score -8253994 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58531 members Mstep: Class 2 contains 7093 members Entering Unmasked Estep Score: -8254026.000000 Penalty: 5501.481445 Iteration 28Q: 3 clusters Score -8254026 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58663 members Mstep: Class 2 contains 6961 members Entering Unmasked Estep Score: -8254051.000000 Penalty: 5501.481445 Iteration 29Q: 3 clusters Score -8254051 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58778 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -8254091.000000 Penalty: 5501.481445 Iteration 30Q: 3 clusters Score -8254091 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58877 members Mstep: Class 2 contains 6747 members Entering Unmasked Estep Score: -8254086.500000 Penalty: 5501.481445 Iteration 31Q: 3 clusters Score -8254086 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58954 members Mstep: Class 2 contains 6670 members Entering Unmasked Estep Score: -8254104.500000 Penalty: 5501.481445 Iteration 32Q: 3 clusters Score -8254104 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59024 members Mstep: Class 2 contains 6600 members Entering Unmasked Estep Score: -8254118.000000 Penalty: 5501.481445 Iteration 33Q: 3 clusters Score -8254118 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59080 members Mstep: Class 2 contains 6544 members Entering Unmasked Estep Score: -8254124.000000 Penalty: 5501.481445 Iteration 34Q: 3 clusters Score -8254124 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59138 members Mstep: Class 2 contains 6486 members Entering Unmasked Estep Score: -8254121.000000 Penalty: 5501.481445 Iteration 35Q: 3 clusters Score -8254121 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59196 members Mstep: Class 2 contains 6428 members Entering Unmasked Estep Score: -8254113.000000 Penalty: 5501.481445 Iteration 36Q: 3 clusters Score -8254113 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59252 members Mstep: Class 2 contains 6372 members Entering Unmasked Estep Score: -8254136.000000 Penalty: 5501.481445 Iteration 37Q: 3 clusters Score -8254136 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59297 members Mstep: Class 2 contains 6327 members Entering Unmasked Estep Score: -8254133.000000 Penalty: 5501.481445 Iteration 38Q: 3 clusters Score -8254133 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59333 members Mstep: Class 2 contains 6291 members Entering Unmasked Estep Score: -8254130.000000 Penalty: 5501.481445 Iteration 39Q: 3 clusters Score -8254130 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59360 members Mstep: Class 2 contains 6264 members Entering Unmasked Estep Score: -8254141.500000 Penalty: 5501.481445 Iteration 40F: 3 clusters Score -8254142 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59390 members Mstep: Class 2 contains 6234 members Entering Unmasked Estep Score: -8254159.000000 Penalty: 5501.481445 Iteration 41Q: 3 clusters Score -8254159 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59427 members Mstep: Class 2 contains 6197 members Entering Unmasked Estep Score: -8254165.500000 Penalty: 5501.481445 Iteration 42Q: 3 clusters Score -8254166 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59456 members Mstep: Class 2 contains 6168 members Entering Unmasked Estep Score: -8254167.500000 Penalty: 5501.481445 Iteration 43Q: 3 clusters Score -8254168 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59485 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -8254179.500000 Penalty: 5501.481445 Iteration 44Q: 3 clusters Score -8254180 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59519 members Mstep: Class 2 contains 6105 members Entering Unmasked Estep Score: -8254178.000000 Penalty: 5501.481445 Iteration 45Q: 3 clusters Score -8254178 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59549 members Mstep: Class 2 contains 6075 members Entering Unmasked Estep Score: -8254179.000000 Penalty: 5501.481445 Iteration 46Q: 3 clusters Score -8254179 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59579 members Mstep: Class 2 contains 6045 members Entering Unmasked Estep Score: -8254177.500000 Penalty: 5501.481445 Iteration 47Q: 3 clusters Score -8254178 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59614 members Mstep: Class 2 contains 6010 members Entering Unmasked Estep Score: -8254194.000000 Penalty: 5501.481445 Iteration 48Q: 3 clusters Score -8254194 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59657 members Mstep: Class 2 contains 5967 members Entering Unmasked Estep Score: -8254192.000000 Penalty: 5501.481445 Iteration 49Q: 3 clusters Score -8254192 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59698 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep Score: -8254203.500000 Penalty: 5501.481445 Iteration 50Q: 3 clusters Score -8254204 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59743 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -8254210.000000 Penalty: 5501.481445 Iteration 51Q: 3 clusters Score -8254210 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59779 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -8254223.000000 Penalty: 5501.481445 Iteration 52Q: 3 clusters Score -8254223 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59816 members Mstep: Class 2 contains 5808 members Entering Unmasked Estep Score: -8254213.500000 Penalty: 5501.481445 Iteration 53Q: 3 clusters Score -8254214 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59842 members Mstep: Class 2 contains 5782 members Entering Unmasked Estep Score: -8254215.000000 Penalty: 5501.481445 Iteration 54Q: 3 clusters Score -8254215 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59865 members Mstep: Class 2 contains 5759 members Entering Unmasked Estep Score: -8254217.000000 Penalty: 5501.481445 Iteration 55Q: 3 clusters Score -8254217 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59882 members Mstep: Class 2 contains 5742 members Entering Unmasked Estep Score: -8254212.500000 Penalty: 5501.481445 Iteration 56Q: 3 clusters Score -8254212 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59894 members Mstep: Class 2 contains 5730 members Entering Unmasked Estep Score: -8254218.000000 Penalty: 5501.481445 Iteration 57Q: 3 clusters Score -8254218 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59907 members Mstep: Class 2 contains 5717 members Entering Unmasked Estep Score: -8254226.000000 Penalty: 5501.481445 Iteration 58Q: 3 clusters Score -8254226 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59911 members Mstep: Class 2 contains 5713 members Entering Unmasked Estep Score: -8254222.500000 Penalty: 5501.481445 Iteration 59Q: 3 clusters Score -8254222 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59917 members Mstep: Class 2 contains 5707 members Entering Unmasked Estep Score: -8254219.500000 Penalty: 5501.481445 Iteration 60F: 3 clusters Score -8254220 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59925 members Mstep: Class 2 contains 5699 members Entering Unmasked Estep Score: -8254214.500000 Penalty: 5501.481445 Iteration 61Q: 3 clusters Score -8254214 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59938 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -8254213.000000 Penalty: 5501.481445 Iteration 62Q: 3 clusters Score -8254213 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59942 members Mstep: Class 2 contains 5682 members Entering Unmasked Estep Score: -8254210.000000 Penalty: 5501.481445 Iteration 63Q: 3 clusters Score -8254210 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59945 members Mstep: Class 2 contains 5679 members Entering Unmasked Estep Score: -8254211.500000 Penalty: 5501.481445 Iteration 64Q: 3 clusters Score -8254212 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59948 members Mstep: Class 2 contains 5676 members Entering Unmasked Estep Score: -8254207.000000 Penalty: 5501.481445 Iteration 65Q: 3 clusters Score -8254207 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59950 members Mstep: Class 2 contains 5674 members Entering Unmasked Estep Score: -8254206.000000 Penalty: 5501.481445 Iteration 66Q: 3 clusters Score -8254206 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59955 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -8254206.500000 Penalty: 5501.481445 Iteration 67Q: 3 clusters Score -8254206 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59958 members Mstep: Class 2 contains 5666 members Entering Unmasked Estep Score: -8254205.000000 Penalty: 5501.481445 Iteration 68Q: 3 clusters Score -8254205 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59962 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -8254210.500000 Penalty: 5501.481445 Iteration 69Q: 3 clusters Score -8254210 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59965 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -8254205.500000 Penalty: 5501.481445 Iteration 70Q: 3 clusters Score -8254206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59967 members Mstep: Class 2 contains 5657 members Entering Unmasked Estep Score: -8254206.000000 Penalty: 5501.481445 Iteration 71Q: 3 clusters Score -8254206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59969 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -8254207.500000 Penalty: 5501.481445 Iteration 72Q: 3 clusters Score -8254208 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59970 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -8254206.500000 Penalty: 5501.481445 Iteration 73Q: 3 clusters Score -8254206 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59973 members Mstep: Class 2 contains 5651 members Entering Unmasked Estep Score: -8254213.000000 Penalty: 5501.481445 Iteration 74Q: 3 clusters Score -8254213 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59974 members Mstep: Class 2 contains 5650 members Entering Unmasked Estep Score: -8254211.500000 Penalty: 5501.481445 Iteration 75Q: 3 clusters Score -8254212 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59977 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -8254211.000000 Penalty: 5501.481445 Iteration 76Q: 3 clusters Score -8254211 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59978 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -8254207.000000 Penalty: 5501.481445 Iteration 77Q: 3 clusters Score -8254207 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59980 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -8254202.500000 Penalty: 5501.481445 Iteration 78Q: 3 clusters Score -8254202 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59983 members Mstep: Class 2 contains 5641 members Entering Unmasked Estep Score: -8254202.000000 Penalty: 5501.481445 Iteration 79Q: 3 clusters Score -8254202 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59987 members Mstep: Class 2 contains 5637 members Entering Unmasked Estep Score: -8254198.000000 Penalty: 5501.481445 Iteration 80F: 3 clusters Score -8254198 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59990 members Mstep: Class 2 contains 5634 members Entering Unmasked Estep Score: -8254196.000000 Penalty: 5501.481445 Iteration 81Q: 3 clusters Score -8254196 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59993 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -8254201.000000 Penalty: 5501.481445 Iteration 82Q: 3 clusters Score -8254201 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59999 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -8254209.000000 Penalty: 5501.481445 Iteration 83Q: 3 clusters Score -8254209 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60007 members Mstep: Class 2 contains 5617 members Entering Unmasked Estep Score: -8254210.000000 Penalty: 5501.481445 Iteration 84Q: 3 clusters Score -8254210 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60010 members Mstep: Class 2 contains 5614 members Entering Unmasked Estep Score: -8254209.500000 Penalty: 5501.481445 Iteration 85Q: 3 clusters Score -8254210 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60014 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -8254207.000000 Penalty: 5501.481445 Iteration 86Q: 3 clusters Score -8254207 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60016 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -8254210.000000 Penalty: 5501.481445 Iteration 87Q: 3 clusters Score -8254210 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60017 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -8254208.500000 Penalty: 5501.481445 Iteration 88Q: 3 clusters Score -8254208 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60019 members Mstep: Class 2 contains 5605 members Entering Unmasked Estep Score: -8254207.000000 Penalty: 5501.481445 Iteration 89Q: 3 clusters Score -8254207 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60023 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -8254210.000000 Penalty: 5501.481445 Iteration 90Q: 3 clusters Score -8254210 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60029 members Mstep: Class 2 contains 5595 members Entering Unmasked Estep Score: -8254212.500000 Penalty: 5501.481445 Iteration 91Q: 3 clusters Score -8254212 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60032 members Mstep: Class 2 contains 5592 members Entering Unmasked Estep Score: -8254211.500000 Penalty: 5501.481445 Iteration 92Q: 3 clusters Score -8254212 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60037 members Mstep: Class 2 contains 5587 members Entering Unmasked Estep Score: -8254219.500000 Penalty: 5501.481445 Iteration 93Q: 3 clusters Score -8254220 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60040 members Mstep: Class 2 contains 5584 members Entering Unmasked Estep Score: -8254214.500000 Penalty: 5501.481445 Iteration 94Q: 3 clusters Score -8254214 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60043 members Mstep: Class 2 contains 5581 members Entering Unmasked Estep Score: -8254222.500000 Penalty: 5501.481445 Iteration 95Q: 3 clusters Score -8254222 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60046 members Mstep: Class 2 contains 5578 members Entering Unmasked Estep Score: -8254221.000000 Penalty: 5501.481445 Iteration 96Q: 3 clusters Score -8254221 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60049 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -8254216.500000 Penalty: 5501.481445 Iteration 97Q: 3 clusters Score -8254216 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60053 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -8254213.500000 Penalty: 5501.481445 Iteration 98Q: 3 clusters Score -8254214 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60057 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -8254214.000000 Penalty: 5501.481445 Iteration 99Q: 3 clusters Score -8254214 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60061 members Mstep: Class 2 contains 5563 members Entering Unmasked Estep Score: -8254211.500000 Penalty: 5501.481445 Iteration 100F: 3 clusters Score -8254212 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60065 members Mstep: Class 2 contains 5559 members Entering Unmasked Estep Score: -8254210.500000 Penalty: 5501.481445 Iteration 101Q: 3 clusters Score -8254210 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60070 members Mstep: Class 2 contains 5554 members Entering Unmasked Estep Score: -8254209.500000 Penalty: 5501.481445 Iteration 102Q: 3 clusters Score -8254210 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60072 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -8254210.000000 Penalty: 5501.481445 Iteration 103Q: 3 clusters Score -8254210 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60077 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -8254206.000000 Penalty: 5501.481445 Iteration 104Q: 3 clusters Score -8254206 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60082 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -8254204.500000 Penalty: 5501.481445 Iteration 105Q: 3 clusters Score -8254204 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60089 members Mstep: Class 2 contains 5535 members Entering Unmasked Estep Score: -8254199.500000 Penalty: 5501.481445 Iteration 106Q: 3 clusters Score -8254200 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60097 members Mstep: Class 2 contains 5527 members Entering Unmasked Estep Score: -8254204.000000 Penalty: 5501.481445 Iteration 107Q: 3 clusters Score -8254204 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60103 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -8254207.500000 Penalty: 5501.481445 Iteration 108Q: 3 clusters Score -8254208 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60106 members Mstep: Class 2 contains 5518 members Entering Unmasked Estep Score: -8254208.500000 Penalty: 5501.481445 Iteration 109Q: 3 clusters Score -8254208 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60109 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -8254211.000000 Penalty: 5501.481445 Iteration 110Q: 3 clusters Score -8254211 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60115 members Mstep: Class 2 contains 5509 members Entering Unmasked Estep Score: -8254218.000000 Penalty: 5501.481445 Iteration 111Q: 3 clusters Score -8254218 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60120 members Mstep: Class 2 contains 5504 members Entering Unmasked Estep Score: -8254218.500000 Penalty: 5501.481445 Iteration 112Q: 3 clusters Score -8254218 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60123 members Mstep: Class 2 contains 5501 members Entering Unmasked Estep Score: -8254222.500000 Penalty: 5501.481445 Iteration 113Q: 3 clusters Score -8254222 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60126 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -8254218.500000 Penalty: 5501.481445 Iteration 114Q: 3 clusters Score -8254218 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60131 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -8254214.000000 Penalty: 5501.481445 Iteration 115Q: 3 clusters Score -8254214 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60133 members Mstep: Class 2 contains 5491 members Entering Unmasked Estep Score: -8254216.500000 Penalty: 5501.481445 Iteration 116Q: 3 clusters Score -8254216 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60136 members Mstep: Class 2 contains 5488 members Entering Unmasked Estep Score: -8254224.000000 Penalty: 5501.481445 Iteration 117Q: 3 clusters Score -8254224 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60138 members Mstep: Class 2 contains 5486 members Entering Unmasked Estep Score: -8254221.000000 Penalty: 5501.481445 Iteration 118Q: 3 clusters Score -8254221 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60141 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -8254220.500000 Penalty: 5501.481445 Iteration 119Q: 3 clusters Score -8254220 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60143 members Mstep: Class 2 contains 5481 members Entering Unmasked Estep Score: -8254217.500000 Penalty: 5501.481445 Iteration 120F: 3 clusters Score -8254218 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60146 members Mstep: Class 2 contains 5478 members Entering Unmasked Estep Score: -8254215.500000 Penalty: 5501.481445 Iteration 121Q: 3 clusters Score -8254216 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60150 members Mstep: Class 2 contains 5474 members Entering Unmasked Estep Score: -8254212.000000 Penalty: 5501.481445 Iteration 122Q: 3 clusters Score -8254212 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60151 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -8254212.000000 Penalty: 5501.481445 Iteration 123Q: 3 clusters Score -8254212 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60152 members Mstep: Class 2 contains 5472 members Entering Unmasked Estep Score: -8254212.000000 Penalty: 5501.481445 Iteration 124Q: 3 clusters Score -8254212 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60154 members Mstep: Class 2 contains 5470 members Entering Unmasked Estep Score: -8254211.500000 Penalty: 5501.481445 Iteration 125Q: 3 clusters Score -8254212 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60154 members Mstep: Class 2 contains 5470 members Entering Unmasked Estep Score: -8254211.500000 Penalty: 5501.481445 Iteration 126F: 3 clusters Score -8254212 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (245429 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245429 members Entering Unmasked Estep Score: -30620694.000000 Penalty: 3077.869141 Iteration 0F: 2 clusters Score -3.062069e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122686 members Mstep: Class 2 contains 122743 members Entering Unmasked Estep Score: -30464054.000000 Penalty: 6155.738281 Iteration 0F: 3 clusters Score -3.046405e+07 nChanged 118587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120351 members Mstep: Class 2 contains 125078 members Entering Unmasked Estep Score: -30534340.000000 Penalty: 6155.738281 Iteration 1F: 3 clusters Score -3.053434e+07 nChanged 7725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119410 members Mstep: Class 2 contains 126019 members Entering Unmasked Estep Score: -30536408.000000 Penalty: 6155.738281 Iteration 2Q: 3 clusters Score -3.053641e+07 nChanged 9159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118157 members Mstep: Class 2 contains 127272 members Entering Unmasked Estep Score: -30539496.000000 Penalty: 6155.738281 Iteration 3Q: 3 clusters Score -3.05395e+07 nChanged 10629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116366 members Mstep: Class 2 contains 129063 members Entering Unmasked Estep Score: -30544112.000000 Penalty: 6155.738281 Iteration 4Q: 3 clusters Score -3.054411e+07 nChanged 12680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113814 members Mstep: Class 2 contains 131615 members Entering Unmasked Estep Score: -30551306.000000 Penalty: 6155.738281 Iteration 5F: 3 clusters Score -3.055131e+07 nChanged 14837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110317 members Mstep: Class 2 contains 135112 members Entering Unmasked Estep Score: -30560254.000000 Penalty: 6155.738281 Iteration 6F: 3 clusters Score -3.056025e+07 nChanged 16450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105691 members Mstep: Class 2 contains 139738 members Entering Unmasked Estep Score: -30572122.000000 Penalty: 6155.738281 Iteration 7F: 3 clusters Score -3.057212e+07 nChanged 16697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100772 members Mstep: Class 2 contains 144657 members Entering Unmasked Estep Score: -30584364.000000 Penalty: 6155.738281 Iteration 8F: 3 clusters Score -3.058436e+07 nChanged 14662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96096 members Mstep: Class 2 contains 149333 members Entering Unmasked Estep Score: -30594202.000000 Penalty: 6155.738281 Iteration 9F: 3 clusters Score -3.05942e+07 nChanged 11039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91855 members Mstep: Class 2 contains 153574 members Entering Unmasked Estep Score: -30599860.000000 Penalty: 6155.738281 Iteration 10Q: 3 clusters Score -3.059986e+07 nChanged 7770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88013 members Mstep: Class 2 contains 157416 members Entering Unmasked Estep Score: -30602746.000000 Penalty: 6155.738281 Iteration 11Q: 3 clusters Score -3.060275e+07 nChanged 5565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84578 members Mstep: Class 2 contains 160851 members Entering Unmasked Estep Score: -30604488.000000 Penalty: 6155.738281 Iteration 12Q: 3 clusters Score -3.060449e+07 nChanged 4440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81422 members Mstep: Class 2 contains 164007 members Entering Unmasked Estep Score: -30605626.000000 Penalty: 6155.738281 Iteration 13Q: 3 clusters Score -3.060563e+07 nChanged 3728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78540 members Mstep: Class 2 contains 166889 members Entering Unmasked Estep Score: -30606604.000000 Penalty: 6155.738281 Iteration 14Q: 3 clusters Score -3.06066e+07 nChanged 3356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75736 members Mstep: Class 2 contains 169693 members Entering Unmasked Estep Score: -30607412.000000 Penalty: 6155.738281 Iteration 15Q: 3 clusters Score -3.060741e+07 nChanged 3117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72985 members Mstep: Class 2 contains 172444 members Entering Unmasked Estep Score: -30608244.000000 Penalty: 6155.738281 Iteration 16Q: 3 clusters Score -3.060824e+07 nChanged 3020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70221 members Mstep: Class 2 contains 175208 members Entering Unmasked Estep Score: -30608814.000000 Penalty: 6155.738281 Iteration 17Q: 3 clusters Score -3.060881e+07 nChanged 2909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67446 members Mstep: Class 2 contains 177983 members Entering Unmasked Estep Score: -30609488.000000 Penalty: 6155.738281 Iteration 18Q: 3 clusters Score -3.060949e+07 nChanged 2909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64633 members Mstep: Class 2 contains 180796 members Entering Unmasked Estep Score: -30609990.000000 Penalty: 6155.738281 Iteration 19Q: 3 clusters Score -3.060999e+07 nChanged 2944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61735 members Mstep: Class 2 contains 183694 members Entering Unmasked Estep Score: -30610608.000000 Penalty: 6155.738281 Iteration 20F: 3 clusters Score -3.061061e+07 nChanged 2948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58817 members Mstep: Class 2 contains 186612 members Entering Unmasked Estep Score: -30611064.000000 Penalty: 6155.738281 Iteration 21Q: 3 clusters Score -3.061106e+07 nChanged 2925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55908 members Mstep: Class 2 contains 189521 members Entering Unmasked Estep Score: -30611648.000000 Penalty: 6155.738281 Iteration 22Q: 3 clusters Score -3.061165e+07 nChanged 2892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53028 members Mstep: Class 2 contains 192401 members Entering Unmasked Estep Score: -30612078.000000 Penalty: 6155.738281 Iteration 23Q: 3 clusters Score -3.061208e+07 nChanged 2878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50162 members Mstep: Class 2 contains 195267 members Entering Unmasked Estep Score: -30612380.000000 Penalty: 6155.738281 Iteration 24Q: 3 clusters Score -3.061238e+07 nChanged 2902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47272 members Mstep: Class 2 contains 198157 members Entering Unmasked Estep Score: -30612898.000000 Penalty: 6155.738281 Iteration 25Q: 3 clusters Score -3.06129e+07 nChanged 2857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44419 members Mstep: Class 2 contains 201010 members Entering Unmasked Estep Score: -30613294.000000 Penalty: 6155.738281 Iteration 26Q: 3 clusters Score -3.061329e+07 nChanged 2845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41580 members Mstep: Class 2 contains 203849 members Entering Unmasked Estep Score: -30613650.000000 Penalty: 6155.738281 Iteration 27Q: 3 clusters Score -3.061365e+07 nChanged 2757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38829 members Mstep: Class 2 contains 206600 members Entering Unmasked Estep Score: -30613838.000000 Penalty: 6155.738281 Iteration 28Q: 3 clusters Score -3.061384e+07 nChanged 2731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36104 members Mstep: Class 2 contains 209325 members Entering Unmasked Estep Score: -30614454.000000 Penalty: 6155.738281 Iteration 29Q: 3 clusters Score -3.061445e+07 nChanged 2645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33473 members Mstep: Class 2 contains 211956 members Entering Unmasked Estep Score: -30614960.000000 Penalty: 6155.738281 Iteration 30Q: 3 clusters Score -3.061496e+07 nChanged 2615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30862 members Mstep: Class 2 contains 214567 members Entering Unmasked Estep Score: -30615420.000000 Penalty: 6155.738281 Iteration 31Q: 3 clusters Score -3.061542e+07 nChanged 2495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28373 members Mstep: Class 2 contains 217056 members Entering Unmasked Estep Score: -30615962.000000 Penalty: 6155.738281 Iteration 32Q: 3 clusters Score -3.061596e+07 nChanged 2366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26007 members Mstep: Class 2 contains 219422 members Entering Unmasked Estep Score: -30616370.000000 Penalty: 6155.738281 Iteration 33Q: 3 clusters Score -3.061637e+07 nChanged 2247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23770 members Mstep: Class 2 contains 221659 members Entering Unmasked Estep Score: -30616870.000000 Penalty: 6155.738281 Iteration 34Q: 3 clusters Score -3.061687e+07 nChanged 2135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21647 members Mstep: Class 2 contains 223782 members Entering Unmasked Estep Score: -30617342.000000 Penalty: 6155.738281 Iteration 35Q: 3 clusters Score -3.061734e+07 nChanged 2067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19598 members Mstep: Class 2 contains 225831 members Entering Unmasked Estep Score: -30617652.000000 Penalty: 6155.738281 Iteration 36Q: 3 clusters Score -3.061765e+07 nChanged 1853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17761 members Mstep: Class 2 contains 227668 members Entering Unmasked Estep Score: -30618108.000000 Penalty: 6155.738281 Iteration 37Q: 3 clusters Score -3.061811e+07 nChanged 1651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16116 members Mstep: Class 2 contains 229313 members Entering Unmasked Estep Score: -30618394.000000 Penalty: 6155.738281 Iteration 38Q: 3 clusters Score -3.061839e+07 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14745 members Mstep: Class 2 contains 230684 members Entering Unmasked Estep Score: -30618654.000000 Penalty: 6155.738281 Iteration 39Q: 3 clusters Score -3.061865e+07 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13629 members Mstep: Class 2 contains 231800 members Entering Unmasked Estep Score: -30618780.000000 Penalty: 6155.738281 Iteration 40F: 3 clusters Score -3.061878e+07 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12617 members Mstep: Class 2 contains 232812 members Entering Unmasked Estep Score: -30619052.000000 Penalty: 6155.738281 Iteration 41Q: 3 clusters Score -3.061905e+07 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11739 members Mstep: Class 2 contains 233690 members Entering Unmasked Estep Score: -30619178.000000 Penalty: 6155.738281 Iteration 42Q: 3 clusters Score -3.061918e+07 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10988 members Mstep: Class 2 contains 234441 members Entering Unmasked Estep Score: -30619390.000000 Penalty: 6155.738281 Iteration 43Q: 3 clusters Score -3.061939e+07 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10333 members Mstep: Class 2 contains 235096 members Entering Unmasked Estep Score: -30619644.000000 Penalty: 6155.738281 Iteration 44Q: 3 clusters Score -3.061964e+07 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9756 members Mstep: Class 2 contains 235673 members Entering Unmasked Estep Score: -30619816.000000 Penalty: 6155.738281 Iteration 45Q: 3 clusters Score -3.061982e+07 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9311 members Mstep: Class 2 contains 236118 members Entering Unmasked Estep Score: -30619872.000000 Penalty: 6155.738281 Iteration 46Q: 3 clusters Score -3.061987e+07 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8921 members Mstep: Class 2 contains 236508 members Entering Unmasked Estep Score: -30620032.000000 Penalty: 6155.738281 Iteration 47Q: 3 clusters Score -3.062003e+07 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8627 members Mstep: Class 2 contains 236802 members Entering Unmasked Estep Score: -30620190.000000 Penalty: 6155.738281 Iteration 48Q: 3 clusters Score -3.062019e+07 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 237080 members Entering Unmasked Estep Score: -30620220.000000 Penalty: 6155.738281 Iteration 49Q: 3 clusters Score -3.062022e+07 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8103 members Mstep: Class 2 contains 237326 members Entering Unmasked Estep Score: -30620326.000000 Penalty: 6155.738281 Iteration 50Q: 3 clusters Score -3.062033e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7929 members Mstep: Class 2 contains 237500 members Entering Unmasked Estep Score: -30620274.000000 Penalty: 6155.738281 Iteration 51Q: 3 clusters Score -3.062027e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7791 members Mstep: Class 2 contains 237638 members Entering Unmasked Estep Score: -30620270.000000 Penalty: 6155.738281 Iteration 52Q: 3 clusters Score -3.062027e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7660 members Mstep: Class 2 contains 237769 members Entering Unmasked Estep Score: -30620358.000000 Penalty: 6155.738281 Iteration 53Q: 3 clusters Score -3.062036e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7546 members Mstep: Class 2 contains 237883 members Entering Unmasked Estep Score: -30620398.000000 Penalty: 6155.738281 Iteration 54Q: 3 clusters Score -3.06204e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7453 members Mstep: Class 2 contains 237976 members Entering Unmasked Estep Score: -30620442.000000 Penalty: 6155.738281 Iteration 55Q: 3 clusters Score -3.062044e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7367 members Mstep: Class 2 contains 238062 members Entering Unmasked Estep Score: -30620496.000000 Penalty: 6155.738281 Iteration 56Q: 3 clusters Score -3.06205e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7308 members Mstep: Class 2 contains 238121 members Entering Unmasked Estep Score: -30620514.000000 Penalty: 6155.738281 Iteration 57Q: 3 clusters Score -3.062051e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7260 members Mstep: Class 2 contains 238169 members Entering Unmasked Estep Score: -30620496.000000 Penalty: 6155.738281 Iteration 58Q: 3 clusters Score -3.06205e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Mstep: Class 2 contains 238206 members Entering Unmasked Estep Score: -30620472.000000 Penalty: 6155.738281 Iteration 59Q: 3 clusters Score -3.062047e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7179 members Mstep: Class 2 contains 238250 members Entering Unmasked Estep Score: -30620462.000000 Penalty: 6155.738281 Iteration 60F: 3 clusters Score -3.062046e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7144 members Mstep: Class 2 contains 238285 members Entering Unmasked Estep Score: -30620494.000000 Penalty: 6155.738281 Iteration 61Q: 3 clusters Score -3.062049e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 238318 members Entering Unmasked Estep Score: -30620488.000000 Penalty: 6155.738281 Iteration 62Q: 3 clusters Score -3.062049e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7087 members Mstep: Class 2 contains 238342 members Entering Unmasked Estep Score: -30620474.000000 Penalty: 6155.738281 Iteration 63Q: 3 clusters Score -3.062047e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7063 members Mstep: Class 2 contains 238366 members Entering Unmasked Estep Score: -30620434.000000 Penalty: 6155.738281 Iteration 64Q: 3 clusters Score -3.062043e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7029 members Mstep: Class 2 contains 238400 members Entering Unmasked Estep Score: -30620466.000000 Penalty: 6155.738281 Iteration 65Q: 3 clusters Score -3.062047e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7003 members Mstep: Class 2 contains 238426 members Entering Unmasked Estep Score: -30620466.000000 Penalty: 6155.738281 Iteration 66Q: 3 clusters Score -3.062047e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6978 members Mstep: Class 2 contains 238451 members Entering Unmasked Estep Score: -30620492.000000 Penalty: 6155.738281 Iteration 67Q: 3 clusters Score -3.062049e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6957 members Mstep: Class 2 contains 238472 members Entering Unmasked Estep Score: -30620476.000000 Penalty: 6155.738281 Iteration 68Q: 3 clusters Score -3.062048e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6942 members Mstep: Class 2 contains 238487 members Entering Unmasked Estep Score: -30620496.000000 Penalty: 6155.738281 Iteration 69Q: 3 clusters Score -3.06205e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6926 members Mstep: Class 2 contains 238503 members Entering Unmasked Estep Score: -30620490.000000 Penalty: 6155.738281 Iteration 70Q: 3 clusters Score -3.062049e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6902 members Mstep: Class 2 contains 238527 members Entering Unmasked Estep Score: -30620498.000000 Penalty: 6155.738281 Iteration 71Q: 3 clusters Score -3.06205e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 238551 members Entering Unmasked Estep Score: -30620522.000000 Penalty: 6155.738281 Iteration 72Q: 3 clusters Score -3.062052e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6853 members Mstep: Class 2 contains 238576 members Entering Unmasked Estep Score: -30620500.000000 Penalty: 6155.738281 Iteration 73Q: 3 clusters Score -3.06205e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6827 members Mstep: Class 2 contains 238602 members Entering Unmasked Estep Score: -30620522.000000 Penalty: 6155.738281 Iteration 74Q: 3 clusters Score -3.062052e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6809 members Mstep: Class 2 contains 238620 members Entering Unmasked Estep Score: -30620492.000000 Penalty: 6155.738281 Iteration 75Q: 3 clusters Score -3.062049e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6790 members Mstep: Class 2 contains 238639 members Entering Unmasked Estep Score: -30620504.000000 Penalty: 6155.738281 Iteration 76Q: 3 clusters Score -3.06205e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6766 members Mstep: Class 2 contains 238663 members Entering Unmasked Estep Score: -30620490.000000 Penalty: 6155.738281 Iteration 77Q: 3 clusters Score -3.062049e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6734 members Mstep: Class 2 contains 238695 members Entering Unmasked Estep Score: -30620480.000000 Penalty: 6155.738281 Iteration 78Q: 3 clusters Score -3.062048e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6703 members Mstep: Class 2 contains 238726 members Entering Unmasked Estep Score: -30620494.000000 Penalty: 6155.738281 Iteration 79Q: 3 clusters Score -3.062049e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 238753 members Entering Unmasked Estep Score: -30620514.000000 Penalty: 6155.738281 Iteration 80F: 3 clusters Score -3.062051e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6651 members Mstep: Class 2 contains 238778 members Entering Unmasked Estep Score: -30620488.000000 Penalty: 6155.738281 Iteration 81Q: 3 clusters Score -3.062049e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6624 members Mstep: Class 2 contains 238805 members Entering Unmasked Estep Score: -30620500.000000 Penalty: 6155.738281 Iteration 82Q: 3 clusters Score -3.06205e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 238835 members Entering Unmasked Estep Score: -30620500.000000 Penalty: 6155.738281 Iteration 83Q: 3 clusters Score -3.06205e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6556 members Mstep: Class 2 contains 238873 members Entering Unmasked Estep Score: -30620500.000000 Penalty: 6155.738281 Iteration 84Q: 3 clusters Score -3.06205e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6532 members Mstep: Class 2 contains 238897 members Entering Unmasked Estep Score: -30620462.000000 Penalty: 6155.738281 Iteration 85Q: 3 clusters Score -3.062046e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6503 members Mstep: Class 2 contains 238926 members Entering Unmasked Estep Score: -30620484.000000 Penalty: 6155.738281 Iteration 86Q: 3 clusters Score -3.062048e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6474 members Mstep: Class 2 contains 238955 members Entering Unmasked Estep Score: -30620510.000000 Penalty: 6155.738281 Iteration 87Q: 3 clusters Score -3.062051e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6449 members Mstep: Class 2 contains 238980 members Entering Unmasked Estep Score: -30620506.000000 Penalty: 6155.738281 Iteration 88Q: 3 clusters Score -3.062051e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6418 members Mstep: Class 2 contains 239011 members Entering Unmasked Estep Score: -30620500.000000 Penalty: 6155.738281 Iteration 89Q: 3 clusters Score -3.06205e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6386 members Mstep: Class 2 contains 239043 members Entering Unmasked Estep Score: -30620524.000000 Penalty: 6155.738281 Iteration 90Q: 3 clusters Score -3.062052e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6358 members Mstep: Class 2 contains 239071 members Entering Unmasked Estep Score: -30620562.000000 Penalty: 6155.738281 Iteration 91Q: 3 clusters Score -3.062056e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6326 members Mstep: Class 2 contains 239103 members Entering Unmasked Estep Score: -30620532.000000 Penalty: 6155.738281 Iteration 92Q: 3 clusters Score -3.062053e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 239133 members Entering Unmasked Estep Score: -30620532.000000 Penalty: 6155.738281 Iteration 93Q: 3 clusters Score -3.062053e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6263 members Mstep: Class 2 contains 239166 members Entering Unmasked Estep Score: -30620560.000000 Penalty: 6155.738281 Iteration 94Q: 3 clusters Score -3.062056e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6221 members Mstep: Class 2 contains 239208 members Entering Unmasked Estep Score: -30620564.000000 Penalty: 6155.738281 Iteration 95Q: 3 clusters Score -3.062056e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6181 members Mstep: Class 2 contains 239248 members Entering Unmasked Estep Score: -30620574.000000 Penalty: 6155.738281 Iteration 96Q: 3 clusters Score -3.062057e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6124 members Mstep: Class 2 contains 239305 members Entering Unmasked Estep Score: -30620622.000000 Penalty: 6155.738281 Iteration 97Q: 3 clusters Score -3.062062e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6066 members Mstep: Class 2 contains 239363 members Entering Unmasked Estep Score: -30620678.000000 Penalty: 6155.738281 Iteration 98Q: 3 clusters Score -3.062068e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6007 members Mstep: Class 2 contains 239422 members Entering Unmasked Estep Score: -30620734.000000 Penalty: 6155.738281 Iteration 99Q: 3 clusters Score -3.062073e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 239473 members Entering Unmasked Estep Score: -30620692.000000 Penalty: 6155.738281 Iteration 100F: 3 clusters Score -3.062069e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5923 members Mstep: Class 2 contains 239506 members Entering Unmasked Estep Score: -30620678.000000 Penalty: 6155.738281 Iteration 101Q: 3 clusters Score -3.062068e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 239573 members Entering Unmasked Estep Score: -30620742.000000 Penalty: 6155.738281 Iteration 102Q: 3 clusters Score -3.062074e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 239626 members Entering Unmasked Estep Score: -30620734.000000 Penalty: 6155.738281 Iteration 103Q: 3 clusters Score -3.062073e+07 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5740 members Mstep: Class 2 contains 239689 members Entering Unmasked Estep Score: -30620868.000000 Penalty: 6155.738281 Iteration 104Q: 3 clusters Score -3.062087e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5675 members Mstep: Class 2 contains 239754 members Entering Unmasked Estep Score: -30620998.000000 Penalty: 6155.738281 Iteration 105Q: 3 clusters Score -3.0621e+07 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 239826 members Entering Unmasked Estep Score: -30621240.000000 Penalty: 6155.738281 Iteration 106Q: 3 clusters Score -3.062124e+07 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5586 members Mstep: Class 2 contains 239843 members Entering Unmasked Estep Score: -30621392.000000 Penalty: 6155.738281 Iteration 107Q: 3 clusters Score -3.062139e+07 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 239814 members Entering Unmasked Estep Score: -30621586.000000 Penalty: 6155.738281 Iteration 108Q: 3 clusters Score -3.062159e+07 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5667 members Mstep: Class 2 contains 239762 members Entering Unmasked Estep Score: -30621620.000000 Penalty: 6155.738281 Iteration 109Q: 3 clusters Score -3.062162e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5716 members Mstep: Class 2 contains 239713 members Entering Unmasked Estep Score: -30621666.000000 Penalty: 6155.738281 Iteration 110Q: 3 clusters Score -3.062167e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 239665 members Entering Unmasked Estep Score: -30621682.000000 Penalty: 6155.738281 Iteration 111Q: 3 clusters Score -3.062168e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5802 members Mstep: Class 2 contains 239627 members Entering Unmasked Estep Score: -30621738.000000 Penalty: 6155.738281 Iteration 112Q: 3 clusters Score -3.062174e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5831 members Mstep: Class 2 contains 239598 members Entering Unmasked Estep Score: -30621720.000000 Penalty: 6155.738281 Iteration 113Q: 3 clusters Score -3.062172e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5854 members Mstep: Class 2 contains 239575 members Entering Unmasked Estep Score: -30621750.000000 Penalty: 6155.738281 Iteration 114Q: 3 clusters Score -3.062175e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5863 members Mstep: Class 2 contains 239566 members Entering Unmasked Estep Score: -30621760.000000 Penalty: 6155.738281 Iteration 115Q: 3 clusters Score -3.062176e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5876 members Mstep: Class 2 contains 239553 members Entering Unmasked Estep Score: -30621784.000000 Penalty: 6155.738281 Iteration 116Q: 3 clusters Score -3.062178e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5889 members Mstep: Class 2 contains 239540 members Entering Unmasked Estep Score: -30621768.000000 Penalty: 6155.738281 Iteration 117Q: 3 clusters Score -3.062177e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5902 members Mstep: Class 2 contains 239527 members Entering Unmasked Estep Score: -30621710.000000 Penalty: 6155.738281 Iteration 118Q: 3 clusters Score -3.062171e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5905 members Mstep: Class 2 contains 239524 members Entering Unmasked Estep Score: -30621740.000000 Penalty: 6155.738281 Iteration 119Q: 3 clusters Score -3.062174e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 239521 members Entering Unmasked Estep Score: -30621704.000000 Penalty: 6155.738281 Iteration 120F: 3 clusters Score -3.06217e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 239522 members Entering Unmasked Estep Score: -30621700.000000 Penalty: 6155.738281 Iteration 121Q: 3 clusters Score -3.06217e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 239522 members Entering Unmasked Estep Score: -30621714.000000 Penalty: 6155.738281 Iteration 122Q: 3 clusters Score -3.062171e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 239520 members Entering Unmasked Estep Score: -30621712.000000 Penalty: 6155.738281 Iteration 123Q: 3 clusters Score -3.062171e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 239520 members Entering Unmasked Estep Score: -30621722.000000 Penalty: 6155.738281 Iteration 124Q: 3 clusters Score -3.062172e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 239519 members Entering Unmasked Estep Score: -30621728.000000 Penalty: 6155.738281 Iteration 125Q: 3 clusters Score -3.062173e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 239519 members Entering Unmasked Estep Score: -30621728.000000 Penalty: 6155.738281 Iteration 126F: 3 clusters Score -3.062173e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23151 members Mstep: Class 3 contains 52377 members Mstep: Class 4 contains 65624 members Mstep: Class 5 contains 5910 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12860 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8757 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2033 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 510 members Mstep: Class 21 contains 8166 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 239519 members Entering Unmasked Estep Score: -55441084.000000 Penalty: 77460.750000 Splitting cluster 5 changes total score from -55440124.000000 to -55441084.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 6 (8310 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8310 members Entering Unmasked Estep Score: -1062614.750000 Penalty: 2238.253418 Iteration 0F: 2 clusters Score -1062615 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -1056052.875000 Penalty: 4476.506836 Iteration 0F: 3 clusters Score -1056053 nChanged 3352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -1057901.875000 Penalty: 4476.506836 Iteration 1F: 3 clusters Score -1057902 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -1058196.750000 Penalty: 4476.506836 Iteration 2F: 3 clusters Score -1058197 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -1058432.125000 Penalty: 4476.506836 Iteration 3Q: 3 clusters Score -1058432 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -1058633.625000 Penalty: 4476.506836 Iteration 4Q: 3 clusters Score -1058634 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -1058802.000000 Penalty: 4476.506836 Iteration 5Q: 3 clusters Score -1058802 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4680 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -1058953.000000 Penalty: 4476.506836 Iteration 6Q: 3 clusters Score -1058953 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -1059117.125000 Penalty: 4476.506836 Iteration 7Q: 3 clusters Score -1059117 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5015 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -1059268.750000 Penalty: 4476.506836 Iteration 8Q: 3 clusters Score -1059269 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -1059416.500000 Penalty: 4476.506836 Iteration 9Q: 3 clusters Score -1059416 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -1059592.375000 Penalty: 4476.506836 Iteration 10Q: 3 clusters Score -1059592 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5652 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -1059759.625000 Penalty: 4476.506836 Iteration 11Q: 3 clusters Score -1059760 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5882 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -1059949.000000 Penalty: 4476.506836 Iteration 12Q: 3 clusters Score -1059949 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6096 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -1060099.000000 Penalty: 4476.506836 Iteration 13Q: 3 clusters Score -1060099 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6290 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -1060239.625000 Penalty: 4476.506836 Iteration 14Q: 3 clusters Score -1060240 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6463 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -1060370.125000 Penalty: 4476.506836 Iteration 15Q: 3 clusters Score -1060370 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6630 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -1060480.875000 Penalty: 4476.506836 Iteration 16Q: 3 clusters Score -1060481 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6803 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -1060595.125000 Penalty: 4476.506836 Iteration 17Q: 3 clusters Score -1060595 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6963 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -1060691.250000 Penalty: 4476.506836 Iteration 18Q: 3 clusters Score -1060691 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7080 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -1060773.375000 Penalty: 4476.506836 Iteration 19Q: 3 clusters Score -1060773 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7198 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -1060844.125000 Penalty: 4476.506836 Iteration 20F: 3 clusters Score -1060844 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7302 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -1060924.625000 Penalty: 4476.506836 Iteration 21Q: 3 clusters Score -1060925 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7392 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -1060990.750000 Penalty: 4476.506836 Iteration 22Q: 3 clusters Score -1060991 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7469 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -1061045.625000 Penalty: 4476.506836 Iteration 23Q: 3 clusters Score -1061046 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7534 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -1061092.750000 Penalty: 4476.506836 Iteration 24Q: 3 clusters Score -1061093 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7574 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -1061118.500000 Penalty: 4476.506836 Iteration 25Q: 3 clusters Score -1061118 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7604 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -1061135.625000 Penalty: 4476.506836 Iteration 26Q: 3 clusters Score -1061136 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7630 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -1061158.125000 Penalty: 4476.506836 Iteration 27Q: 3 clusters Score -1061158 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7657 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -1061178.625000 Penalty: 4476.506836 Iteration 28Q: 3 clusters Score -1061179 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7673 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -1061190.750000 Penalty: 4476.506836 Iteration 29Q: 3 clusters Score -1061191 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7693 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -1061202.000000 Penalty: 4476.506836 Iteration 30Q: 3 clusters Score -1061202 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7707 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -1061209.875000 Penalty: 4476.506836 Iteration 31Q: 3 clusters Score -1061210 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7720 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -1061216.875000 Penalty: 4476.506836 Iteration 32Q: 3 clusters Score -1061217 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7732 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -1061227.625000 Penalty: 4476.506836 Iteration 33Q: 3 clusters Score -1061228 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7746 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -1061233.750000 Penalty: 4476.506836 Iteration 34Q: 3 clusters Score -1061234 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7753 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -1061242.500000 Penalty: 4476.506836 Iteration 35Q: 3 clusters Score -1061242 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7759 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -1061245.500000 Penalty: 4476.506836 Iteration 36Q: 3 clusters Score -1061246 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7767 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -1061248.250000 Penalty: 4476.506836 Iteration 37Q: 3 clusters Score -1061248 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7771 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -1061250.375000 Penalty: 4476.506836 Iteration 38Q: 3 clusters Score -1061250 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7772 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -1061251.750000 Penalty: 4476.506836 Iteration 39Q: 3 clusters Score -1061252 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7773 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -1061252.375000 Penalty: 4476.506836 Iteration 40F: 3 clusters Score -1061252 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7777 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -1061255.125000 Penalty: 4476.506836 Iteration 41Q: 3 clusters Score -1061255 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7782 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -1061256.625000 Penalty: 4476.506836 Iteration 42Q: 3 clusters Score -1061257 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7787 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -1061260.625000 Penalty: 4476.506836 Iteration 43Q: 3 clusters Score -1061261 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7790 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -1061260.250000 Penalty: 4476.506836 Iteration 44Q: 3 clusters Score -1061260 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7792 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -1061259.875000 Penalty: 4476.506836 Iteration 45Q: 3 clusters Score -1061260 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7793 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -1061263.000000 Penalty: 4476.506836 Iteration 46Q: 3 clusters Score -1061263 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7794 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -1061262.000000 Penalty: 4476.506836 Iteration 47Q: 3 clusters Score -1061262 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7794 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -1061262.000000 Penalty: 4476.506836 Iteration 48F: 3 clusters Score -1061262 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (12860 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12860 members Entering Unmasked Estep Score: -1566651.875000 Penalty: 2346.545410 Iteration 0F: 2 clusters Score -1566652 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 6390 members Entering Unmasked Estep Score: -1557215.875000 Penalty: 4693.090820 Iteration 0F: 3 clusters Score -1557216 nChanged 5348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6828 members Mstep: Class 2 contains 6032 members Entering Unmasked Estep Score: -1560191.125000 Penalty: 4693.090820 Iteration 1F: 3 clusters Score -1560191 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 5734 members Entering Unmasked Estep Score: -1560725.375000 Penalty: 4693.090820 Iteration 2F: 3 clusters Score -1560725 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7459 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -1561229.000000 Penalty: 4693.090820 Iteration 3F: 3 clusters Score -1561229 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7881 members Mstep: Class 2 contains 4979 members Entering Unmasked Estep Score: -1561685.250000 Penalty: 4693.090820 Iteration 4F: 3 clusters Score -1561685 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8393 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -1562116.750000 Penalty: 4693.090820 Iteration 5F: 3 clusters Score -1562117 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8977 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -1562563.875000 Penalty: 4693.090820 Iteration 6F: 3 clusters Score -1562564 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9574 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -1563023.375000 Penalty: 4693.090820 Iteration 7F: 3 clusters Score -1563023 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10165 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -1563496.375000 Penalty: 4693.090820 Iteration 8Q: 3 clusters Score -1563496 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10709 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -1563971.625000 Penalty: 4693.090820 Iteration 9Q: 3 clusters Score -1563972 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11198 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -1564407.375000 Penalty: 4693.090820 Iteration 10Q: 3 clusters Score -1564407 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11566 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -1564735.500000 Penalty: 4693.090820 Iteration 11Q: 3 clusters Score -1564736 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11775 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -1564900.625000 Penalty: 4693.090820 Iteration 12Q: 3 clusters Score -1564901 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11929 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -1565045.000000 Penalty: 4693.090820 Iteration 13Q: 3 clusters Score -1565045 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12040 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -1565140.750000 Penalty: 4693.090820 Iteration 14Q: 3 clusters Score -1565141 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12094 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -1565187.750000 Penalty: 4693.090820 Iteration 15Q: 3 clusters Score -1565188 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12133 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -1565218.500000 Penalty: 4693.090820 Iteration 16Q: 3 clusters Score -1565218 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12165 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -1565249.875000 Penalty: 4693.090820 Iteration 17Q: 3 clusters Score -1565250 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12189 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -1565261.625000 Penalty: 4693.090820 Iteration 18Q: 3 clusters Score -1565262 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12201 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -1565267.875000 Penalty: 4693.090820 Iteration 19Q: 3 clusters Score -1565268 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12210 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -1565278.125000 Penalty: 4693.090820 Iteration 20F: 3 clusters Score -1565278 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12219 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -1565282.750000 Penalty: 4693.090820 Iteration 21Q: 3 clusters Score -1565283 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12223 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -1565284.000000 Penalty: 4693.090820 Iteration 22Q: 3 clusters Score -1565284 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12224 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -1565285.250000 Penalty: 4693.090820 Iteration 23Q: 3 clusters Score -1565285 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12227 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -1565283.500000 Penalty: 4693.090820 Iteration 24Q: 3 clusters Score -1565284 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12227 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -1565289.250000 Penalty: 4693.090820 Iteration 25Q: 3 clusters Score -1565289 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12230 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -1565290.250000 Penalty: 4693.090820 Iteration 26Q: 3 clusters Score -1565290 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12232 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -1565289.375000 Penalty: 4693.090820 Iteration 27Q: 3 clusters Score -1565289 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12236 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -1565292.875000 Penalty: 4693.090820 Iteration 28Q: 3 clusters Score -1565293 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12238 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -1565294.750000 Penalty: 4693.090820 Iteration 29Q: 3 clusters Score -1565295 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12240 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -1565293.125000 Penalty: 4693.090820 Iteration 30Q: 3 clusters Score -1565293 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12240 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -1565293.125000 Penalty: 4693.090820 Iteration 31F: 3 clusters Score -1565293 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Entering Unmasked Estep Score: -28132.222656 Penalty: 1370.312378 Iteration 0F: 2 clusters Score -28132.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -26919.199219 Penalty: 2740.624756 Iteration 0F: 3 clusters Score -26919.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -27014.416016 Penalty: 2740.624756 Iteration 1F: 3 clusters Score -27014.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -27040.171875 Penalty: 2740.624756 Iteration 2Q: 3 clusters Score -27040.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -27040.171875 Penalty: 2740.624756 Iteration 3F: 3 clusters Score -27040.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Entering Unmasked Estep Score: -35135.558594 Penalty: 1428.988770 Iteration 0F: 2 clusters Score -35135.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -33867.796875 Penalty: 2857.977539 Iteration 0F: 3 clusters Score -33867.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -34029.914062 Penalty: 2857.977539 Iteration 1F: 3 clusters Score -34029.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -34053.382812 Penalty: 2857.977539 Iteration 2Q: 3 clusters Score -34053.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -34067.265625 Penalty: 2857.977539 Iteration 3Q: 3 clusters Score -34067.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -34074.441406 Penalty: 2857.977539 Iteration 4Q: 3 clusters Score -34074.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -34078.300781 Penalty: 2857.977539 Iteration 5Q: 3 clusters Score -34078.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -34084.070312 Penalty: 2857.977539 Iteration 6Q: 3 clusters Score -34084.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -34097.878906 Penalty: 2857.977539 Iteration 7Q: 3 clusters Score -34097.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -34097.878906 Penalty: 2857.977539 Iteration 8F: 3 clusters Score -34097.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (435 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Entering Unmasked Estep Score: -46327.851562 Penalty: 1506.685791 Iteration 0F: 2 clusters Score -46327.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -44839.390625 Penalty: 3013.371582 Iteration 0F: 3 clusters Score -44839.39 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -44994.339844 Penalty: 3013.371582 Iteration 1F: 3 clusters Score -44994.34 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -45084.351562 Penalty: 3013.371582 Iteration 2F: 3 clusters Score -45084.35 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -45117.218750 Penalty: 3013.371582 Iteration 3Q: 3 clusters Score -45117.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -45125.609375 Penalty: 3013.371582 Iteration 4Q: 3 clusters Score -45125.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -45133.539062 Penalty: 3013.371582 Iteration 5Q: 3 clusters Score -45133.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -45137.453125 Penalty: 3013.371582 Iteration 6Q: 3 clusters Score -45137.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -45142.613281 Penalty: 3013.371582 Iteration 7Q: 3 clusters Score -45142.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -45145.878906 Penalty: 3013.371582 Iteration 8Q: 3 clusters Score -45145.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -45148.238281 Penalty: 3013.371582 Iteration 9Q: 3 clusters Score -45148.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -45148.238281 Penalty: 3013.371582 Iteration 10F: 3 clusters Score -45148.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3486 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Entering Unmasked Estep Score: -433429.093750 Penalty: 2022.814575 Iteration 0F: 2 clusters Score -433429.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -429864.718750 Penalty: 4045.629150 Iteration 0F: 3 clusters Score -429864.7 nChanged 1295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -430696.156250 Penalty: 4045.629150 Iteration 1F: 3 clusters Score -430696.2 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -430938.062500 Penalty: 4045.629150 Iteration 2F: 3 clusters Score -430938.1 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -431085.062500 Penalty: 4045.629150 Iteration 3F: 3 clusters Score -431085.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -431186.906250 Penalty: 4045.629150 Iteration 4Q: 3 clusters Score -431186.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -431250.593750 Penalty: 4045.629150 Iteration 5Q: 3 clusters Score -431250.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -431296.343750 Penalty: 4045.629150 Iteration 6Q: 3 clusters Score -431296.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -431344.531250 Penalty: 4045.629150 Iteration 7Q: 3 clusters Score -431344.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -431391.625000 Penalty: 4045.629150 Iteration 8Q: 3 clusters Score -431391.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -431431.531250 Penalty: 4045.629150 Iteration 9Q: 3 clusters Score -431431.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -431477.531250 Penalty: 4045.629150 Iteration 10Q: 3 clusters Score -431477.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -431538.593750 Penalty: 4045.629150 Iteration 11Q: 3 clusters Score -431538.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -431620.875000 Penalty: 4045.629150 Iteration 12Q: 3 clusters Score -431620.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -431715.343750 Penalty: 4045.629150 Iteration 13Q: 3 clusters Score -431715.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -431816.656250 Penalty: 4045.629150 Iteration 14Q: 3 clusters Score -431816.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -431922.906250 Penalty: 4045.629150 Iteration 15Q: 3 clusters Score -431922.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -432043.625000 Penalty: 4045.629150 Iteration 16Q: 3 clusters Score -432043.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -432139.031250 Penalty: 4045.629150 Iteration 17Q: 3 clusters Score -432139 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -432241.062500 Penalty: 4045.629150 Iteration 18Q: 3 clusters Score -432241.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -432304.812500 Penalty: 4045.629150 Iteration 19Q: 3 clusters Score -432304.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -432349.156250 Penalty: 4045.629150 Iteration 20F: 3 clusters Score -432349.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -432383.281250 Penalty: 4045.629150 Iteration 21Q: 3 clusters Score -432383.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -432408.906250 Penalty: 4045.629150 Iteration 22Q: 3 clusters Score -432408.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -432422.250000 Penalty: 4045.629150 Iteration 23Q: 3 clusters Score -432422.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -432431.656250 Penalty: 4045.629150 Iteration 24Q: 3 clusters Score -432431.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -432440.000000 Penalty: 4045.629150 Iteration 25Q: 3 clusters Score -432440 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -432447.156250 Penalty: 4045.629150 Iteration 26Q: 3 clusters Score -432447.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -432452.531250 Penalty: 4045.629150 Iteration 27Q: 3 clusters Score -432452.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -432454.781250 Penalty: 4045.629150 Iteration 28Q: 3 clusters Score -432454.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -432458.562500 Penalty: 4045.629150 Iteration 29Q: 3 clusters Score -432458.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -432462.875000 Penalty: 4045.629150 Iteration 30Q: 3 clusters Score -432462.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -432466.093750 Penalty: 4045.629150 Iteration 31Q: 3 clusters Score -432466.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -432466.593750 Penalty: 4045.629150 Iteration 32Q: 3 clusters Score -432466.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -432466.718750 Penalty: 4045.629150 Iteration 33Q: 3 clusters Score -432466.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -432466.718750 Penalty: 4045.629150 Iteration 34F: 3 clusters Score -432466.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (609 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Entering Unmasked Estep Score: -72396.820312 Penalty: 1590.130981 Iteration 0F: 2 clusters Score -72396.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -70732.281250 Penalty: 3180.261963 Iteration 0F: 3 clusters Score -70732.28 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -70900.859375 Penalty: 3180.261963 Iteration 1F: 3 clusters Score -70900.86 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -70959.046875 Penalty: 3180.261963 Iteration 2Q: 3 clusters Score -70959.05 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -71006.062500 Penalty: 3180.261963 Iteration 3Q: 3 clusters Score -71006.06 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -71028.703125 Penalty: 3180.261963 Iteration 4Q: 3 clusters Score -71028.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -71043.476562 Penalty: 3180.261963 Iteration 5Q: 3 clusters Score -71043.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -71047.804688 Penalty: 3180.261963 Iteration 6Q: 3 clusters Score -71047.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -71049.500000 Penalty: 3180.261963 Iteration 7Q: 3 clusters Score -71049.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -71049.500000 Penalty: 3180.261963 Iteration 8F: 3 clusters Score -71049.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (8757 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8757 members Entering Unmasked Estep Score: -1119225.500000 Penalty: 2251.247070 Iteration 0F: 2 clusters Score -1119226 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -1112364.500000 Penalty: 4502.494141 Iteration 0F: 3 clusters Score -1112364 nChanged 3566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -1114366.875000 Penalty: 4502.494141 Iteration 1F: 3 clusters Score -1114367 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -1114983.375000 Penalty: 4502.494141 Iteration 2F: 3 clusters Score -1114983 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 4903 members Entering Unmasked Estep Score: -1115580.750000 Penalty: 4502.494141 Iteration 3F: 3 clusters Score -1115581 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 5201 members Entering Unmasked Estep Score: -1116093.500000 Penalty: 4502.494141 Iteration 4F: 3 clusters Score -1116094 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 5536 members Entering Unmasked Estep Score: -1116578.250000 Penalty: 4502.494141 Iteration 5F: 3 clusters Score -1116578 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -1116998.875000 Penalty: 4502.494141 Iteration 6F: 3 clusters Score -1116999 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 6202 members Entering Unmasked Estep Score: -1117296.375000 Penalty: 4502.494141 Iteration 7F: 3 clusters Score -1117296 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 6461 members Entering Unmasked Estep Score: -1117492.125000 Penalty: 4502.494141 Iteration 8Q: 3 clusters Score -1117492 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 6686 members Entering Unmasked Estep Score: -1117636.500000 Penalty: 4502.494141 Iteration 9Q: 3 clusters Score -1117636 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 6877 members Entering Unmasked Estep Score: -1117751.750000 Penalty: 4502.494141 Iteration 10Q: 3 clusters Score -1117752 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 7031 members Entering Unmasked Estep Score: -1117836.750000 Penalty: 4502.494141 Iteration 11Q: 3 clusters Score -1117837 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 7168 members Entering Unmasked Estep Score: -1117914.500000 Penalty: 4502.494141 Iteration 12Q: 3 clusters Score -1117914 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 7288 members Entering Unmasked Estep Score: -1117978.625000 Penalty: 4502.494141 Iteration 13Q: 3 clusters Score -1117979 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 7386 members Entering Unmasked Estep Score: -1118030.625000 Penalty: 4502.494141 Iteration 14Q: 3 clusters Score -1118031 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 7456 members Entering Unmasked Estep Score: -1118059.375000 Penalty: 4502.494141 Iteration 15Q: 3 clusters Score -1118059 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 7521 members Entering Unmasked Estep Score: -1118092.000000 Penalty: 4502.494141 Iteration 16Q: 3 clusters Score -1118092 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 7570 members Entering Unmasked Estep Score: -1118114.625000 Penalty: 4502.494141 Iteration 17Q: 3 clusters Score -1118115 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 7607 members Entering Unmasked Estep Score: -1118127.000000 Penalty: 4502.494141 Iteration 18Q: 3 clusters Score -1118127 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 7641 members Entering Unmasked Estep Score: -1118139.625000 Penalty: 4502.494141 Iteration 19Q: 3 clusters Score -1118140 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 7667 members Entering Unmasked Estep Score: -1118152.500000 Penalty: 4502.494141 Iteration 20F: 3 clusters Score -1118152 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 7682 members Entering Unmasked Estep Score: -1118159.125000 Penalty: 4502.494141 Iteration 21Q: 3 clusters Score -1118159 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 7695 members Entering Unmasked Estep Score: -1118163.625000 Penalty: 4502.494141 Iteration 22Q: 3 clusters Score -1118164 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 7709 members Entering Unmasked Estep Score: -1118170.500000 Penalty: 4502.494141 Iteration 23Q: 3 clusters Score -1118170 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 7724 members Entering Unmasked Estep Score: -1118176.750000 Penalty: 4502.494141 Iteration 24Q: 3 clusters Score -1118177 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 7734 members Entering Unmasked Estep Score: -1118177.250000 Penalty: 4502.494141 Iteration 25Q: 3 clusters Score -1118177 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 7742 members Entering Unmasked Estep Score: -1118178.250000 Penalty: 4502.494141 Iteration 26Q: 3 clusters Score -1118178 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 7745 members Entering Unmasked Estep Score: -1118183.250000 Penalty: 4502.494141 Iteration 27Q: 3 clusters Score -1118183 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 7746 members Entering Unmasked Estep Score: -1118181.375000 Penalty: 4502.494141 Iteration 28Q: 3 clusters Score -1118181 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 7747 members Entering Unmasked Estep Score: -1118184.375000 Penalty: 4502.494141 Iteration 29Q: 3 clusters Score -1118184 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 7748 members Entering Unmasked Estep Score: -1118181.500000 Penalty: 4502.494141 Iteration 30Q: 3 clusters Score -1118182 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 7748 members Entering Unmasked Estep Score: -1118181.500000 Penalty: 4502.494141 Iteration 31F: 3 clusters Score -1118182 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (353 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Entering Unmasked Estep Score: -32979.925781 Penalty: 1454.884033 Iteration 0F: 2 clusters Score -32979.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -31734.539062 Penalty: 2909.768066 Iteration 0F: 3 clusters Score -31734.54 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -32055.257812 Penalty: 2909.768066 Iteration 1F: 3 clusters Score -32055.26 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -32399.726562 Penalty: 2909.768066 Iteration 2F: 3 clusters Score -32399.73 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -32618.113281 Penalty: 2909.768066 Iteration 3F: 3 clusters Score -32618.11 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -32753.818359 Penalty: 2909.768066 Iteration 4Q: 3 clusters Score -32753.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -32825.269531 Penalty: 2909.768066 Iteration 5Q: 3 clusters Score -32825.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -32887.394531 Penalty: 2909.768066 Iteration 6Q: 3 clusters Score -32887.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -32892.640625 Penalty: 2909.768066 Iteration 7Q: 3 clusters Score -32892.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -32900.707031 Penalty: 2909.768066 Iteration 8Q: 3 clusters Score -32900.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -32912.699219 Penalty: 2909.768066 Iteration 9Q: 3 clusters Score -32912.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -32916.097656 Penalty: 2909.768066 Iteration 10Q: 3 clusters Score -32916.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -32916.097656 Penalty: 2909.768066 Iteration 11F: 3 clusters Score -32916.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2033 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Entering Unmasked Estep Score: -263244.437500 Penalty: 1889.082397 Iteration 0F: 2 clusters Score -263244.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -260565.609375 Penalty: 3778.164795 Iteration 0F: 3 clusters Score -260565.6 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -260998.906250 Penalty: 3778.164795 Iteration 1F: 3 clusters Score -260998.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -261121.578125 Penalty: 3778.164795 Iteration 2F: 3 clusters Score -261121.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -261194.046875 Penalty: 3778.164795 Iteration 3Q: 3 clusters Score -261194 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -261241.218750 Penalty: 3778.164795 Iteration 4Q: 3 clusters Score -261241.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -261270.859375 Penalty: 3778.164795 Iteration 5Q: 3 clusters Score -261270.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -261295.671875 Penalty: 3778.164795 Iteration 6Q: 3 clusters Score -261295.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -261309.828125 Penalty: 3778.164795 Iteration 7Q: 3 clusters Score -261309.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -261327.312500 Penalty: 3778.164795 Iteration 8Q: 3 clusters Score -261327.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -261337.546875 Penalty: 3778.164795 Iteration 9Q: 3 clusters Score -261337.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -261349.109375 Penalty: 3778.164795 Iteration 10Q: 3 clusters Score -261349.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -261364.718750 Penalty: 3778.164795 Iteration 11Q: 3 clusters Score -261364.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -261376.203125 Penalty: 3778.164795 Iteration 12Q: 3 clusters Score -261376.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -261383.562500 Penalty: 3778.164795 Iteration 13Q: 3 clusters Score -261383.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -261387.625000 Penalty: 3778.164795 Iteration 14Q: 3 clusters Score -261387.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -261392.328125 Penalty: 3778.164795 Iteration 15Q: 3 clusters Score -261392.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -261392.937500 Penalty: 3778.164795 Iteration 16Q: 3 clusters Score -261392.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -261392.937500 Penalty: 3778.164795 Iteration 17F: 3 clusters Score -261392.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3061 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Entering Unmasked Estep Score: -363879.375000 Penalty: 1990.571289 Iteration 0F: 2 clusters Score -363879.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -360585.812500 Penalty: 3981.142578 Iteration 0F: 3 clusters Score -360585.8 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -361304.531250 Penalty: 3981.142578 Iteration 1F: 3 clusters Score -361304.5 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -361483.968750 Penalty: 3981.142578 Iteration 2F: 3 clusters Score -361484 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -361604.375000 Penalty: 3981.142578 Iteration 3Q: 3 clusters Score -361604.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -361695.656250 Penalty: 3981.142578 Iteration 4Q: 3 clusters Score -361695.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -361757.500000 Penalty: 3981.142578 Iteration 5Q: 3 clusters Score -361757.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -361830.000000 Penalty: 3981.142578 Iteration 6Q: 3 clusters Score -361830 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -361913.750000 Penalty: 3981.142578 Iteration 7Q: 3 clusters Score -361913.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -361998.406250 Penalty: 3981.142578 Iteration 8Q: 3 clusters Score -361998.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -362084.093750 Penalty: 3981.142578 Iteration 9Q: 3 clusters Score -362084.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -362157.468750 Penalty: 3981.142578 Iteration 10Q: 3 clusters Score -362157.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -362221.437500 Penalty: 3981.142578 Iteration 11Q: 3 clusters Score -362221.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -362276.750000 Penalty: 3981.142578 Iteration 12Q: 3 clusters Score -362276.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -362331.937500 Penalty: 3981.142578 Iteration 13Q: 3 clusters Score -362331.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -362380.250000 Penalty: 3981.142578 Iteration 14Q: 3 clusters Score -362380.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -362420.812500 Penalty: 3981.142578 Iteration 15Q: 3 clusters Score -362420.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -362483.343750 Penalty: 3981.142578 Iteration 16Q: 3 clusters Score -362483.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -362554.000000 Penalty: 3981.142578 Iteration 17Q: 3 clusters Score -362554 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -362628.000000 Penalty: 3981.142578 Iteration 18Q: 3 clusters Score -362628 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -362690.343750 Penalty: 3981.142578 Iteration 19Q: 3 clusters Score -362690.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -362738.218750 Penalty: 3981.142578 Iteration 20F: 3 clusters Score -362738.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -362782.531250 Penalty: 3981.142578 Iteration 21Q: 3 clusters Score -362782.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -362811.218750 Penalty: 3981.142578 Iteration 22Q: 3 clusters Score -362811.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -362827.718750 Penalty: 3981.142578 Iteration 23Q: 3 clusters Score -362827.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -362849.000000 Penalty: 3981.142578 Iteration 24Q: 3 clusters Score -362849 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -362865.625000 Penalty: 3981.142578 Iteration 25Q: 3 clusters Score -362865.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -362889.406250 Penalty: 3981.142578 Iteration 26Q: 3 clusters Score -362889.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -362905.312500 Penalty: 3981.142578 Iteration 27Q: 3 clusters Score -362905.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -362916.531250 Penalty: 3981.142578 Iteration 28Q: 3 clusters Score -362916.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -362927.031250 Penalty: 3981.142578 Iteration 29Q: 3 clusters Score -362927 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -362930.750000 Penalty: 3981.142578 Iteration 30Q: 3 clusters Score -362930.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -362933.062500 Penalty: 3981.142578 Iteration 31Q: 3 clusters Score -362933.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -362935.031250 Penalty: 3981.142578 Iteration 32Q: 3 clusters Score -362935 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -362934.250000 Penalty: 3981.142578 Iteration 33Q: 3 clusters Score -362934.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -362934.843750 Penalty: 3981.142578 Iteration 34Q: 3 clusters Score -362934.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -362934.843750 Penalty: 3981.142578 Iteration 35F: 3 clusters Score -362934.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Entering Unmasked Estep Score: -370785.875000 Penalty: 1996.969604 Iteration 0F: 2 clusters Score -370785.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -367463.062500 Penalty: 3993.939209 Iteration 0F: 3 clusters Score -367463.1 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -368321.625000 Penalty: 3993.939209 Iteration 1F: 3 clusters Score -368321.6 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -368768.500000 Penalty: 3993.939209 Iteration 2F: 3 clusters Score -368768.5 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -369237.656250 Penalty: 3993.939209 Iteration 3F: 3 clusters Score -369237.7 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -369613.343750 Penalty: 3993.939209 Iteration 4F: 3 clusters Score -369613.3 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -369858.406250 Penalty: 3993.939209 Iteration 5F: 3 clusters Score -369858.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -370033.906250 Penalty: 3993.939209 Iteration 6Q: 3 clusters Score -370033.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -370113.843750 Penalty: 3993.939209 Iteration 7Q: 3 clusters Score -370113.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -370159.906250 Penalty: 3993.939209 Iteration 8Q: 3 clusters Score -370159.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -370205.531250 Penalty: 3993.939209 Iteration 9Q: 3 clusters Score -370205.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -370242.906250 Penalty: 3993.939209 Iteration 10Q: 3 clusters Score -370242.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -370270.781250 Penalty: 3993.939209 Iteration 11Q: 3 clusters Score -370270.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -370293.250000 Penalty: 3993.939209 Iteration 12Q: 3 clusters Score -370293.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -370310.468750 Penalty: 3993.939209 Iteration 13Q: 3 clusters Score -370310.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -370324.031250 Penalty: 3993.939209 Iteration 14Q: 3 clusters Score -370324 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -370335.687500 Penalty: 3993.939209 Iteration 15Q: 3 clusters Score -370335.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -370345.781250 Penalty: 3993.939209 Iteration 16Q: 3 clusters Score -370345.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -370358.750000 Penalty: 3993.939209 Iteration 17Q: 3 clusters Score -370358.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -370375.531250 Penalty: 3993.939209 Iteration 18Q: 3 clusters Score -370375.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -370392.531250 Penalty: 3993.939209 Iteration 19Q: 3 clusters Score -370392.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -370403.375000 Penalty: 3993.939209 Iteration 20F: 3 clusters Score -370403.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -370413.031250 Penalty: 3993.939209 Iteration 21Q: 3 clusters Score -370413 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -370417.875000 Penalty: 3993.939209 Iteration 22Q: 3 clusters Score -370417.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -370420.687500 Penalty: 3993.939209 Iteration 23Q: 3 clusters Score -370420.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -370421.218750 Penalty: 3993.939209 Iteration 24Q: 3 clusters Score -370421.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -370422.093750 Penalty: 3993.939209 Iteration 25Q: 3 clusters Score -370422.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -370422.937500 Penalty: 3993.939209 Iteration 26Q: 3 clusters Score -370422.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -370422.968750 Penalty: 3993.939209 Iteration 27Q: 3 clusters Score -370423 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -370422.968750 Penalty: 3993.939209 Iteration 28F: 3 clusters Score -370423 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Entering Unmasked Estep Score: -424277.906250 Penalty: 2010.639893 Iteration 0F: 2 clusters Score -424277.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -420811.500000 Penalty: 4021.279785 Iteration 0F: 3 clusters Score -420811.5 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -421489.687500 Penalty: 4021.279785 Iteration 1F: 3 clusters Score -421489.7 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -421640.437500 Penalty: 4021.279785 Iteration 2F: 3 clusters Score -421640.4 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -421733.093750 Penalty: 4021.279785 Iteration 3Q: 3 clusters Score -421733.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -421801.281250 Penalty: 4021.279785 Iteration 4Q: 3 clusters Score -421801.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -421851.625000 Penalty: 4021.279785 Iteration 5Q: 3 clusters Score -421851.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -421880.468750 Penalty: 4021.279785 Iteration 6Q: 3 clusters Score -421880.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -421900.312500 Penalty: 4021.279785 Iteration 7Q: 3 clusters Score -421900.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -421917.968750 Penalty: 4021.279785 Iteration 8Q: 3 clusters Score -421918 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -421931.781250 Penalty: 4021.279785 Iteration 9Q: 3 clusters Score -421931.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -421943.062500 Penalty: 4021.279785 Iteration 10Q: 3 clusters Score -421943.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -421947.156250 Penalty: 4021.279785 Iteration 11Q: 3 clusters Score -421947.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -421950.000000 Penalty: 4021.279785 Iteration 12Q: 3 clusters Score -421950 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -421954.593750 Penalty: 4021.279785 Iteration 13Q: 3 clusters Score -421954.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -421964.312500 Penalty: 4021.279785 Iteration 14Q: 3 clusters Score -421964.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -421969.125000 Penalty: 4021.279785 Iteration 15Q: 3 clusters Score -421969.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -421976.375000 Penalty: 4021.279785 Iteration 16Q: 3 clusters Score -421976.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -421982.062500 Penalty: 4021.279785 Iteration 17Q: 3 clusters Score -421982.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -421988.000000 Penalty: 4021.279785 Iteration 18Q: 3 clusters Score -421988 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -421992.062500 Penalty: 4021.279785 Iteration 19Q: 3 clusters Score -421992.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -421994.625000 Penalty: 4021.279785 Iteration 20F: 3 clusters Score -421994.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -422000.906250 Penalty: 4021.279785 Iteration 21Q: 3 clusters Score -422000.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -422006.812500 Penalty: 4021.279785 Iteration 22Q: 3 clusters Score -422006.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -422009.343750 Penalty: 4021.279785 Iteration 23Q: 3 clusters Score -422009.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -422013.281250 Penalty: 4021.279785 Iteration 24Q: 3 clusters Score -422013.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -422016.843750 Penalty: 4021.279785 Iteration 25Q: 3 clusters Score -422016.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -422018.062500 Penalty: 4021.279785 Iteration 26Q: 3 clusters Score -422018.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -422020.906250 Penalty: 4021.279785 Iteration 27Q: 3 clusters Score -422020.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -422022.031250 Penalty: 4021.279785 Iteration 28Q: 3 clusters Score -422022 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -422023.062500 Penalty: 4021.279785 Iteration 29Q: 3 clusters Score -422023.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -422023.125000 Penalty: 4021.279785 Iteration 30Q: 3 clusters Score -422023.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -422023.968750 Penalty: 4021.279785 Iteration 31Q: 3 clusters Score -422024 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -422026.500000 Penalty: 4021.279785 Iteration 32Q: 3 clusters Score -422026.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -422028.093750 Penalty: 4021.279785 Iteration 33Q: 3 clusters Score -422028.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -422030.937500 Penalty: 4021.279785 Iteration 34Q: 3 clusters Score -422030.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -422033.125000 Penalty: 4021.279785 Iteration 35Q: 3 clusters Score -422033.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -422036.031250 Penalty: 4021.279785 Iteration 36Q: 3 clusters Score -422036 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -422037.125000 Penalty: 4021.279785 Iteration 37Q: 3 clusters Score -422037.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -422037.812500 Penalty: 4021.279785 Iteration 38Q: 3 clusters Score -422037.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -422038.281250 Penalty: 4021.279785 Iteration 39Q: 3 clusters Score -422038.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -422038.125000 Penalty: 4021.279785 Iteration 40F: 3 clusters Score -422038.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Entering Unmasked Estep Score: -74018.500000 Penalty: 1591.349609 Iteration 0F: 2 clusters Score -74018.5 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 317 members Entering Unmasked Estep Score: -72389.500000 Penalty: 3182.699219 Iteration 0F: 3 clusters Score -72389.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -72556.710938 Penalty: 3182.699219 Iteration 1F: 3 clusters Score -72556.71 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -72617.101562 Penalty: 3182.699219 Iteration 2F: 3 clusters Score -72617.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -72668.210938 Penalty: 3182.699219 Iteration 3Q: 3 clusters Score -72668.21 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -72693.296875 Penalty: 3182.699219 Iteration 4Q: 3 clusters Score -72693.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -72700.625000 Penalty: 3182.699219 Iteration 5Q: 3 clusters Score -72700.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -72704.523438 Penalty: 3182.699219 Iteration 6Q: 3 clusters Score -72704.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -72704.523438 Penalty: 3182.699219 Iteration 7F: 3 clusters Score -72704.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (510 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Entering Unmasked Estep Score: -49020.554688 Penalty: 1546.133911 Iteration 0F: 2 clusters Score -49020.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -47635.191406 Penalty: 3092.267822 Iteration 0F: 3 clusters Score -47635.19 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -48015.621094 Penalty: 3092.267822 Iteration 1F: 3 clusters Score -48015.62 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -48188.621094 Penalty: 3092.267822 Iteration 2F: 3 clusters Score -48188.62 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -48392.128906 Penalty: 3092.267822 Iteration 3F: 3 clusters Score -48392.13 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -48623.976562 Penalty: 3092.267822 Iteration 4F: 3 clusters Score -48623.98 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -48848.617188 Penalty: 3092.267822 Iteration 5Q: 3 clusters Score -48848.62 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -49012.164062 Penalty: 3092.267822 Iteration 6Q: 3 clusters Score -49012.16 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -49222.605469 Penalty: 3092.267822 Iteration 7Q: 3 clusters Score -49222.61 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -49635.207031 Penalty: 3092.267822 Iteration 8Q: 3 clusters Score -49635.21 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -49829.199219 Penalty: 3092.267822 Iteration 9Q: 3 clusters Score -49829.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -49864.785156 Penalty: 3092.267822 Iteration 10Q: 3 clusters Score -49864.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -49879.347656 Penalty: 3092.267822 Iteration 11Q: 3 clusters Score -49879.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -49884.125000 Penalty: 3092.267822 Iteration 12Q: 3 clusters Score -49884.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -49897.230469 Penalty: 3092.267822 Iteration 13Q: 3 clusters Score -49897.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -49904.683594 Penalty: 3092.267822 Iteration 14Q: 3 clusters Score -49904.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -49909.906250 Penalty: 3092.267822 Iteration 15Q: 3 clusters Score -49909.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -49917.832031 Penalty: 3092.267822 Iteration 16F: 3 clusters Score -49917.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -49928.914062 Penalty: 3092.267822 Iteration 17Q: 3 clusters Score -49928.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -49928.914062 Penalty: 3092.267822 Iteration 18F: 3 clusters Score -49928.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23151 members Mstep: Class 3 contains 52377 members Mstep: Class 4 contains 65624 members Mstep: Class 5 contains 5910 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12860 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8757 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2033 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 387 members Mstep: Class 21 contains 8166 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 239519 members Mstep: Class 25 contains 123 members Entering Unmasked Estep Score: -55440300.000000 Penalty: 80688.281250 Splitting cluster 20 changes total score from -55440124.000000 to -55440300.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 21 (8166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8166 members Entering Unmasked Estep Score: -1050743.125000 Penalty: 2233.918213 Iteration 0F: 2 clusters Score -1050743 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -1044164.562500 Penalty: 4467.836426 Iteration 0F: 3 clusters Score -1044165 nChanged 3339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -1045984.625000 Penalty: 4467.836426 Iteration 1F: 3 clusters Score -1045985 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -1046199.562500 Penalty: 4467.836426 Iteration 2F: 3 clusters Score -1046200 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 4234 members Entering Unmasked Estep Score: -1046369.250000 Penalty: 4467.836426 Iteration 3Q: 3 clusters Score -1046369 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -1046484.875000 Penalty: 4467.836426 Iteration 4Q: 3 clusters Score -1046485 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -1046575.062500 Penalty: 4467.836426 Iteration 5Q: 3 clusters Score -1046575 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -1046659.875000 Penalty: 4467.836426 Iteration 6Q: 3 clusters Score -1046660 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -1046739.625000 Penalty: 4467.836426 Iteration 7Q: 3 clusters Score -1046740 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -1046827.375000 Penalty: 4467.836426 Iteration 8Q: 3 clusters Score -1046827 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -1046915.375000 Penalty: 4467.836426 Iteration 9Q: 3 clusters Score -1046915 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -1047005.625000 Penalty: 4467.836426 Iteration 10Q: 3 clusters Score -1047006 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 5073 members Entering Unmasked Estep Score: -1047115.312500 Penalty: 4467.836426 Iteration 11Q: 3 clusters Score -1047115 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 5258 members Entering Unmasked Estep Score: -1047249.687500 Penalty: 4467.836426 Iteration 12Q: 3 clusters Score -1047250 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 5460 members Entering Unmasked Estep Score: -1047386.187500 Penalty: 4467.836426 Iteration 13Q: 3 clusters Score -1047386 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -1047539.812500 Penalty: 4467.836426 Iteration 14Q: 3 clusters Score -1047540 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 5827 members Entering Unmasked Estep Score: -1047698.062500 Penalty: 4467.836426 Iteration 15Q: 3 clusters Score -1047698 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 6014 members Entering Unmasked Estep Score: -1047874.375000 Penalty: 4467.836426 Iteration 16Q: 3 clusters Score -1047874 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 6184 members Entering Unmasked Estep Score: -1048013.687500 Penalty: 4467.836426 Iteration 17Q: 3 clusters Score -1048014 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 6318 members Entering Unmasked Estep Score: -1048138.812500 Penalty: 4467.836426 Iteration 18Q: 3 clusters Score -1048139 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 6425 members Entering Unmasked Estep Score: -1048229.500000 Penalty: 4467.836426 Iteration 19Q: 3 clusters Score -1048230 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 6525 members Entering Unmasked Estep Score: -1048304.812500 Penalty: 4467.836426 Iteration 20F: 3 clusters Score -1048305 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 6608 members Entering Unmasked Estep Score: -1048368.812500 Penalty: 4467.836426 Iteration 21Q: 3 clusters Score -1048369 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 6694 members Entering Unmasked Estep Score: -1048434.625000 Penalty: 4467.836426 Iteration 22Q: 3 clusters Score -1048435 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 6768 members Entering Unmasked Estep Score: -1048477.937500 Penalty: 4467.836426 Iteration 23Q: 3 clusters Score -1048478 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -1048513.250000 Penalty: 4467.836426 Iteration 24Q: 3 clusters Score -1048513 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 6882 members Entering Unmasked Estep Score: -1048547.562500 Penalty: 4467.836426 Iteration 25Q: 3 clusters Score -1048548 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 6940 members Entering Unmasked Estep Score: -1048583.375000 Penalty: 4467.836426 Iteration 26Q: 3 clusters Score -1048583 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 6992 members Entering Unmasked Estep Score: -1048615.875000 Penalty: 4467.836426 Iteration 27Q: 3 clusters Score -1048616 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -1048641.125000 Penalty: 4467.836426 Iteration 28Q: 3 clusters Score -1048641 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 7054 members Entering Unmasked Estep Score: -1048657.875000 Penalty: 4467.836426 Iteration 29Q: 3 clusters Score -1048658 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 7085 members Entering Unmasked Estep Score: -1048673.875000 Penalty: 4467.836426 Iteration 30Q: 3 clusters Score -1048674 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 7118 members Entering Unmasked Estep Score: -1048688.125000 Penalty: 4467.836426 Iteration 31Q: 3 clusters Score -1048688 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 7142 members Entering Unmasked Estep Score: -1048700.000000 Penalty: 4467.836426 Iteration 32Q: 3 clusters Score -1048700 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 7163 members Entering Unmasked Estep Score: -1048708.750000 Penalty: 4467.836426 Iteration 33Q: 3 clusters Score -1048709 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 7189 members Entering Unmasked Estep Score: -1048722.000000 Penalty: 4467.836426 Iteration 34Q: 3 clusters Score -1048722 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 7205 members Entering Unmasked Estep Score: -1048728.625000 Penalty: 4467.836426 Iteration 35Q: 3 clusters Score -1048729 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 7223 members Entering Unmasked Estep Score: -1048732.375000 Penalty: 4467.836426 Iteration 36Q: 3 clusters Score -1048732 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 7234 members Entering Unmasked Estep Score: -1048738.875000 Penalty: 4467.836426 Iteration 37Q: 3 clusters Score -1048739 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 7244 members Entering Unmasked Estep Score: -1048745.375000 Penalty: 4467.836426 Iteration 38Q: 3 clusters Score -1048745 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 7256 members Entering Unmasked Estep Score: -1048758.000000 Penalty: 4467.836426 Iteration 39Q: 3 clusters Score -1048758 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 7275 members Entering Unmasked Estep Score: -1048769.000000 Penalty: 4467.836426 Iteration 40F: 3 clusters Score -1048769 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 7292 members Entering Unmasked Estep Score: -1048780.125000 Penalty: 4467.836426 Iteration 41Q: 3 clusters Score -1048780 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 7303 members Entering Unmasked Estep Score: -1048784.875000 Penalty: 4467.836426 Iteration 42Q: 3 clusters Score -1048785 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 7320 members Entering Unmasked Estep Score: -1048792.500000 Penalty: 4467.836426 Iteration 43Q: 3 clusters Score -1048792 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 7330 members Entering Unmasked Estep Score: -1048799.500000 Penalty: 4467.836426 Iteration 44Q: 3 clusters Score -1048800 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 7339 members Entering Unmasked Estep Score: -1048804.125000 Penalty: 4467.836426 Iteration 45Q: 3 clusters Score -1048804 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 7343 members Entering Unmasked Estep Score: -1048807.125000 Penalty: 4467.836426 Iteration 46Q: 3 clusters Score -1048807 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 7346 members Entering Unmasked Estep Score: -1048805.125000 Penalty: 4467.836426 Iteration 47Q: 3 clusters Score -1048805 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 7348 members Entering Unmasked Estep Score: -1048806.875000 Penalty: 4467.836426 Iteration 48Q: 3 clusters Score -1048807 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 7351 members Entering Unmasked Estep Score: -1048806.000000 Penalty: 4467.836426 Iteration 49Q: 3 clusters Score -1048806 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 7355 members Entering Unmasked Estep Score: -1048807.125000 Penalty: 4467.836426 Iteration 50Q: 3 clusters Score -1048807 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 7358 members Entering Unmasked Estep Score: -1048809.000000 Penalty: 4467.836426 Iteration 51Q: 3 clusters Score -1048809 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 7361 members Entering Unmasked Estep Score: -1048809.750000 Penalty: 4467.836426 Iteration 52Q: 3 clusters Score -1048810 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 7362 members Entering Unmasked Estep Score: -1048810.625000 Penalty: 4467.836426 Iteration 53Q: 3 clusters Score -1048811 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 7366 members Entering Unmasked Estep Score: -1048814.750000 Penalty: 4467.836426 Iteration 54Q: 3 clusters Score -1048815 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 7373 members Entering Unmasked Estep Score: -1048819.875000 Penalty: 4467.836426 Iteration 55Q: 3 clusters Score -1048820 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 7379 members Entering Unmasked Estep Score: -1048821.500000 Penalty: 4467.836426 Iteration 56Q: 3 clusters Score -1048822 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 7385 members Entering Unmasked Estep Score: -1048823.250000 Penalty: 4467.836426 Iteration 57Q: 3 clusters Score -1048823 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 7388 members Entering Unmasked Estep Score: -1048823.375000 Penalty: 4467.836426 Iteration 58Q: 3 clusters Score -1048823 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 7391 members Entering Unmasked Estep Score: -1048824.375000 Penalty: 4467.836426 Iteration 59Q: 3 clusters Score -1048824 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 7392 members Entering Unmasked Estep Score: -1048826.375000 Penalty: 4467.836426 Iteration 60F: 3 clusters Score -1048826 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 7394 members Entering Unmasked Estep Score: -1048827.625000 Penalty: 4467.836426 Iteration 61Q: 3 clusters Score -1048828 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 7395 members Entering Unmasked Estep Score: -1048828.500000 Penalty: 4467.836426 Iteration 62Q: 3 clusters Score -1048828 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 7397 members Entering Unmasked Estep Score: -1048828.250000 Penalty: 4467.836426 Iteration 63Q: 3 clusters Score -1048828 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 7399 members Entering Unmasked Estep Score: -1048830.625000 Penalty: 4467.836426 Iteration 64Q: 3 clusters Score -1048831 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 7400 members Entering Unmasked Estep Score: -1048829.250000 Penalty: 4467.836426 Iteration 65Q: 3 clusters Score -1048829 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 7400 members Entering Unmasked Estep Score: -1048829.250000 Penalty: 4467.836426 Iteration 66F: 3 clusters Score -1048829 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Entering Unmasked Estep Score: -63150.089844 Penalty: 1580.583252 Iteration 0F: 2 clusters Score -63150.09 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 295 members Entering Unmasked Estep Score: -61595.230469 Penalty: 3161.166504 Iteration 0F: 3 clusters Score -61595.23 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -61835.675781 Penalty: 3161.166504 Iteration 1F: 3 clusters Score -61835.68 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -61944.699219 Penalty: 3161.166504 Iteration 2F: 3 clusters Score -61944.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -62015.789062 Penalty: 3161.166504 Iteration 3F: 3 clusters Score -62015.79 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -62058.679688 Penalty: 3161.166504 Iteration 4Q: 3 clusters Score -62058.68 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -62099.523438 Penalty: 3161.166504 Iteration 5Q: 3 clusters Score -62099.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -62138.601562 Penalty: 3161.166504 Iteration 6Q: 3 clusters Score -62138.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -62186.277344 Penalty: 3161.166504 Iteration 7Q: 3 clusters Score -62186.28 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -62203.253906 Penalty: 3161.166504 Iteration 8Q: 3 clusters Score -62203.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -62208.582031 Penalty: 3161.166504 Iteration 9Q: 3 clusters Score -62208.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -62208.582031 Penalty: 3161.166504 Iteration 10F: 3 clusters Score -62208.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Entering Unmasked Estep Score: -36979.242188 Penalty: 1444.848022 Iteration 0F: 2 clusters Score -36979.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -35667.898438 Penalty: 2889.696045 Iteration 0F: 3 clusters Score -35667.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -35812.367188 Penalty: 2889.696045 Iteration 1F: 3 clusters Score -35812.37 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -35868.640625 Penalty: 2889.696045 Iteration 2Q: 3 clusters Score -35868.64 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -35882.183594 Penalty: 2889.696045 Iteration 3Q: 3 clusters Score -35882.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -35892.765625 Penalty: 2889.696045 Iteration 4Q: 3 clusters Score -35892.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -35897.949219 Penalty: 2889.696045 Iteration 5Q: 3 clusters Score -35897.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -35897.949219 Penalty: 2889.696045 Iteration 6F: 3 clusters Score -35897.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 23151 members Mstep: Class 3 contains 52377 members Mstep: Class 4 contains 65624 members Mstep: Class 5 contains 5910 members Mstep: Class 6 contains 8310 members Mstep: Class 7 contains 12860 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 435 members Mstep: Class 11 contains 3486 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8757 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2033 members Mstep: Class 16 contains 3061 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 3319 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 387 members Mstep: Class 21 contains 8166 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Entering Unmasked Estep ConsiderDeletion Score: -55440996.000000 Penalty: 80688.281250 Iteration 367F: 26 clusters Score -5.5441e+07 nChanged 1496 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 22854 members Mstep: Class 3 contains 52366 members Mstep: Class 4 contains 65564 members Mstep: Class 5 contains 6184 members Mstep: Class 6 contains 8353 members Mstep: Class 7 contains 12754 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3485 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8796 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2033 members Mstep: Class 16 contains 3058 members Mstep: Class 17 contains 2944 members Mstep: Class 18 contains 3317 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 388 members Mstep: Class 21 contains 8165 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 239830 members Mstep: Class 25 contains 125 members Entering Unmasked Estep ConsiderDeletion Score: -55441388.000000 Penalty: 80688.281250 Iteration 368Q: 26 clusters Score -5.544139e+07 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 4992 members Mstep: Class 2 contains 22608 members Mstep: Class 3 contains 52350 members Mstep: Class 4 contains 65528 members Mstep: Class 5 contains 6337 members Mstep: Class 6 contains 8382 members Mstep: Class 7 contains 12680 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3484 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8821 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2036 members Mstep: Class 16 contains 3057 members Mstep: Class 17 contains 2827 members Mstep: Class 18 contains 3316 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 387 members Mstep: Class 21 contains 8159 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 240112 members Mstep: Class 25 contains 126 members Entering Unmasked Estep ConsiderDeletion Score: -55441540.000000 Penalty: 80688.281250 Iteration 369Q: 26 clusters Score -5.544154e+07 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 22372 members Mstep: Class 3 contains 52331 members Mstep: Class 4 contains 65517 members Mstep: Class 5 contains 6429 members Mstep: Class 6 contains 8400 members Mstep: Class 7 contains 12633 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3483 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8835 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2036 members Mstep: Class 16 contains 3055 members Mstep: Class 17 contains 2774 members Mstep: Class 18 contains 3310 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 387 members Mstep: Class 21 contains 8168 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 240352 members Mstep: Class 25 contains 126 members Entering Unmasked Estep ConsiderDeletion Score: -55441732.000000 Penalty: 80688.281250 Iteration 370Q: 26 clusters Score -5.544173e+07 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 22141 members Mstep: Class 3 contains 52326 members Mstep: Class 4 contains 65514 members Mstep: Class 5 contains 6522 members Mstep: Class 6 contains 8409 members Mstep: Class 7 contains 12598 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3483 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8847 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2037 members Mstep: Class 16 contains 3059 members Mstep: Class 17 contains 2735 members Mstep: Class 18 contains 3311 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 385 members Mstep: Class 21 contains 8166 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 240543 members Mstep: Class 25 contains 128 members Entering Unmasked Estep ConsiderDeletion Score: -55441796.000000 Penalty: 80688.281250 Iteration 371Q: 26 clusters Score -5.54418e+07 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 21963 members Mstep: Class 3 contains 52312 members Mstep: Class 4 contains 65513 members Mstep: Class 5 contains 6590 members Mstep: Class 6 contains 8415 members Mstep: Class 7 contains 12554 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3483 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8859 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2045 members Mstep: Class 16 contains 3059 members Mstep: Class 17 contains 2710 members Mstep: Class 18 contains 3309 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 385 members Mstep: Class 21 contains 8170 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 240709 members Mstep: Class 25 contains 128 members Entering Unmasked Estep ConsiderDeletion Score: -55441980.000000 Penalty: 80688.281250 Iteration 372Q: 26 clusters Score -5.544198e+07 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 21790 members Mstep: Class 3 contains 52304 members Mstep: Class 4 contains 65511 members Mstep: Class 5 contains 6670 members Mstep: Class 6 contains 8425 members Mstep: Class 7 contains 12522 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3482 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8870 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2048 members Mstep: Class 16 contains 3057 members Mstep: Class 17 contains 2692 members Mstep: Class 18 contains 3314 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 385 members Mstep: Class 21 contains 8171 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 240835 members Mstep: Class 25 contains 128 members Entering Unmasked Estep ConsiderDeletion Score: -55442040.000000 Penalty: 80688.281250 Iteration 373Q: 26 clusters Score -5.544204e+07 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 21652 members Mstep: Class 3 contains 52298 members Mstep: Class 4 contains 65510 members Mstep: Class 5 contains 6726 members Mstep: Class 6 contains 8431 members Mstep: Class 7 contains 12493 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3482 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8878 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3055 members Mstep: Class 17 contains 2682 members Mstep: Class 18 contains 3311 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 385 members Mstep: Class 21 contains 8171 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 240949 members Mstep: Class 25 contains 128 members Entering Unmasked Estep ConsiderDeletion Score: -55442076.000000 Penalty: 80688.281250 Iteration 374Q: 26 clusters Score -5.544208e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 21506 members Mstep: Class 3 contains 52291 members Mstep: Class 4 contains 65510 members Mstep: Class 5 contains 6778 members Mstep: Class 6 contains 8436 members Mstep: Class 7 contains 12470 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3482 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8883 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3054 members Mstep: Class 17 contains 2675 members Mstep: Class 18 contains 3313 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 385 members Mstep: Class 21 contains 8168 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241073 members Mstep: Class 25 contains 128 members Entering Unmasked Estep ConsiderDeletion Score: -55442068.000000 Penalty: 80688.281250 Iteration 375Q: 26 clusters Score -5.544207e+07 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 21387 members Mstep: Class 3 contains 52289 members Mstep: Class 4 contains 65509 members Mstep: Class 5 contains 6820 members Mstep: Class 6 contains 8442 members Mstep: Class 7 contains 12453 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3481 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8888 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3051 members Mstep: Class 17 contains 2666 members Mstep: Class 18 contains 3313 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 385 members Mstep: Class 21 contains 8168 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241173 members Mstep: Class 25 contains 128 members Entering Unmasked Estep ConsiderDeletion Score: -55442136.000000 Penalty: 80688.281250 Iteration 376Q: 26 clusters Score -5.544214e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 21305 members Mstep: Class 3 contains 52290 members Mstep: Class 4 contains 65510 members Mstep: Class 5 contains 6848 members Mstep: Class 6 contains 8449 members Mstep: Class 7 contains 12443 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3480 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8896 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3049 members Mstep: Class 17 contains 2663 members Mstep: Class 18 contains 3318 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 385 members Mstep: Class 21 contains 8168 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241222 members Mstep: Class 25 contains 128 members Entering Unmasked Estep ConsiderDeletion Score: -55442188.000000 Penalty: 80688.281250 Iteration 377Q: 26 clusters Score -5.544219e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 21234 members Mstep: Class 3 contains 52294 members Mstep: Class 4 contains 65511 members Mstep: Class 5 contains 6879 members Mstep: Class 6 contains 8455 members Mstep: Class 7 contains 12433 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3479 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8904 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3047 members Mstep: Class 17 contains 2660 members Mstep: Class 18 contains 3326 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 385 members Mstep: Class 21 contains 8170 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241248 members Mstep: Class 25 contains 128 members Entering Unmasked Estep ConsiderDeletion Score: -55442196.000000 Penalty: 80688.281250 Iteration 378Q: 26 clusters Score -5.54422e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 21172 members Mstep: Class 3 contains 52296 members Mstep: Class 4 contains 65515 members Mstep: Class 5 contains 6901 members Mstep: Class 6 contains 8461 members Mstep: Class 7 contains 12421 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3479 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8912 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3045 members Mstep: Class 17 contains 2657 members Mstep: Class 18 contains 3332 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 385 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241281 members Mstep: Class 25 contains 128 members Entering Unmasked Estep ConsiderDeletion Score: -55442204.000000 Penalty: 80688.281250 Iteration 379Q: 26 clusters Score -5.54422e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 21124 members Mstep: Class 3 contains 52295 members Mstep: Class 4 contains 65515 members Mstep: Class 5 contains 6912 members Mstep: Class 6 contains 8466 members Mstep: Class 7 contains 12403 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3479 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8920 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3045 members Mstep: Class 17 contains 2656 members Mstep: Class 18 contains 3335 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 385 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241319 members Mstep: Class 25 contains 128 members Entering Unmasked Estep ConsiderDeletion Score: -55442208.000000 Penalty: 80688.281250 Iteration 380F: 26 clusters Score -5.544221e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 21075 members Mstep: Class 3 contains 52298 members Mstep: Class 4 contains 65515 members Mstep: Class 5 contains 6927 members Mstep: Class 6 contains 8471 members Mstep: Class 7 contains 12389 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3479 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8925 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3045 members Mstep: Class 17 contains 2653 members Mstep: Class 18 contains 3335 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8166 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241358 members Mstep: Class 25 contains 130 members Entering Unmasked Estep ConsiderDeletion Score: -55442308.000000 Penalty: 80688.281250 Iteration 381Q: 26 clusters Score -5.544231e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 21020 members Mstep: Class 3 contains 52298 members Mstep: Class 4 contains 65515 members Mstep: Class 5 contains 6936 members Mstep: Class 6 contains 8478 members Mstep: Class 7 contains 12371 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3479 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8931 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3043 members Mstep: Class 17 contains 2652 members Mstep: Class 18 contains 3335 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8168 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241410 members Mstep: Class 25 contains 130 members Entering Unmasked Estep ConsiderDeletion Score: -55442276.000000 Penalty: 80688.281250 Iteration 382Q: 26 clusters Score -5.544228e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 20966 members Mstep: Class 3 contains 52299 members Mstep: Class 4 contains 65515 members Mstep: Class 5 contains 6947 members Mstep: Class 6 contains 8486 members Mstep: Class 7 contains 12350 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3479 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8931 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3043 members Mstep: Class 17 contains 2652 members Mstep: Class 18 contains 3335 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241466 members Mstep: Class 25 contains 130 members Entering Unmasked Estep ConsiderDeletion Score: -55442304.000000 Penalty: 80688.281250 Iteration 383Q: 26 clusters Score -5.54423e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 5002 members Mstep: Class 2 contains 20931 members Mstep: Class 3 contains 52297 members Mstep: Class 4 contains 65515 members Mstep: Class 5 contains 6955 members Mstep: Class 6 contains 8490 members Mstep: Class 7 contains 12329 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8933 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3043 members Mstep: Class 17 contains 2651 members Mstep: Class 18 contains 3335 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8166 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241514 members Mstep: Class 25 contains 130 members Entering Unmasked Estep ConsiderDeletion Score: -55442332.000000 Penalty: 80688.281250 Iteration 384Q: 26 clusters Score -5.544233e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 20891 members Mstep: Class 3 contains 52299 members Mstep: Class 4 contains 65517 members Mstep: Class 5 contains 6959 members Mstep: Class 6 contains 8494 members Mstep: Class 7 contains 12308 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8936 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 2651 members Mstep: Class 18 contains 3335 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8166 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241558 members Mstep: Class 25 contains 130 members Entering Unmasked Estep ConsiderDeletion Score: -55442296.000000 Penalty: 80688.281250 Iteration 385Q: 26 clusters Score -5.54423e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 20849 members Mstep: Class 3 contains 52300 members Mstep: Class 4 contains 65520 members Mstep: Class 5 contains 6962 members Mstep: Class 6 contains 8500 members Mstep: Class 7 contains 12295 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8937 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3044 members Mstep: Class 17 contains 2650 members Mstep: Class 18 contains 3335 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241598 members Mstep: Class 25 contains 130 members Entering Unmasked Estep ConsiderDeletion Score: -55442388.000000 Penalty: 80688.281250 Iteration 386Q: 26 clusters Score -5.544239e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 20817 members Mstep: Class 3 contains 52302 members Mstep: Class 4 contains 65520 members Mstep: Class 5 contains 6964 members Mstep: Class 6 contains 8506 members Mstep: Class 7 contains 12286 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8937 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3043 members Mstep: Class 17 contains 2650 members Mstep: Class 18 contains 3335 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241630 members Mstep: Class 25 contains 130 members Entering Unmasked Estep ConsiderDeletion Score: -55442356.000000 Penalty: 80688.281250 Iteration 387Q: 26 clusters Score -5.544236e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 20793 members Mstep: Class 3 contains 52303 members Mstep: Class 4 contains 65522 members Mstep: Class 5 contains 6966 members Mstep: Class 6 contains 8509 members Mstep: Class 7 contains 12279 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8937 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3042 members Mstep: Class 17 contains 2650 members Mstep: Class 18 contains 3334 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241655 members Mstep: Class 25 contains 130 members Entering Unmasked Estep ConsiderDeletion Score: -55442344.000000 Penalty: 80688.281250 Iteration 388Q: 26 clusters Score -5.544234e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 20772 members Mstep: Class 3 contains 52307 members Mstep: Class 4 contains 65523 members Mstep: Class 5 contains 6967 members Mstep: Class 6 contains 8511 members Mstep: Class 7 contains 12273 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8937 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3041 members Mstep: Class 17 contains 2649 members Mstep: Class 18 contains 3334 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241676 members Mstep: Class 25 contains 130 members Entering Unmasked Estep ConsiderDeletion Score: -55442284.000000 Penalty: 80688.281250 Iteration 389Q: 26 clusters Score -5.544228e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 20759 members Mstep: Class 3 contains 52307 members Mstep: Class 4 contains 65525 members Mstep: Class 5 contains 6970 members Mstep: Class 6 contains 8513 members Mstep: Class 7 contains 12266 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8936 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3040 members Mstep: Class 17 contains 2649 members Mstep: Class 18 contains 3334 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241691 members Mstep: Class 25 contains 130 members Entering Unmasked Estep ConsiderDeletion Score: -55442268.000000 Penalty: 80688.281250 Iteration 390Q: 26 clusters Score -5.544227e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 20749 members Mstep: Class 3 contains 52309 members Mstep: Class 4 contains 65525 members Mstep: Class 5 contains 6975 members Mstep: Class 6 contains 8515 members Mstep: Class 7 contains 12257 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8936 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3039 members Mstep: Class 17 contains 2649 members Mstep: Class 18 contains 3334 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241702 members Mstep: Class 25 contains 130 members Entering Unmasked Estep ConsiderDeletion Score: -55442268.000000 Penalty: 80688.281250 Iteration 391Q: 26 clusters Score -5.544227e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 20735 members Mstep: Class 3 contains 52309 members Mstep: Class 4 contains 65525 members Mstep: Class 5 contains 6976 members Mstep: Class 6 contains 8517 members Mstep: Class 7 contains 12252 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8937 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3038 members Mstep: Class 17 contains 2649 members Mstep: Class 18 contains 3334 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241718 members Mstep: Class 25 contains 130 members Entering Unmasked Estep ConsiderDeletion Score: -55442288.000000 Penalty: 80688.281250 Iteration 392Q: 26 clusters Score -5.544229e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 20726 members Mstep: Class 3 contains 52309 members Mstep: Class 4 contains 65525 members Mstep: Class 5 contains 6977 members Mstep: Class 6 contains 8522 members Mstep: Class 7 contains 12247 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8939 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3039 members Mstep: Class 17 contains 2649 members Mstep: Class 18 contains 3334 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241723 members Mstep: Class 25 contains 130 members Entering Unmasked Estep ConsiderDeletion Score: -55442292.000000 Penalty: 80688.281250 Iteration 393Q: 26 clusters Score -5.544229e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 5005 members Mstep: Class 2 contains 20716 members Mstep: Class 3 contains 52310 members Mstep: Class 4 contains 65526 members Mstep: Class 5 contains 6978 members Mstep: Class 6 contains 8524 members Mstep: Class 7 contains 12244 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8940 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3038 members Mstep: Class 17 contains 2648 members Mstep: Class 18 contains 3334 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241731 members Mstep: Class 25 contains 130 members Entering Unmasked Estep ConsiderDeletion Score: -55442268.000000 Penalty: 80688.281250 Iteration 394Q: 26 clusters Score -5.544227e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 20712 members Mstep: Class 3 contains 52312 members Mstep: Class 4 contains 65527 members Mstep: Class 5 contains 6981 members Mstep: Class 6 contains 8525 members Mstep: Class 7 contains 12240 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8940 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3038 members Mstep: Class 17 contains 2646 members Mstep: Class 18 contains 3334 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241733 members Mstep: Class 25 contains 130 members Entering Unmasked Estep ConsiderDeletion Score: -55442284.000000 Penalty: 80688.281250 Iteration 395Q: 26 clusters Score -5.544228e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 20708 members Mstep: Class 3 contains 52313 members Mstep: Class 4 contains 65527 members Mstep: Class 5 contains 6982 members Mstep: Class 6 contains 8526 members Mstep: Class 7 contains 12236 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8941 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3038 members Mstep: Class 17 contains 2645 members Mstep: Class 18 contains 3334 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241738 members Mstep: Class 25 contains 130 members Entering Unmasked Estep ConsiderDeletion Score: -55442288.000000 Penalty: 80688.281250 Iteration 396Q: 26 clusters Score -5.544229e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 20708 members Mstep: Class 3 contains 52313 members Mstep: Class 4 contains 65527 members Mstep: Class 5 contains 6983 members Mstep: Class 6 contains 8528 members Mstep: Class 7 contains 12228 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8941 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3038 members Mstep: Class 17 contains 2644 members Mstep: Class 18 contains 3334 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241744 members Mstep: Class 25 contains 130 members Entering Unmasked Estep ConsiderDeletion Score: -55442256.000000 Penalty: 80688.281250 Iteration 397Q: 26 clusters Score -5.544226e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 20706 members Mstep: Class 3 contains 52313 members Mstep: Class 4 contains 65527 members Mstep: Class 5 contains 6984 members Mstep: Class 6 contains 8528 members Mstep: Class 7 contains 12223 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8941 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3038 members Mstep: Class 17 contains 2644 members Mstep: Class 18 contains 3334 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241750 members Mstep: Class 25 contains 130 members Entering Unmasked Estep ConsiderDeletion Score: -55442280.000000 Penalty: 80688.281250 Iteration 398Q: 26 clusters Score -5.544228e+07 nChanged 14 Entering ConstructFrom: Score: -55442280.000000 Penalty: 80688.281250 Entering ConstructFrom: Trying to split cluster 1 (5006 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Entering Unmasked Estep Score: -639401.812500 Penalty: 2112.561279 Iteration 0F: 2 clusters Score -639401.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -634830.062500 Penalty: 4225.122559 Iteration 0F: 3 clusters Score -634830.1 nChanged 1904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -635878.312500 Penalty: 4225.122559 Iteration 1F: 3 clusters Score -635878.3 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -636114.500000 Penalty: 4225.122559 Iteration 2F: 3 clusters Score -636114.5 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -636265.250000 Penalty: 4225.122559 Iteration 3F: 3 clusters Score -636265.2 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -636389.687500 Penalty: 4225.122559 Iteration 4Q: 3 clusters Score -636389.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -636465.750000 Penalty: 4225.122559 Iteration 5Q: 3 clusters Score -636465.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -636517.875000 Penalty: 4225.122559 Iteration 6Q: 3 clusters Score -636517.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -636559.687500 Penalty: 4225.122559 Iteration 7Q: 3 clusters Score -636559.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -636593.250000 Penalty: 4225.122559 Iteration 8Q: 3 clusters Score -636593.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -636623.812500 Penalty: 4225.122559 Iteration 9Q: 3 clusters Score -636623.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -636647.500000 Penalty: 4225.122559 Iteration 10Q: 3 clusters Score -636647.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -636674.562500 Penalty: 4225.122559 Iteration 11Q: 3 clusters Score -636674.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -636705.937500 Penalty: 4225.122559 Iteration 12Q: 3 clusters Score -636705.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -636729.187500 Penalty: 4225.122559 Iteration 13Q: 3 clusters Score -636729.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -636748.812500 Penalty: 4225.122559 Iteration 14Q: 3 clusters Score -636748.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -636763.500000 Penalty: 4225.122559 Iteration 15Q: 3 clusters Score -636763.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -636783.250000 Penalty: 4225.122559 Iteration 16Q: 3 clusters Score -636783.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -636805.187500 Penalty: 4225.122559 Iteration 17Q: 3 clusters Score -636805.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -636833.437500 Penalty: 4225.122559 Iteration 18Q: 3 clusters Score -636833.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -636858.375000 Penalty: 4225.122559 Iteration 19Q: 3 clusters Score -636858.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -636881.625000 Penalty: 4225.122559 Iteration 20F: 3 clusters Score -636881.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -636907.437500 Penalty: 4225.122559 Iteration 21Q: 3 clusters Score -636907.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -636931.937500 Penalty: 4225.122559 Iteration 22Q: 3 clusters Score -636931.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -636951.750000 Penalty: 4225.122559 Iteration 23Q: 3 clusters Score -636951.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -636972.000000 Penalty: 4225.122559 Iteration 24Q: 3 clusters Score -636972 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -636991.312500 Penalty: 4225.122559 Iteration 25Q: 3 clusters Score -636991.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -637015.500000 Penalty: 4225.122559 Iteration 26Q: 3 clusters Score -637015.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -637043.875000 Penalty: 4225.122559 Iteration 27Q: 3 clusters Score -637043.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -637065.875000 Penalty: 4225.122559 Iteration 28Q: 3 clusters Score -637065.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -637083.812500 Penalty: 4225.122559 Iteration 29Q: 3 clusters Score -637083.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -637102.437500 Penalty: 4225.122559 Iteration 30Q: 3 clusters Score -637102.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -637119.562500 Penalty: 4225.122559 Iteration 31Q: 3 clusters Score -637119.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -637143.187500 Penalty: 4225.122559 Iteration 32Q: 3 clusters Score -637143.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -637168.875000 Penalty: 4225.122559 Iteration 33Q: 3 clusters Score -637168.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -637203.312500 Penalty: 4225.122559 Iteration 34Q: 3 clusters Score -637203.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -637226.500000 Penalty: 4225.122559 Iteration 35Q: 3 clusters Score -637226.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -637250.750000 Penalty: 4225.122559 Iteration 36Q: 3 clusters Score -637250.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -637277.500000 Penalty: 4225.122559 Iteration 37Q: 3 clusters Score -637277.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -637293.687500 Penalty: 4225.122559 Iteration 38Q: 3 clusters Score -637293.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -637314.062500 Penalty: 4225.122559 Iteration 39Q: 3 clusters Score -637314.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -637329.312500 Penalty: 4225.122559 Iteration 40F: 3 clusters Score -637329.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -637338.875000 Penalty: 4225.122559 Iteration 41Q: 3 clusters Score -637338.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -637343.625000 Penalty: 4225.122559 Iteration 42Q: 3 clusters Score -637343.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -637349.125000 Penalty: 4225.122559 Iteration 43Q: 3 clusters Score -637349.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -637352.250000 Penalty: 4225.122559 Iteration 44Q: 3 clusters Score -637352.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -637353.375000 Penalty: 4225.122559 Iteration 45Q: 3 clusters Score -637353.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -637357.625000 Penalty: 4225.122559 Iteration 46Q: 3 clusters Score -637357.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -637361.125000 Penalty: 4225.122559 Iteration 47Q: 3 clusters Score -637361.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -637364.812500 Penalty: 4225.122559 Iteration 48Q: 3 clusters Score -637364.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -637367.875000 Penalty: 4225.122559 Iteration 49Q: 3 clusters Score -637367.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -637370.500000 Penalty: 4225.122559 Iteration 50Q: 3 clusters Score -637370.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -637376.500000 Penalty: 4225.122559 Iteration 51Q: 3 clusters Score -637376.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -637383.000000 Penalty: 4225.122559 Iteration 52Q: 3 clusters Score -637383 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -637390.062500 Penalty: 4225.122559 Iteration 53Q: 3 clusters Score -637390.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -637393.312500 Penalty: 4225.122559 Iteration 54Q: 3 clusters Score -637393.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -637393.562500 Penalty: 4225.122559 Iteration 55Q: 3 clusters Score -637393.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -637396.437500 Penalty: 4225.122559 Iteration 56Q: 3 clusters Score -637396.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -637397.062500 Penalty: 4225.122559 Iteration 57Q: 3 clusters Score -637397.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -637398.312500 Penalty: 4225.122559 Iteration 58Q: 3 clusters Score -637398.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -637401.437500 Penalty: 4225.122559 Iteration 59Q: 3 clusters Score -637401.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -637401.687500 Penalty: 4225.122559 Iteration 60F: 3 clusters Score -637401.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -637402.812500 Penalty: 4225.122559 Iteration 61Q: 3 clusters Score -637402.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -637403.750000 Penalty: 4225.122559 Iteration 62Q: 3 clusters Score -637403.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -637407.312500 Penalty: 4225.122559 Iteration 63Q: 3 clusters Score -637407.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -637408.000000 Penalty: 4225.122559 Iteration 64Q: 3 clusters Score -637408 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -637412.500000 Penalty: 4225.122559 Iteration 65Q: 3 clusters Score -637412.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -637413.875000 Penalty: 4225.122559 Iteration 66Q: 3 clusters Score -637413.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -637414.250000 Penalty: 4225.122559 Iteration 67Q: 3 clusters Score -637414.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -637415.250000 Penalty: 4225.122559 Iteration 68Q: 3 clusters Score -637415.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -637415.875000 Penalty: 4225.122559 Iteration 69Q: 3 clusters Score -637415.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -637415.875000 Penalty: 4225.122559 Iteration 70Q: 3 clusters Score -637415.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -637415.875000 Penalty: 4225.122559 Iteration 71F: 3 clusters Score -637415.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (20702 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20702 members Entering Unmasked Estep Score: -2593632.500000 Penalty: 2464.620361 Iteration 0F: 2 clusters Score -2593632 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10407 members Mstep: Class 2 contains 10295 members Entering Unmasked Estep Score: -2579086.500000 Penalty: 4929.240723 Iteration 0F: 3 clusters Score -2579086 nChanged 9049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10704 members Mstep: Class 2 contains 9998 members Entering Unmasked Estep Score: -2583822.500000 Penalty: 4929.240723 Iteration 1F: 3 clusters Score -2583822 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10949 members Mstep: Class 2 contains 9753 members Entering Unmasked Estep Score: -2584157.000000 Penalty: 4929.240723 Iteration 2Q: 3 clusters Score -2584157 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11262 members Mstep: Class 2 contains 9440 members Entering Unmasked Estep Score: -2584440.250000 Penalty: 4929.240723 Iteration 3Q: 3 clusters Score -2584440 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11647 members Mstep: Class 2 contains 9055 members Entering Unmasked Estep Score: -2584677.250000 Penalty: 4929.240723 Iteration 4Q: 3 clusters Score -2584677 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12141 members Mstep: Class 2 contains 8561 members Entering Unmasked Estep Score: -2584924.250000 Penalty: 4929.240723 Iteration 5Q: 3 clusters Score -2584924 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12740 members Mstep: Class 2 contains 7962 members Entering Unmasked Estep Score: -2585190.500000 Penalty: 4929.240723 Iteration 6Q: 3 clusters Score -2585190 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13530 members Mstep: Class 2 contains 7172 members Entering Unmasked Estep Score: -2585585.750000 Penalty: 4929.240723 Iteration 7Q: 3 clusters Score -2585586 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14532 members Mstep: Class 2 contains 6170 members Entering Unmasked Estep Score: -2586159.250000 Penalty: 4929.240723 Iteration 8Q: 3 clusters Score -2586159 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15752 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -2587005.500000 Penalty: 4929.240723 Iteration 9F: 3 clusters Score -2587006 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17111 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -2588120.500000 Penalty: 4929.240723 Iteration 10F: 3 clusters Score -2588120 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18457 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -2589355.250000 Penalty: 4929.240723 Iteration 11F: 3 clusters Score -2589355 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19462 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -2590308.250000 Penalty: 4929.240723 Iteration 12Q: 3 clusters Score -2590308 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20033 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -2590883.000000 Penalty: 4929.240723 Iteration 13Q: 3 clusters Score -2590883 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20272 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -2591134.000000 Penalty: 4929.240723 Iteration 14Q: 3 clusters Score -2591134 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20372 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -2591261.250000 Penalty: 4929.240723 Iteration 15Q: 3 clusters Score -2591261 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20412 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -2591326.500000 Penalty: 4929.240723 Iteration 16Q: 3 clusters Score -2591326 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20434 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -2591367.000000 Penalty: 4929.240723 Iteration 17Q: 3 clusters Score -2591367 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20443 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -2591394.500000 Penalty: 4929.240723 Iteration 18Q: 3 clusters Score -2591394 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20452 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -2591420.500000 Penalty: 4929.240723 Iteration 19Q: 3 clusters Score -2591420 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20454 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -2591427.500000 Penalty: 4929.240723 Iteration 20F: 3 clusters Score -2591428 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20455 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -2591434.500000 Penalty: 4929.240723 Iteration 21Q: 3 clusters Score -2591434 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20458 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -2591442.750000 Penalty: 4929.240723 Iteration 22Q: 3 clusters Score -2591443 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20462 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -2591448.750000 Penalty: 4929.240723 Iteration 23Q: 3 clusters Score -2591449 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20464 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -2591454.250000 Penalty: 4929.240723 Iteration 24Q: 3 clusters Score -2591454 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20465 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -2591454.750000 Penalty: 4929.240723 Iteration 25Q: 3 clusters Score -2591455 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20464 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -2591456.000000 Penalty: 4929.240723 Iteration 26Q: 3 clusters Score -2591456 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20465 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -2591457.500000 Penalty: 4929.240723 Iteration 27Q: 3 clusters Score -2591458 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20466 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -2591460.000000 Penalty: 4929.240723 Iteration 28Q: 3 clusters Score -2591460 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20467 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -2591461.500000 Penalty: 4929.240723 Iteration 29Q: 3 clusters Score -2591462 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20467 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -2591461.500000 Penalty: 4929.240723 Iteration 30F: 3 clusters Score -2591462 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (52313 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52313 members Entering Unmasked Estep Score: -6682730.000000 Penalty: 2694.520020 Iteration 0F: 2 clusters Score -6682730 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26336 members Mstep: Class 2 contains 25977 members Entering Unmasked Estep Score: -6647328.500000 Penalty: 5389.040039 Iteration 0F: 3 clusters Score -6647328 nChanged 24446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28022 members Mstep: Class 2 contains 24291 members Entering Unmasked Estep Score: -6661268.500000 Penalty: 5389.040039 Iteration 1F: 3 clusters Score -6661268 nChanged 2563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29327 members Mstep: Class 2 contains 22986 members Entering Unmasked Estep Score: -6662478.500000 Penalty: 5389.040039 Iteration 2Q: 3 clusters Score -6662478 nChanged 3240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31401 members Mstep: Class 2 contains 20912 members Entering Unmasked Estep Score: -6664309.000000 Penalty: 5389.040039 Iteration 3F: 3 clusters Score -6664309 nChanged 3881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34430 members Mstep: Class 2 contains 17883 members Entering Unmasked Estep Score: -6666770.000000 Penalty: 5389.040039 Iteration 4F: 3 clusters Score -6666770 nChanged 4281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38317 members Mstep: Class 2 contains 13996 members Entering Unmasked Estep Score: -6669994.500000 Penalty: 5389.040039 Iteration 5F: 3 clusters Score -6669994 nChanged 4306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42495 members Mstep: Class 2 contains 9818 members Entering Unmasked Estep Score: -6673829.500000 Penalty: 5389.040039 Iteration 6F: 3 clusters Score -6673830 nChanged 3484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45949 members Mstep: Class 2 contains 6364 members Entering Unmasked Estep Score: -6677331.500000 Penalty: 5389.040039 Iteration 7F: 3 clusters Score -6677332 nChanged 2097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48030 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -6679870.500000 Penalty: 5389.040039 Iteration 8Q: 3 clusters Score -6679870 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48974 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -6681028.000000 Penalty: 5389.040039 Iteration 9Q: 3 clusters Score -6681028 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49420 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -6681347.500000 Penalty: 5389.040039 Iteration 10Q: 3 clusters Score -6681348 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49694 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -6681486.500000 Penalty: 5389.040039 Iteration 11Q: 3 clusters Score -6681486 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49892 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -6681578.500000 Penalty: 5389.040039 Iteration 12Q: 3 clusters Score -6681578 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50042 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -6681636.500000 Penalty: 5389.040039 Iteration 13Q: 3 clusters Score -6681636 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50142 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -6681655.500000 Penalty: 5389.040039 Iteration 14Q: 3 clusters Score -6681656 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50211 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -6681671.500000 Penalty: 5389.040039 Iteration 15Q: 3 clusters Score -6681672 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50255 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -6681688.500000 Penalty: 5389.040039 Iteration 16Q: 3 clusters Score -6681688 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50289 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -6681701.500000 Penalty: 5389.040039 Iteration 17Q: 3 clusters Score -6681702 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50310 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -6681701.000000 Penalty: 5389.040039 Iteration 18Q: 3 clusters Score -6681701 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50319 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -6681694.500000 Penalty: 5389.040039 Iteration 19Q: 3 clusters Score -6681694 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50327 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -6681696.500000 Penalty: 5389.040039 Iteration 20F: 3 clusters Score -6681696 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50336 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -6681701.500000 Penalty: 5389.040039 Iteration 21Q: 3 clusters Score -6681702 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50336 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -6681701.500000 Penalty: 5389.040039 Iteration 22F: 3 clusters Score -6681702 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (65527 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65527 members Entering Unmasked Estep Score: -8243269.500000 Penalty: 2750.374023 Iteration 0F: 2 clusters Score -8243270 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32813 members Mstep: Class 2 contains 32714 members Entering Unmasked Estep Score: -8199226.000000 Penalty: 5500.748047 Iteration 0F: 3 clusters Score -8199226 nChanged 30541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33488 members Mstep: Class 2 contains 32039 members Entering Unmasked Estep Score: -8216424.500000 Penalty: 5500.748047 Iteration 1F: 3 clusters Score -8216424 nChanged 2453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33949 members Mstep: Class 2 contains 31578 members Entering Unmasked Estep Score: -8217096.000000 Penalty: 5500.748047 Iteration 2Q: 3 clusters Score -8217096 nChanged 2553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34624 members Mstep: Class 2 contains 30903 members Entering Unmasked Estep Score: -8217865.000000 Penalty: 5500.748047 Iteration 3Q: 3 clusters Score -8217865 nChanged 2903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35685 members Mstep: Class 2 contains 29842 members Entering Unmasked Estep Score: -8219130.000000 Penalty: 5500.748047 Iteration 4Q: 3 clusters Score -8219130 nChanged 3516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37305 members Mstep: Class 2 contains 28222 members Entering Unmasked Estep Score: -8220893.500000 Penalty: 5500.748047 Iteration 5F: 3 clusters Score -8220894 nChanged 4080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39409 members Mstep: Class 2 contains 26118 members Entering Unmasked Estep Score: -8223407.000000 Penalty: 5500.748047 Iteration 6F: 3 clusters Score -8223407 nChanged 4612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41923 members Mstep: Class 2 contains 23604 members Entering Unmasked Estep Score: -8226688.500000 Penalty: 5500.748047 Iteration 7F: 3 clusters Score -8226688 nChanged 4502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44507 members Mstep: Class 2 contains 21020 members Entering Unmasked Estep Score: -8229882.000000 Penalty: 5500.748047 Iteration 8F: 3 clusters Score -8229882 nChanged 3814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46721 members Mstep: Class 2 contains 18806 members Entering Unmasked Estep Score: -8232337.500000 Penalty: 5500.748047 Iteration 9F: 3 clusters Score -8232338 nChanged 2922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48533 members Mstep: Class 2 contains 16994 members Entering Unmasked Estep Score: -8234289.500000 Penalty: 5500.748047 Iteration 10Q: 3 clusters Score -8234290 nChanged 2223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49898 members Mstep: Class 2 contains 15629 members Entering Unmasked Estep Score: -8235680.000000 Penalty: 5500.748047 Iteration 11Q: 3 clusters Score -8235680 nChanged 1717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50999 members Mstep: Class 2 contains 14528 members Entering Unmasked Estep Score: -8236800.000000 Penalty: 5500.748047 Iteration 12Q: 3 clusters Score -8236800 nChanged 1406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51921 members Mstep: Class 2 contains 13606 members Entering Unmasked Estep Score: -8237557.500000 Penalty: 5500.748047 Iteration 13Q: 3 clusters Score -8237558 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52739 members Mstep: Class 2 contains 12788 members Entering Unmasked Estep Score: -8238118.500000 Penalty: 5500.748047 Iteration 14Q: 3 clusters Score -8238118 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53535 members Mstep: Class 2 contains 11992 members Entering Unmasked Estep Score: -8238478.500000 Penalty: 5500.748047 Iteration 15Q: 3 clusters Score -8238478 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54312 members Mstep: Class 2 contains 11215 members Entering Unmasked Estep Score: -8238868.000000 Penalty: 5500.748047 Iteration 16Q: 3 clusters Score -8238868 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55052 members Mstep: Class 2 contains 10475 members Entering Unmasked Estep Score: -8239321.500000 Penalty: 5500.748047 Iteration 17Q: 3 clusters Score -8239322 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55801 members Mstep: Class 2 contains 9726 members Entering Unmasked Estep Score: -8239823.000000 Penalty: 5500.748047 Iteration 18Q: 3 clusters Score -8239823 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56494 members Mstep: Class 2 contains 9033 members Entering Unmasked Estep Score: -8240389.500000 Penalty: 5500.748047 Iteration 19Q: 3 clusters Score -8240390 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57104 members Mstep: Class 2 contains 8423 members Entering Unmasked Estep Score: -8241048.500000 Penalty: 5500.748047 Iteration 20F: 3 clusters Score -8241048 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57624 members Mstep: Class 2 contains 7903 members Entering Unmasked Estep Score: -8241499.500000 Penalty: 5500.748047 Iteration 21Q: 3 clusters Score -8241500 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57996 members Mstep: Class 2 contains 7531 members Entering Unmasked Estep Score: -8241721.500000 Penalty: 5500.748047 Iteration 22Q: 3 clusters Score -8241722 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58272 members Mstep: Class 2 contains 7255 members Entering Unmasked Estep Score: -8241827.000000 Penalty: 5500.748047 Iteration 23Q: 3 clusters Score -8241827 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58524 members Mstep: Class 2 contains 7003 members Entering Unmasked Estep Score: -8241913.000000 Penalty: 5500.748047 Iteration 24Q: 3 clusters Score -8241913 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58739 members Mstep: Class 2 contains 6788 members Entering Unmasked Estep Score: -8241966.000000 Penalty: 5500.748047 Iteration 25Q: 3 clusters Score -8241966 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58898 members Mstep: Class 2 contains 6629 members Entering Unmasked Estep Score: -8241996.000000 Penalty: 5500.748047 Iteration 26Q: 3 clusters Score -8241996 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59007 members Mstep: Class 2 contains 6520 members Entering Unmasked Estep Score: -8242015.000000 Penalty: 5500.748047 Iteration 27Q: 3 clusters Score -8242015 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59107 members Mstep: Class 2 contains 6420 members Entering Unmasked Estep Score: -8242042.500000 Penalty: 5500.748047 Iteration 28Q: 3 clusters Score -8242042 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59184 members Mstep: Class 2 contains 6343 members Entering Unmasked Estep Score: -8242033.500000 Penalty: 5500.748047 Iteration 29Q: 3 clusters Score -8242034 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59243 members Mstep: Class 2 contains 6284 members Entering Unmasked Estep Score: -8242046.000000 Penalty: 5500.748047 Iteration 30Q: 3 clusters Score -8242046 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59292 members Mstep: Class 2 contains 6235 members Entering Unmasked Estep Score: -8242054.000000 Penalty: 5500.748047 Iteration 31Q: 3 clusters Score -8242054 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59334 members Mstep: Class 2 contains 6193 members Entering Unmasked Estep Score: -8242054.000000 Penalty: 5500.748047 Iteration 32Q: 3 clusters Score -8242054 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59368 members Mstep: Class 2 contains 6159 members Entering Unmasked Estep Score: -8242072.500000 Penalty: 5500.748047 Iteration 33Q: 3 clusters Score -8242072 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59403 members Mstep: Class 2 contains 6124 members Entering Unmasked Estep Score: -8242082.500000 Penalty: 5500.748047 Iteration 34Q: 3 clusters Score -8242082 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59443 members Mstep: Class 2 contains 6084 members Entering Unmasked Estep Score: -8242087.000000 Penalty: 5500.748047 Iteration 35Q: 3 clusters Score -8242087 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59488 members Mstep: Class 2 contains 6039 members Entering Unmasked Estep Score: -8242085.500000 Penalty: 5500.748047 Iteration 36Q: 3 clusters Score -8242086 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59540 members Mstep: Class 2 contains 5987 members Entering Unmasked Estep Score: -8242105.500000 Penalty: 5500.748047 Iteration 37Q: 3 clusters Score -8242106 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59578 members Mstep: Class 2 contains 5949 members Entering Unmasked Estep Score: -8242095.500000 Penalty: 5500.748047 Iteration 38Q: 3 clusters Score -8242096 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59614 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -8242112.500000 Penalty: 5500.748047 Iteration 39Q: 3 clusters Score -8242112 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59642 members Mstep: Class 2 contains 5885 members Entering Unmasked Estep Score: -8242118.500000 Penalty: 5500.748047 Iteration 40F: 3 clusters Score -8242118 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59668 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -8242115.000000 Penalty: 5500.748047 Iteration 41Q: 3 clusters Score -8242115 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59693 members Mstep: Class 2 contains 5834 members Entering Unmasked Estep Score: -8242118.000000 Penalty: 5500.748047 Iteration 42Q: 3 clusters Score -8242118 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59715 members Mstep: Class 2 contains 5812 members Entering Unmasked Estep Score: -8242108.000000 Penalty: 5500.748047 Iteration 43Q: 3 clusters Score -8242108 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59739 members Mstep: Class 2 contains 5788 members Entering Unmasked Estep Score: -8242112.500000 Penalty: 5500.748047 Iteration 44Q: 3 clusters Score -8242112 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59760 members Mstep: Class 2 contains 5767 members Entering Unmasked Estep Score: -8242113.500000 Penalty: 5500.748047 Iteration 45Q: 3 clusters Score -8242114 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59773 members Mstep: Class 2 contains 5754 members Entering Unmasked Estep Score: -8242118.500000 Penalty: 5500.748047 Iteration 46Q: 3 clusters Score -8242118 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59784 members Mstep: Class 2 contains 5743 members Entering Unmasked Estep Score: -8242124.500000 Penalty: 5500.748047 Iteration 47Q: 3 clusters Score -8242124 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59793 members Mstep: Class 2 contains 5734 members Entering Unmasked Estep Score: -8242116.500000 Penalty: 5500.748047 Iteration 48Q: 3 clusters Score -8242116 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59799 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -8242126.000000 Penalty: 5500.748047 Iteration 49Q: 3 clusters Score -8242126 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59805 members Mstep: Class 2 contains 5722 members Entering Unmasked Estep Score: -8242120.000000 Penalty: 5500.748047 Iteration 50Q: 3 clusters Score -8242120 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59811 members Mstep: Class 2 contains 5716 members Entering Unmasked Estep Score: -8242120.000000 Penalty: 5500.748047 Iteration 51Q: 3 clusters Score -8242120 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59816 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -8242119.500000 Penalty: 5500.748047 Iteration 52Q: 3 clusters Score -8242120 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59823 members Mstep: Class 2 contains 5704 members Entering Unmasked Estep Score: -8242124.000000 Penalty: 5500.748047 Iteration 53Q: 3 clusters Score -8242124 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59825 members Mstep: Class 2 contains 5702 members Entering Unmasked Estep Score: -8242125.000000 Penalty: 5500.748047 Iteration 54Q: 3 clusters Score -8242125 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59828 members Mstep: Class 2 contains 5699 members Entering Unmasked Estep Score: -8242114.500000 Penalty: 5500.748047 Iteration 55Q: 3 clusters Score -8242114 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59832 members Mstep: Class 2 contains 5695 members Entering Unmasked Estep Score: -8242115.000000 Penalty: 5500.748047 Iteration 56Q: 3 clusters Score -8242115 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59836 members Mstep: Class 2 contains 5691 members Entering Unmasked Estep Score: -8242114.000000 Penalty: 5500.748047 Iteration 57Q: 3 clusters Score -8242114 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59838 members Mstep: Class 2 contains 5689 members Entering Unmasked Estep Score: -8242111.500000 Penalty: 5500.748047 Iteration 58Q: 3 clusters Score -8242112 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59840 members Mstep: Class 2 contains 5687 members Entering Unmasked Estep Score: -8242110.000000 Penalty: 5500.748047 Iteration 59Q: 3 clusters Score -8242110 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59844 members Mstep: Class 2 contains 5683 members Entering Unmasked Estep Score: -8242115.500000 Penalty: 5500.748047 Iteration 60F: 3 clusters Score -8242116 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59848 members Mstep: Class 2 contains 5679 members Entering Unmasked Estep Score: -8242111.000000 Penalty: 5500.748047 Iteration 61Q: 3 clusters Score -8242111 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59852 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -8242114.500000 Penalty: 5500.748047 Iteration 62Q: 3 clusters Score -8242114 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59857 members Mstep: Class 2 contains 5670 members Entering Unmasked Estep Score: -8242116.000000 Penalty: 5500.748047 Iteration 63Q: 3 clusters Score -8242116 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59860 members Mstep: Class 2 contains 5667 members Entering Unmasked Estep Score: -8242119.000000 Penalty: 5500.748047 Iteration 64Q: 3 clusters Score -8242119 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59865 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -8242116.500000 Penalty: 5500.748047 Iteration 65Q: 3 clusters Score -8242116 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59871 members Mstep: Class 2 contains 5656 members Entering Unmasked Estep Score: -8242120.500000 Penalty: 5500.748047 Iteration 66Q: 3 clusters Score -8242120 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59882 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -8242113.000000 Penalty: 5500.748047 Iteration 67Q: 3 clusters Score -8242113 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59889 members Mstep: Class 2 contains 5638 members Entering Unmasked Estep Score: -8242118.000000 Penalty: 5500.748047 Iteration 68Q: 3 clusters Score -8242118 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59891 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -8242114.000000 Penalty: 5500.748047 Iteration 69Q: 3 clusters Score -8242114 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59892 members Mstep: Class 2 contains 5635 members Entering Unmasked Estep Score: -8242114.000000 Penalty: 5500.748047 Iteration 70Q: 3 clusters Score -8242114 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59893 members Mstep: Class 2 contains 5634 members Entering Unmasked Estep Score: -8242113.000000 Penalty: 5500.748047 Iteration 71Q: 3 clusters Score -8242113 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59893 members Mstep: Class 2 contains 5634 members Entering Unmasked Estep Score: -8242113.000000 Penalty: 5500.748047 Iteration 72F: 3 clusters Score -8242113 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (6985 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6985 members Entering Unmasked Estep Score: -891434.437500 Penalty: 2195.177002 Iteration 0F: 2 clusters Score -891434.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -885713.437500 Penalty: 4390.354004 Iteration 0F: 3 clusters Score -885713.4 nChanged 2781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -887158.187500 Penalty: 4390.354004 Iteration 1F: 3 clusters Score -887158.2 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -887424.250000 Penalty: 4390.354004 Iteration 2F: 3 clusters Score -887424.2 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -887578.812500 Penalty: 4390.354004 Iteration 3Q: 3 clusters Score -887578.8 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -887685.500000 Penalty: 4390.354004 Iteration 4Q: 3 clusters Score -887685.5 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -887762.875000 Penalty: 4390.354004 Iteration 5Q: 3 clusters Score -887762.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -887828.187500 Penalty: 4390.354004 Iteration 6Q: 3 clusters Score -887828.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -887887.000000 Penalty: 4390.354004 Iteration 7Q: 3 clusters Score -887887 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -887942.750000 Penalty: 4390.354004 Iteration 8Q: 3 clusters Score -887942.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -887996.437500 Penalty: 4390.354004 Iteration 9Q: 3 clusters Score -887996.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -888050.875000 Penalty: 4390.354004 Iteration 10Q: 3 clusters Score -888050.9 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -888106.187500 Penalty: 4390.354004 Iteration 11Q: 3 clusters Score -888106.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -888157.000000 Penalty: 4390.354004 Iteration 12Q: 3 clusters Score -888157 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -888224.187500 Penalty: 4390.354004 Iteration 13Q: 3 clusters Score -888224.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -888308.812500 Penalty: 4390.354004 Iteration 14Q: 3 clusters Score -888308.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5032 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -888404.187500 Penalty: 4390.354004 Iteration 15Q: 3 clusters Score -888404.2 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -888534.437500 Penalty: 4390.354004 Iteration 16Q: 3 clusters Score -888534.4 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -888685.687500 Penalty: 4390.354004 Iteration 17Q: 3 clusters Score -888685.7 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5612 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -888847.062500 Penalty: 4390.354004 Iteration 18Q: 3 clusters Score -888847.1 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5812 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -889012.812500 Penalty: 4390.354004 Iteration 19Q: 3 clusters Score -889012.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5995 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -889174.500000 Penalty: 4390.354004 Iteration 20F: 3 clusters Score -889174.5 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6152 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -889321.562500 Penalty: 4390.354004 Iteration 21Q: 3 clusters Score -889321.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6292 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -889456.562500 Penalty: 4390.354004 Iteration 22Q: 3 clusters Score -889456.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -889544.687500 Penalty: 4390.354004 Iteration 23Q: 3 clusters Score -889544.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6453 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -889599.562500 Penalty: 4390.354004 Iteration 24Q: 3 clusters Score -889599.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6499 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -889640.750000 Penalty: 4390.354004 Iteration 25Q: 3 clusters Score -889640.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6538 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -889671.750000 Penalty: 4390.354004 Iteration 26Q: 3 clusters Score -889671.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -889685.562500 Penalty: 4390.354004 Iteration 27Q: 3 clusters Score -889685.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6570 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -889698.437500 Penalty: 4390.354004 Iteration 28Q: 3 clusters Score -889698.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6581 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -889706.812500 Penalty: 4390.354004 Iteration 29Q: 3 clusters Score -889706.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6587 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -889711.625000 Penalty: 4390.354004 Iteration 30Q: 3 clusters Score -889711.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6592 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -889716.125000 Penalty: 4390.354004 Iteration 31Q: 3 clusters Score -889716.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -889719.000000 Penalty: 4390.354004 Iteration 32Q: 3 clusters Score -889719 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -889720.500000 Penalty: 4390.354004 Iteration 33Q: 3 clusters Score -889720.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6595 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -889722.187500 Penalty: 4390.354004 Iteration 34Q: 3 clusters Score -889722.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -889723.062500 Penalty: 4390.354004 Iteration 35Q: 3 clusters Score -889723.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6595 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -889722.000000 Penalty: 4390.354004 Iteration 36Q: 3 clusters Score -889722 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6598 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -889724.875000 Penalty: 4390.354004 Iteration 37Q: 3 clusters Score -889724.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6600 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -889727.687500 Penalty: 4390.354004 Iteration 38Q: 3 clusters Score -889727.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6602 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -889730.625000 Penalty: 4390.354004 Iteration 39Q: 3 clusters Score -889730.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6606 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -889735.437500 Penalty: 4390.354004 Iteration 40F: 3 clusters Score -889735.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6610 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -889737.500000 Penalty: 4390.354004 Iteration 41Q: 3 clusters Score -889737.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6616 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -889745.625000 Penalty: 4390.354004 Iteration 42Q: 3 clusters Score -889745.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -889758.812500 Penalty: 4390.354004 Iteration 43Q: 3 clusters Score -889758.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6630 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -889760.562500 Penalty: 4390.354004 Iteration 44Q: 3 clusters Score -889760.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6632 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -889762.875000 Penalty: 4390.354004 Iteration 45Q: 3 clusters Score -889762.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6633 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -889762.812500 Penalty: 4390.354004 Iteration 46Q: 3 clusters Score -889762.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6634 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -889763.937500 Penalty: 4390.354004 Iteration 47Q: 3 clusters Score -889763.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6636 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -889765.062500 Penalty: 4390.354004 Iteration 48Q: 3 clusters Score -889765.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -889766.187500 Penalty: 4390.354004 Iteration 49Q: 3 clusters Score -889766.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6640 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -889769.875000 Penalty: 4390.354004 Iteration 50Q: 3 clusters Score -889769.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6643 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -889772.375000 Penalty: 4390.354004 Iteration 51Q: 3 clusters Score -889772.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6646 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -889774.812500 Penalty: 4390.354004 Iteration 52Q: 3 clusters Score -889774.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6647 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -889777.062500 Penalty: 4390.354004 Iteration 53Q: 3 clusters Score -889777.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6648 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -889776.687500 Penalty: 4390.354004 Iteration 54Q: 3 clusters Score -889776.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6651 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -889781.812500 Penalty: 4390.354004 Iteration 55Q: 3 clusters Score -889781.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6651 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -889781.812500 Penalty: 4390.354004 Iteration 56F: 3 clusters Score -889781.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (8528 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8528 members Entering Unmasked Estep Score: -1090109.125000 Penalty: 2244.675293 Iteration 0F: 2 clusters Score -1090109 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -1083363.125000 Penalty: 4489.350586 Iteration 0F: 3 clusters Score -1083363 nChanged 3537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -1085259.500000 Penalty: 4489.350586 Iteration 1F: 3 clusters Score -1085260 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -1085590.125000 Penalty: 4489.350586 Iteration 2F: 3 clusters Score -1085590 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -1085818.125000 Penalty: 4489.350586 Iteration 3F: 3 clusters Score -1085818 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -1086006.125000 Penalty: 4489.350586 Iteration 4Q: 3 clusters Score -1086006 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -1086196.875000 Penalty: 4489.350586 Iteration 5Q: 3 clusters Score -1086197 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -1086344.375000 Penalty: 4489.350586 Iteration 6Q: 3 clusters Score -1086344 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -1086471.375000 Penalty: 4489.350586 Iteration 7Q: 3 clusters Score -1086471 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -1086581.500000 Penalty: 4489.350586 Iteration 8Q: 3 clusters Score -1086582 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -1086696.375000 Penalty: 4489.350586 Iteration 9Q: 3 clusters Score -1086696 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -1086814.125000 Penalty: 4489.350586 Iteration 10Q: 3 clusters Score -1086814 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -1086954.625000 Penalty: 4489.350586 Iteration 11Q: 3 clusters Score -1086955 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -1087108.625000 Penalty: 4489.350586 Iteration 12Q: 3 clusters Score -1087109 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -1087262.375000 Penalty: 4489.350586 Iteration 13Q: 3 clusters Score -1087262 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6125 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -1087438.625000 Penalty: 4489.350586 Iteration 14Q: 3 clusters Score -1087439 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6418 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -1087639.625000 Penalty: 4489.350586 Iteration 15Q: 3 clusters Score -1087640 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6705 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -1087841.625000 Penalty: 4489.350586 Iteration 16Q: 3 clusters Score -1087842 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6961 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -1088013.375000 Penalty: 4489.350586 Iteration 17Q: 3 clusters Score -1088013 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7170 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -1088160.875000 Penalty: 4489.350586 Iteration 18Q: 3 clusters Score -1088161 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7322 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -1088265.375000 Penalty: 4489.350586 Iteration 19Q: 3 clusters Score -1088265 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7458 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -1088363.000000 Penalty: 4489.350586 Iteration 20F: 3 clusters Score -1088363 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7582 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -1088466.875000 Penalty: 4489.350586 Iteration 21Q: 3 clusters Score -1088467 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7675 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -1088538.125000 Penalty: 4489.350586 Iteration 22Q: 3 clusters Score -1088538 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7744 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -1088582.625000 Penalty: 4489.350586 Iteration 23Q: 3 clusters Score -1088583 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7795 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -1088619.750000 Penalty: 4489.350586 Iteration 24Q: 3 clusters Score -1088620 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7840 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -1088650.625000 Penalty: 4489.350586 Iteration 25Q: 3 clusters Score -1088651 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7872 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -1088671.250000 Penalty: 4489.350586 Iteration 26Q: 3 clusters Score -1088671 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7901 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -1088688.750000 Penalty: 4489.350586 Iteration 27Q: 3 clusters Score -1088689 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7917 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -1088699.000000 Penalty: 4489.350586 Iteration 28Q: 3 clusters Score -1088699 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7930 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -1088707.500000 Penalty: 4489.350586 Iteration 29Q: 3 clusters Score -1088708 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7942 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -1088714.125000 Penalty: 4489.350586 Iteration 30Q: 3 clusters Score -1088714 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7953 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -1088724.750000 Penalty: 4489.350586 Iteration 31Q: 3 clusters Score -1088725 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7960 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -1088723.750000 Penalty: 4489.350586 Iteration 32Q: 3 clusters Score -1088724 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7962 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -1088726.125000 Penalty: 4489.350586 Iteration 33Q: 3 clusters Score -1088726 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7964 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -1088727.250000 Penalty: 4489.350586 Iteration 34Q: 3 clusters Score -1088727 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7968 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -1088733.125000 Penalty: 4489.350586 Iteration 35Q: 3 clusters Score -1088733 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7971 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -1088735.375000 Penalty: 4489.350586 Iteration 36Q: 3 clusters Score -1088735 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7974 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -1088735.625000 Penalty: 4489.350586 Iteration 37Q: 3 clusters Score -1088736 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7976 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -1088736.125000 Penalty: 4489.350586 Iteration 38Q: 3 clusters Score -1088736 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7976 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -1088736.125000 Penalty: 4489.350586 Iteration 39F: 3 clusters Score -1088736 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (12218 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12218 members Entering Unmasked Estep Score: -1487724.375000 Penalty: 2333.844971 Iteration 0F: 2 clusters Score -1487724 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6130 members Mstep: Class 2 contains 6088 members Entering Unmasked Estep Score: -1478670.750000 Penalty: 4667.689941 Iteration 0F: 3 clusters Score -1478671 nChanged 5156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6174 members Mstep: Class 2 contains 6044 members Entering Unmasked Estep Score: -1481494.500000 Penalty: 4667.689941 Iteration 1F: 3 clusters Score -1481494 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6035 members Mstep: Class 2 contains 6183 members Entering Unmasked Estep Score: -1481918.000000 Penalty: 4667.689941 Iteration 2F: 3 clusters Score -1481918 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5834 members Mstep: Class 2 contains 6384 members Entering Unmasked Estep Score: -1482243.750000 Penalty: 4667.689941 Iteration 3F: 3 clusters Score -1482244 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5579 members Mstep: Class 2 contains 6639 members Entering Unmasked Estep Score: -1482532.500000 Penalty: 4667.689941 Iteration 4F: 3 clusters Score -1482532 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5207 members Mstep: Class 2 contains 7011 members Entering Unmasked Estep Score: -1482820.875000 Penalty: 4667.689941 Iteration 5Q: 3 clusters Score -1482821 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 7451 members Entering Unmasked Estep Score: -1483140.000000 Penalty: 4667.689941 Iteration 6Q: 3 clusters Score -1483140 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 7998 members Entering Unmasked Estep Score: -1483519.375000 Penalty: 4667.689941 Iteration 7F: 3 clusters Score -1483519 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 8602 members Entering Unmasked Estep Score: -1483938.125000 Penalty: 4667.689941 Iteration 8F: 3 clusters Score -1483938 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 9228 members Entering Unmasked Estep Score: -1484410.625000 Penalty: 4667.689941 Iteration 9F: 3 clusters Score -1484411 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 9867 members Entering Unmasked Estep Score: -1484928.000000 Penalty: 4667.689941 Iteration 10F: 3 clusters Score -1484928 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 10421 members Entering Unmasked Estep Score: -1485411.500000 Penalty: 4667.689941 Iteration 11Q: 3 clusters Score -1485412 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 10800 members Entering Unmasked Estep Score: -1485751.375000 Penalty: 4667.689941 Iteration 12Q: 3 clusters Score -1485751 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 11052 members Entering Unmasked Estep Score: -1485962.125000 Penalty: 4667.689941 Iteration 13Q: 3 clusters Score -1485962 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 11225 members Entering Unmasked Estep Score: -1486095.625000 Penalty: 4667.689941 Iteration 14Q: 3 clusters Score -1486096 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 11332 members Entering Unmasked Estep Score: -1486173.625000 Penalty: 4667.689941 Iteration 15Q: 3 clusters Score -1486174 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 11406 members Entering Unmasked Estep Score: -1486226.750000 Penalty: 4667.689941 Iteration 16Q: 3 clusters Score -1486227 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 11452 members Entering Unmasked Estep Score: -1486257.375000 Penalty: 4667.689941 Iteration 17Q: 3 clusters Score -1486257 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 11488 members Entering Unmasked Estep Score: -1486283.125000 Penalty: 4667.689941 Iteration 18Q: 3 clusters Score -1486283 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 11515 members Entering Unmasked Estep Score: -1486302.500000 Penalty: 4667.689941 Iteration 19Q: 3 clusters Score -1486302 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 11534 members Entering Unmasked Estep Score: -1486313.375000 Penalty: 4667.689941 Iteration 20F: 3 clusters Score -1486313 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 11543 members Entering Unmasked Estep Score: -1486317.250000 Penalty: 4667.689941 Iteration 21Q: 3 clusters Score -1486317 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 11555 members Entering Unmasked Estep Score: -1486326.500000 Penalty: 4667.689941 Iteration 22Q: 3 clusters Score -1486326 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 11565 members Entering Unmasked Estep Score: -1486329.875000 Penalty: 4667.689941 Iteration 23Q: 3 clusters Score -1486330 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 11573 members Entering Unmasked Estep Score: -1486332.500000 Penalty: 4667.689941 Iteration 24Q: 3 clusters Score -1486332 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 11575 members Entering Unmasked Estep Score: -1486332.375000 Penalty: 4667.689941 Iteration 25Q: 3 clusters Score -1486332 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 11579 members Entering Unmasked Estep Score: -1486336.125000 Penalty: 4667.689941 Iteration 26Q: 3 clusters Score -1486336 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 11582 members Entering Unmasked Estep Score: -1486338.125000 Penalty: 4667.689941 Iteration 27Q: 3 clusters Score -1486338 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 11585 members Entering Unmasked Estep Score: -1486338.625000 Penalty: 4667.689941 Iteration 28Q: 3 clusters Score -1486339 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 11586 members Entering Unmasked Estep Score: -1486339.000000 Penalty: 4667.689941 Iteration 29Q: 3 clusters Score -1486339 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 11586 members Entering Unmasked Estep Score: -1486339.000000 Penalty: 4667.689941 Iteration 30F: 3 clusters Score -1486339 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Entering Unmasked Estep Score: -28132.222656 Penalty: 1370.312378 Iteration 0F: 2 clusters Score -28132.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -26931.261719 Penalty: 2740.624756 Iteration 0F: 3 clusters Score -26931.26 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -27000.712891 Penalty: 2740.624756 Iteration 1F: 3 clusters Score -27000.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -27031.675781 Penalty: 2740.624756 Iteration 2Q: 3 clusters Score -27031.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -27047.457031 Penalty: 2740.624756 Iteration 3Q: 3 clusters Score -27047.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -27052.343750 Penalty: 2740.624756 Iteration 4Q: 3 clusters Score -27052.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -27062.097656 Penalty: 2740.624756 Iteration 5Q: 3 clusters Score -27062.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -27065.609375 Penalty: 2740.624756 Iteration 6Q: 3 clusters Score -27065.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -27065.609375 Penalty: 2740.624756 Iteration 7F: 3 clusters Score -27065.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Entering Unmasked Estep Score: -35135.558594 Penalty: 1428.988770 Iteration 0F: 2 clusters Score -35135.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -33815.843750 Penalty: 2857.977539 Iteration 0F: 3 clusters Score -33815.84 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -33902.691406 Penalty: 2857.977539 Iteration 1F: 3 clusters Score -33902.69 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -33961.132812 Penalty: 2857.977539 Iteration 2Q: 3 clusters Score -33961.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -33968.214844 Penalty: 2857.977539 Iteration 3Q: 3 clusters Score -33968.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -33979.160156 Penalty: 2857.977539 Iteration 4Q: 3 clusters Score -33979.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -33984.460938 Penalty: 2857.977539 Iteration 5Q: 3 clusters Score -33984.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -33988.074219 Penalty: 2857.977539 Iteration 6Q: 3 clusters Score -33988.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -33989.863281 Penalty: 2857.977539 Iteration 7Q: 3 clusters Score -33989.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -33989.863281 Penalty: 2857.977539 Iteration 8F: 3 clusters Score -33989.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (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: -46220.660156 Penalty: 1506.115112 Iteration 0F: 2 clusters Score -46220.66 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 211 members Entering Unmasked Estep Score: -44786.187500 Penalty: 3012.230225 Iteration 0F: 3 clusters Score -44786.19 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -44988.687500 Penalty: 3012.230225 Iteration 1F: 3 clusters Score -44988.69 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -45103.808594 Penalty: 3012.230225 Iteration 2F: 3 clusters Score -45103.81 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -45131.894531 Penalty: 3012.230225 Iteration 3Q: 3 clusters Score -45131.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -45156.429688 Penalty: 3012.230225 Iteration 4Q: 3 clusters Score -45156.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -45165.003906 Penalty: 3012.230225 Iteration 5Q: 3 clusters Score -45165 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -45173.289062 Penalty: 3012.230225 Iteration 6Q: 3 clusters Score -45173.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -45199.035156 Penalty: 3012.230225 Iteration 7Q: 3 clusters Score -45199.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -45216.218750 Penalty: 3012.230225 Iteration 8Q: 3 clusters Score -45216.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -45222.062500 Penalty: 3012.230225 Iteration 9Q: 3 clusters Score -45222.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -45222.062500 Penalty: 3012.230225 Iteration 10F: 3 clusters Score -45222.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3478 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Entering Unmasked Estep Score: -432483.968750 Penalty: 2022.244873 Iteration 0F: 2 clusters Score -432484 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -428908.000000 Penalty: 4044.489746 Iteration 0F: 3 clusters Score -428908 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -429669.906250 Penalty: 4044.489746 Iteration 1F: 3 clusters Score -429669.9 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -429864.687500 Penalty: 4044.489746 Iteration 2F: 3 clusters Score -429864.7 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -429971.062500 Penalty: 4044.489746 Iteration 3Q: 3 clusters Score -429971.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -430050.468750 Penalty: 4044.489746 Iteration 4Q: 3 clusters Score -430050.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -430122.375000 Penalty: 4044.489746 Iteration 5Q: 3 clusters Score -430122.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -430210.250000 Penalty: 4044.489746 Iteration 6Q: 3 clusters Score -430210.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -430305.281250 Penalty: 4044.489746 Iteration 7Q: 3 clusters Score -430305.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -430413.218750 Penalty: 4044.489746 Iteration 8Q: 3 clusters Score -430413.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -430536.718750 Penalty: 4044.489746 Iteration 9Q: 3 clusters Score -430536.7 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -430685.718750 Penalty: 4044.489746 Iteration 10Q: 3 clusters Score -430685.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -430848.375000 Penalty: 4044.489746 Iteration 11Q: 3 clusters Score -430848.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -430996.250000 Penalty: 4044.489746 Iteration 12Q: 3 clusters Score -430996.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -431083.406250 Penalty: 4044.489746 Iteration 13Q: 3 clusters Score -431083.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -431160.968750 Penalty: 4044.489746 Iteration 14Q: 3 clusters Score -431161 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -431212.781250 Penalty: 4044.489746 Iteration 15Q: 3 clusters Score -431212.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -431234.906250 Penalty: 4044.489746 Iteration 16Q: 3 clusters Score -431234.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -431244.187500 Penalty: 4044.489746 Iteration 17Q: 3 clusters Score -431244.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -431256.500000 Penalty: 4044.489746 Iteration 18Q: 3 clusters Score -431256.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -431259.968750 Penalty: 4044.489746 Iteration 19Q: 3 clusters Score -431260 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -431265.031250 Penalty: 4044.489746 Iteration 20F: 3 clusters Score -431265 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -431269.812500 Penalty: 4044.489746 Iteration 21Q: 3 clusters Score -431269.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -431274.218750 Penalty: 4044.489746 Iteration 22Q: 3 clusters Score -431274.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -431279.406250 Penalty: 4044.489746 Iteration 23Q: 3 clusters Score -431279.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -431284.062500 Penalty: 4044.489746 Iteration 24Q: 3 clusters Score -431284.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -431285.750000 Penalty: 4044.489746 Iteration 25Q: 3 clusters Score -431285.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -431285.593750 Penalty: 4044.489746 Iteration 26Q: 3 clusters Score -431285.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -431286.437500 Penalty: 4044.489746 Iteration 27Q: 3 clusters Score -431286.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -431286.875000 Penalty: 4044.489746 Iteration 28Q: 3 clusters Score -431286.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -431286.875000 Penalty: 4044.489746 Iteration 29F: 3 clusters Score -431286.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (609 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Entering Unmasked Estep Score: -72396.820312 Penalty: 1590.130981 Iteration 0F: 2 clusters Score -72396.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -70764.671875 Penalty: 3180.261963 Iteration 0F: 3 clusters Score -70764.67 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -70966.507812 Penalty: 3180.261963 Iteration 1F: 3 clusters Score -70966.51 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -71039.437500 Penalty: 3180.261963 Iteration 2Q: 3 clusters Score -71039.44 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -71078.125000 Penalty: 3180.261963 Iteration 3Q: 3 clusters Score -71078.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -71099.500000 Penalty: 3180.261963 Iteration 4Q: 3 clusters Score -71099.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -71118.929688 Penalty: 3180.261963 Iteration 5Q: 3 clusters Score -71118.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -71120.835938 Penalty: 3180.261963 Iteration 6Q: 3 clusters Score -71120.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -71120.835938 Penalty: 3180.261963 Iteration 7F: 3 clusters Score -71120.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (8941 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8941 members Entering Unmasked Estep Score: -1142517.500000 Penalty: 2256.404053 Iteration 0F: 2 clusters Score -1142518 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -1135545.625000 Penalty: 4512.808105 Iteration 0F: 3 clusters Score -1135546 nChanged 3650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -1137430.625000 Penalty: 4512.808105 Iteration 1F: 3 clusters Score -1137431 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -1137679.875000 Penalty: 4512.808105 Iteration 2F: 3 clusters Score -1137680 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -1137863.250000 Penalty: 4512.808105 Iteration 3Q: 3 clusters Score -1137863 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -1138027.000000 Penalty: 4512.808105 Iteration 4Q: 3 clusters Score -1138027 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -1138162.000000 Penalty: 4512.808105 Iteration 5Q: 3 clusters Score -1138162 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -1138260.500000 Penalty: 4512.808105 Iteration 6Q: 3 clusters Score -1138260 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -1138361.000000 Penalty: 4512.808105 Iteration 7Q: 3 clusters Score -1138361 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4829 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -1138484.625000 Penalty: 4512.808105 Iteration 8Q: 3 clusters Score -1138485 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -1138644.000000 Penalty: 4512.808105 Iteration 9Q: 3 clusters Score -1138644 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -1138821.750000 Penalty: 4512.808105 Iteration 10Q: 3 clusters Score -1138822 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -1139063.875000 Penalty: 4512.808105 Iteration 11Q: 3 clusters Score -1139064 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -1139409.250000 Penalty: 4512.808105 Iteration 12Q: 3 clusters Score -1139409 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5952 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -1139810.000000 Penalty: 4512.808105 Iteration 13F: 3 clusters Score -1139810 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6331 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -1140208.625000 Penalty: 4512.808105 Iteration 14F: 3 clusters Score -1140209 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6711 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -1140583.125000 Penalty: 4512.808105 Iteration 15F: 3 clusters Score -1140583 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7012 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -1140829.125000 Penalty: 4512.808105 Iteration 16Q: 3 clusters Score -1140829 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7263 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -1141036.250000 Penalty: 4512.808105 Iteration 17Q: 3 clusters Score -1141036 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7461 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -1141182.125000 Penalty: 4512.808105 Iteration 18Q: 3 clusters Score -1141182 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7612 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -1141293.375000 Penalty: 4512.808105 Iteration 19Q: 3 clusters Score -1141293 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7726 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -1141365.250000 Penalty: 4512.808105 Iteration 20F: 3 clusters Score -1141365 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7798 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -1141402.750000 Penalty: 4512.808105 Iteration 21Q: 3 clusters Score -1141403 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7855 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -1141430.000000 Penalty: 4512.808105 Iteration 22Q: 3 clusters Score -1141430 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7901 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -1141453.750000 Penalty: 4512.808105 Iteration 23Q: 3 clusters Score -1141454 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7922 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -1141459.125000 Penalty: 4512.808105 Iteration 24Q: 3 clusters Score -1141459 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7937 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -1141468.750000 Penalty: 4512.808105 Iteration 25Q: 3 clusters Score -1141469 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7962 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -1141481.125000 Penalty: 4512.808105 Iteration 26Q: 3 clusters Score -1141481 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7978 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -1141488.875000 Penalty: 4512.808105 Iteration 27Q: 3 clusters Score -1141489 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7988 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -1141489.625000 Penalty: 4512.808105 Iteration 28Q: 3 clusters Score -1141490 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7995 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -1141492.125000 Penalty: 4512.808105 Iteration 29Q: 3 clusters Score -1141492 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8000 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -1141493.000000 Penalty: 4512.808105 Iteration 30Q: 3 clusters Score -1141493 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8003 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -1141494.500000 Penalty: 4512.808105 Iteration 31Q: 3 clusters Score -1141494 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8003 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -1141494.500000 Penalty: 4512.808105 Iteration 32F: 3 clusters Score -1141494 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (353 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Entering Unmasked Estep Score: -32979.925781 Penalty: 1454.884033 Iteration 0F: 2 clusters Score -32979.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -31782.021484 Penalty: 2909.768066 Iteration 0F: 3 clusters Score -31782.02 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -32264.828125 Penalty: 2909.768066 Iteration 1F: 3 clusters Score -32264.83 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -32502.031250 Penalty: 2909.768066 Iteration 2F: 3 clusters Score -32502.03 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -32607.919922 Penalty: 2909.768066 Iteration 3Q: 3 clusters Score -32607.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -32650.074219 Penalty: 2909.768066 Iteration 4Q: 3 clusters Score -32650.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -32661.435547 Penalty: 2909.768066 Iteration 5Q: 3 clusters Score -32661.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -32666.591797 Penalty: 2909.768066 Iteration 6Q: 3 clusters Score -32666.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -32670.871094 Penalty: 2909.768066 Iteration 7Q: 3 clusters Score -32670.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -32670.871094 Penalty: 2909.768066 Iteration 8F: 3 clusters Score -32670.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2050 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Entering Unmasked Estep Score: -265407.968750 Penalty: 1891.147583 Iteration 0F: 2 clusters Score -265408 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -262731.687500 Penalty: 3782.295166 Iteration 0F: 3 clusters Score -262731.7 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -263173.968750 Penalty: 3782.295166 Iteration 1F: 3 clusters Score -263174 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -263292.718750 Penalty: 3782.295166 Iteration 2F: 3 clusters Score -263292.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -263342.906250 Penalty: 3782.295166 Iteration 3Q: 3 clusters Score -263342.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -263366.906250 Penalty: 3782.295166 Iteration 4Q: 3 clusters Score -263366.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -263381.343750 Penalty: 3782.295166 Iteration 5Q: 3 clusters Score -263381.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -263392.531250 Penalty: 3782.295166 Iteration 6Q: 3 clusters Score -263392.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -263403.375000 Penalty: 3782.295166 Iteration 7Q: 3 clusters Score -263403.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -263418.125000 Penalty: 3782.295166 Iteration 8Q: 3 clusters Score -263418.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -263432.781250 Penalty: 3782.295166 Iteration 9Q: 3 clusters Score -263432.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -263447.562500 Penalty: 3782.295166 Iteration 10Q: 3 clusters Score -263447.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -263462.875000 Penalty: 3782.295166 Iteration 11Q: 3 clusters Score -263462.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -263474.406250 Penalty: 3782.295166 Iteration 12Q: 3 clusters Score -263474.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -263483.562500 Penalty: 3782.295166 Iteration 13Q: 3 clusters Score -263483.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -263495.281250 Penalty: 3782.295166 Iteration 14Q: 3 clusters Score -263495.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -263500.125000 Penalty: 3782.295166 Iteration 15Q: 3 clusters Score -263500.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -263504.937500 Penalty: 3782.295166 Iteration 16Q: 3 clusters Score -263504.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -263508.281250 Penalty: 3782.295166 Iteration 17Q: 3 clusters Score -263508.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -263509.312500 Penalty: 3782.295166 Iteration 18Q: 3 clusters Score -263509.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -263510.187500 Penalty: 3782.295166 Iteration 19Q: 3 clusters Score -263510.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -263511.093750 Penalty: 3782.295166 Iteration 20F: 3 clusters Score -263511.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -263512.937500 Penalty: 3782.295166 Iteration 21Q: 3 clusters Score -263512.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -263514.093750 Penalty: 3782.295166 Iteration 22Q: 3 clusters Score -263514.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -263514.656250 Penalty: 3782.295166 Iteration 23Q: 3 clusters Score -263514.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -263514.656250 Penalty: 3782.295166 Iteration 24F: 3 clusters Score -263514.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3038 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Entering Unmasked Estep Score: -361086.625000 Penalty: 1988.700684 Iteration 0F: 2 clusters Score -361086.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -357844.437500 Penalty: 3977.401367 Iteration 0F: 3 clusters Score -357844.4 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -358606.218750 Penalty: 3977.401367 Iteration 1F: 3 clusters Score -358606.2 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -358866.531250 Penalty: 3977.401367 Iteration 2F: 3 clusters Score -358866.5 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -359079.156250 Penalty: 3977.401367 Iteration 3F: 3 clusters Score -359079.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -359250.812500 Penalty: 3977.401367 Iteration 4Q: 3 clusters Score -359250.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -359367.562500 Penalty: 3977.401367 Iteration 5Q: 3 clusters Score -359367.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -359473.593750 Penalty: 3977.401367 Iteration 6Q: 3 clusters Score -359473.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -359574.125000 Penalty: 3977.401367 Iteration 7Q: 3 clusters Score -359574.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -359654.937500 Penalty: 3977.401367 Iteration 8Q: 3 clusters Score -359654.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -359730.468750 Penalty: 3977.401367 Iteration 9Q: 3 clusters Score -359730.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -359796.781250 Penalty: 3977.401367 Iteration 10Q: 3 clusters Score -359796.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -359841.312500 Penalty: 3977.401367 Iteration 11Q: 3 clusters Score -359841.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -359863.406250 Penalty: 3977.401367 Iteration 12Q: 3 clusters Score -359863.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -359876.500000 Penalty: 3977.401367 Iteration 13Q: 3 clusters Score -359876.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -359887.468750 Penalty: 3977.401367 Iteration 14Q: 3 clusters Score -359887.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -359902.656250 Penalty: 3977.401367 Iteration 15Q: 3 clusters Score -359902.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -359916.562500 Penalty: 3977.401367 Iteration 16Q: 3 clusters Score -359916.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -359924.156250 Penalty: 3977.401367 Iteration 17Q: 3 clusters Score -359924.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -359934.906250 Penalty: 3977.401367 Iteration 18Q: 3 clusters Score -359934.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -359944.562500 Penalty: 3977.401367 Iteration 19Q: 3 clusters Score -359944.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -359953.125000 Penalty: 3977.401367 Iteration 20F: 3 clusters Score -359953.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -359960.781250 Penalty: 3977.401367 Iteration 21Q: 3 clusters Score -359960.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -359968.625000 Penalty: 3977.401367 Iteration 22Q: 3 clusters Score -359968.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -359975.250000 Penalty: 3977.401367 Iteration 23Q: 3 clusters Score -359975.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -359983.312500 Penalty: 3977.401367 Iteration 24Q: 3 clusters Score -359983.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -359991.718750 Penalty: 3977.401367 Iteration 25Q: 3 clusters Score -359991.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -360000.062500 Penalty: 3977.401367 Iteration 26Q: 3 clusters Score -360000.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -360010.937500 Penalty: 3977.401367 Iteration 27Q: 3 clusters Score -360010.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -360021.000000 Penalty: 3977.401367 Iteration 28Q: 3 clusters Score -360021 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -360029.718750 Penalty: 3977.401367 Iteration 29Q: 3 clusters Score -360029.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -360059.000000 Penalty: 3977.401367 Iteration 30Q: 3 clusters Score -360059 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -360117.312500 Penalty: 3977.401367 Iteration 31Q: 3 clusters Score -360117.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -360196.875000 Penalty: 3977.401367 Iteration 32Q: 3 clusters Score -360196.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -360244.812500 Penalty: 3977.401367 Iteration 33Q: 3 clusters Score -360244.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -360257.406250 Penalty: 3977.401367 Iteration 34Q: 3 clusters Score -360257.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -360263.250000 Penalty: 3977.401367 Iteration 35Q: 3 clusters Score -360263.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -360264.062500 Penalty: 3977.401367 Iteration 36Q: 3 clusters Score -360264.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -360265.437500 Penalty: 3977.401367 Iteration 37Q: 3 clusters Score -360265.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -360265.281250 Penalty: 3977.401367 Iteration 38Q: 3 clusters Score -360265.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -360265.625000 Penalty: 3977.401367 Iteration 39Q: 3 clusters Score -360265.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -360266.250000 Penalty: 3977.401367 Iteration 40F: 3 clusters Score -360266.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2644 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Entering Unmasked Estep Score: -310348.625000 Penalty: 1954.251953 Iteration 0F: 2 clusters Score -310348.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -307316.968750 Penalty: 3908.503906 Iteration 0F: 3 clusters Score -307317 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -307930.187500 Penalty: 3908.503906 Iteration 1F: 3 clusters Score -307930.2 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -308111.718750 Penalty: 3908.503906 Iteration 2F: 3 clusters Score -308111.7 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -308241.406250 Penalty: 3908.503906 Iteration 3F: 3 clusters Score -308241.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -308330.750000 Penalty: 3908.503906 Iteration 4Q: 3 clusters Score -308330.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -308425.718750 Penalty: 3908.503906 Iteration 5Q: 3 clusters Score -308425.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -308490.968750 Penalty: 3908.503906 Iteration 6Q: 3 clusters Score -308491 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -308535.843750 Penalty: 3908.503906 Iteration 7Q: 3 clusters Score -308535.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -308582.312500 Penalty: 3908.503906 Iteration 8Q: 3 clusters Score -308582.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -308625.531250 Penalty: 3908.503906 Iteration 9Q: 3 clusters Score -308625.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -308670.281250 Penalty: 3908.503906 Iteration 10Q: 3 clusters Score -308670.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -308723.218750 Penalty: 3908.503906 Iteration 11Q: 3 clusters Score -308723.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -308776.156250 Penalty: 3908.503906 Iteration 12Q: 3 clusters Score -308776.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -308821.875000 Penalty: 3908.503906 Iteration 13Q: 3 clusters Score -308821.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -308849.468750 Penalty: 3908.503906 Iteration 14Q: 3 clusters Score -308849.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -308876.937500 Penalty: 3908.503906 Iteration 15Q: 3 clusters Score -308876.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -308898.343750 Penalty: 3908.503906 Iteration 16Q: 3 clusters Score -308898.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -308916.968750 Penalty: 3908.503906 Iteration 17Q: 3 clusters Score -308917 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -308933.718750 Penalty: 3908.503906 Iteration 18Q: 3 clusters Score -308933.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -308954.843750 Penalty: 3908.503906 Iteration 19Q: 3 clusters Score -308954.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -309001.000000 Penalty: 3908.503906 Iteration 20F: 3 clusters Score -309001 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -309066.437500 Penalty: 3908.503906 Iteration 21Q: 3 clusters Score -309066.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -309105.468750 Penalty: 3908.503906 Iteration 22Q: 3 clusters Score -309105.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -309130.656250 Penalty: 3908.503906 Iteration 23Q: 3 clusters Score -309130.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -309151.250000 Penalty: 3908.503906 Iteration 24Q: 3 clusters Score -309151.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -309164.031250 Penalty: 3908.503906 Iteration 25Q: 3 clusters Score -309164 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -309170.031250 Penalty: 3908.503906 Iteration 26Q: 3 clusters Score -309170 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -309176.187500 Penalty: 3908.503906 Iteration 27Q: 3 clusters Score -309176.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -309180.312500 Penalty: 3908.503906 Iteration 28Q: 3 clusters Score -309180.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -309182.281250 Penalty: 3908.503906 Iteration 29Q: 3 clusters Score -309182.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -309185.343750 Penalty: 3908.503906 Iteration 30Q: 3 clusters Score -309185.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -309187.062500 Penalty: 3908.503906 Iteration 31Q: 3 clusters Score -309187.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -309190.593750 Penalty: 3908.503906 Iteration 32Q: 3 clusters Score -309190.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -309194.906250 Penalty: 3908.503906 Iteration 33Q: 3 clusters Score -309194.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -309197.937500 Penalty: 3908.503906 Iteration 34Q: 3 clusters Score -309197.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -309201.687500 Penalty: 3908.503906 Iteration 35Q: 3 clusters Score -309201.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -309210.187500 Penalty: 3908.503906 Iteration 36Q: 3 clusters Score -309210.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -309218.812500 Penalty: 3908.503906 Iteration 37Q: 3 clusters Score -309218.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -309224.187500 Penalty: 3908.503906 Iteration 38Q: 3 clusters Score -309224.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -309226.375000 Penalty: 3908.503906 Iteration 39Q: 3 clusters Score -309226.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -309227.781250 Penalty: 3908.503906 Iteration 40F: 3 clusters Score -309227.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -309231.593750 Penalty: 3908.503906 Iteration 41Q: 3 clusters Score -309231.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -309234.875000 Penalty: 3908.503906 Iteration 42Q: 3 clusters Score -309234.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -309234.968750 Penalty: 3908.503906 Iteration 43Q: 3 clusters Score -309235 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -309234.968750 Penalty: 3908.503906 Iteration 44F: 3 clusters Score -309235 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Entering Unmasked Estep Score: -426043.375000 Penalty: 2011.758179 Iteration 0F: 2 clusters Score -426043.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -422563.750000 Penalty: 4023.516357 Iteration 0F: 3 clusters Score -422563.8 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -423286.625000 Penalty: 4023.516357 Iteration 1F: 3 clusters Score -423286.6 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -423438.218750 Penalty: 4023.516357 Iteration 2F: 3 clusters Score -423438.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -423510.093750 Penalty: 4023.516357 Iteration 3Q: 3 clusters Score -423510.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -423554.406250 Penalty: 4023.516357 Iteration 4Q: 3 clusters Score -423554.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -423594.781250 Penalty: 4023.516357 Iteration 5Q: 3 clusters Score -423594.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -423622.250000 Penalty: 4023.516357 Iteration 6Q: 3 clusters Score -423622.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -423648.625000 Penalty: 4023.516357 Iteration 7Q: 3 clusters Score -423648.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -423675.125000 Penalty: 4023.516357 Iteration 8Q: 3 clusters Score -423675.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -423692.406250 Penalty: 4023.516357 Iteration 9Q: 3 clusters Score -423692.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -423706.875000 Penalty: 4023.516357 Iteration 10Q: 3 clusters Score -423706.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -423721.468750 Penalty: 4023.516357 Iteration 11Q: 3 clusters Score -423721.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -423736.281250 Penalty: 4023.516357 Iteration 12Q: 3 clusters Score -423736.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -423749.375000 Penalty: 4023.516357 Iteration 13Q: 3 clusters Score -423749.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -423764.031250 Penalty: 4023.516357 Iteration 14Q: 3 clusters Score -423764 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -423777.625000 Penalty: 4023.516357 Iteration 15Q: 3 clusters Score -423777.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -423781.906250 Penalty: 4023.516357 Iteration 16Q: 3 clusters Score -423781.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -423786.781250 Penalty: 4023.516357 Iteration 17Q: 3 clusters Score -423786.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -423788.718750 Penalty: 4023.516357 Iteration 18Q: 3 clusters Score -423788.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -423791.218750 Penalty: 4023.516357 Iteration 19Q: 3 clusters Score -423791.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -423792.906250 Penalty: 4023.516357 Iteration 20F: 3 clusters Score -423792.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -423796.125000 Penalty: 4023.516357 Iteration 21Q: 3 clusters Score -423796.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -423798.625000 Penalty: 4023.516357 Iteration 22Q: 3 clusters Score -423798.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -423802.750000 Penalty: 4023.516357 Iteration 23Q: 3 clusters Score -423802.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -423804.968750 Penalty: 4023.516357 Iteration 24Q: 3 clusters Score -423805 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -423806.250000 Penalty: 4023.516357 Iteration 25Q: 3 clusters Score -423806.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -423806.343750 Penalty: 4023.516357 Iteration 26Q: 3 clusters Score -423806.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -423807.781250 Penalty: 4023.516357 Iteration 27Q: 3 clusters Score -423807.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -423810.000000 Penalty: 4023.516357 Iteration 28Q: 3 clusters Score -423810 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -423811.968750 Penalty: 4023.516357 Iteration 29Q: 3 clusters Score -423812 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -423814.843750 Penalty: 4023.516357 Iteration 30Q: 3 clusters Score -423814.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -423819.156250 Penalty: 4023.516357 Iteration 31Q: 3 clusters Score -423819.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -423824.250000 Penalty: 4023.516357 Iteration 32Q: 3 clusters Score -423824.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -423827.250000 Penalty: 4023.516357 Iteration 33Q: 3 clusters Score -423827.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -423833.031250 Penalty: 4023.516357 Iteration 34Q: 3 clusters Score -423833 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -423835.687500 Penalty: 4023.516357 Iteration 35Q: 3 clusters Score -423835.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -423840.312500 Penalty: 4023.516357 Iteration 36Q: 3 clusters Score -423840.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -423846.468750 Penalty: 4023.516357 Iteration 37Q: 3 clusters Score -423846.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -423852.062500 Penalty: 4023.516357 Iteration 38Q: 3 clusters Score -423852.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -423856.875000 Penalty: 4023.516357 Iteration 39Q: 3 clusters Score -423856.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -423858.531250 Penalty: 4023.516357 Iteration 40F: 3 clusters Score -423858.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -423861.500000 Penalty: 4023.516357 Iteration 41Q: 3 clusters Score -423861.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -423863.500000 Penalty: 4023.516357 Iteration 42Q: 3 clusters Score -423863.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -423863.437500 Penalty: 4023.516357 Iteration 43Q: 3 clusters Score -423863.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -423864.312500 Penalty: 4023.516357 Iteration 44Q: 3 clusters Score -423864.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -423864.593750 Penalty: 4023.516357 Iteration 45Q: 3 clusters Score -423864.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -423864.125000 Penalty: 4023.516357 Iteration 46Q: 3 clusters Score -423864.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -423865.593750 Penalty: 4023.516357 Iteration 47Q: 3 clusters Score -423865.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -423865.218750 Penalty: 4023.516357 Iteration 48Q: 3 clusters Score -423865.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -423865.218750 Penalty: 4023.516357 Iteration 49F: 3 clusters Score -423865.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Entering Unmasked Estep Score: -74018.500000 Penalty: 1591.349609 Iteration 0F: 2 clusters Score -74018.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -72363.968750 Penalty: 3182.699219 Iteration 0F: 3 clusters Score -72363.97 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -72528.132812 Penalty: 3182.699219 Iteration 1F: 3 clusters Score -72528.13 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -72584.398438 Penalty: 3182.699219 Iteration 2Q: 3 clusters Score -72584.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -72611.101562 Penalty: 3182.699219 Iteration 3Q: 3 clusters Score -72611.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -72621.507812 Penalty: 3182.699219 Iteration 4Q: 3 clusters Score -72621.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -72625.148438 Penalty: 3182.699219 Iteration 5Q: 3 clusters Score -72625.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -72628.632812 Penalty: 3182.699219 Iteration 6Q: 3 clusters Score -72628.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -72630.890625 Penalty: 3182.699219 Iteration 7Q: 3 clusters Score -72630.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -72633.640625 Penalty: 3182.699219 Iteration 8Q: 3 clusters Score -72633.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -72633.640625 Penalty: 3182.699219 Iteration 9F: 3 clusters Score -72633.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (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: -39658.382812 Penalty: 1475.759399 Iteration 0F: 2 clusters Score -39658.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -38307.933594 Penalty: 2951.518799 Iteration 0F: 3 clusters Score -38307.93 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -38501.441406 Penalty: 2951.518799 Iteration 1F: 3 clusters Score -38501.44 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -38594.699219 Penalty: 2951.518799 Iteration 2F: 3 clusters Score -38594.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -38676.957031 Penalty: 2951.518799 Iteration 3Q: 3 clusters Score -38676.96 nChanged 8 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: -38801.351562 Penalty: 2951.518799 Iteration 4Q: 3 clusters Score -38801.35 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -38833.312500 Penalty: 2951.518799 Iteration 5Q: 3 clusters Score -38833.31 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -38860.996094 Penalty: 2951.518799 Iteration 6Q: 3 clusters Score -38861 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -38874.562500 Penalty: 2951.518799 Iteration 7Q: 3 clusters Score -38874.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -38889.789062 Penalty: 2951.518799 Iteration 8Q: 3 clusters Score -38889.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -38892.214844 Penalty: 2951.518799 Iteration 9Q: 3 clusters Score -38892.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -38898.250000 Penalty: 2951.518799 Iteration 10Q: 3 clusters Score -38898.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -38910.203125 Penalty: 2951.518799 Iteration 11Q: 3 clusters Score -38910.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -38914.246094 Penalty: 2951.518799 Iteration 12Q: 3 clusters Score -38914.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -38919.503906 Penalty: 2951.518799 Iteration 13Q: 3 clusters Score -38919.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -38929.832031 Penalty: 2951.518799 Iteration 14Q: 3 clusters Score -38929.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -38946.250000 Penalty: 2951.518799 Iteration 15Q: 3 clusters Score -38946.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -38961.714844 Penalty: 2951.518799 Iteration 16Q: 3 clusters Score -38961.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -38998.363281 Penalty: 2951.518799 Iteration 17Q: 3 clusters Score -38998.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -39055.824219 Penalty: 2951.518799 Iteration 18Q: 3 clusters Score -39055.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -39168.753906 Penalty: 2951.518799 Iteration 19Q: 3 clusters Score -39168.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -39178.167969 Penalty: 2951.518799 Iteration 20F: 3 clusters Score -39178.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -39184.378906 Penalty: 2951.518799 Iteration 21Q: 3 clusters Score -39184.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -39191.421875 Penalty: 2951.518799 Iteration 22Q: 3 clusters Score -39191.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -39191.421875 Penalty: 2951.518799 Iteration 23F: 3 clusters Score -39191.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (8167 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8167 members Entering Unmasked Estep Score: -1050996.875000 Penalty: 2233.948730 Iteration 0F: 2 clusters Score -1050997 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -1044415.000000 Penalty: 4467.897461 Iteration 0F: 3 clusters Score -1044415 nChanged 3390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -1046218.562500 Penalty: 4467.897461 Iteration 1F: 3 clusters Score -1046219 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -1046449.812500 Penalty: 4467.897461 Iteration 2F: 3 clusters Score -1046450 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -1046603.750000 Penalty: 4467.897461 Iteration 3Q: 3 clusters Score -1046604 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -1046717.375000 Penalty: 4467.897461 Iteration 4Q: 3 clusters Score -1046717 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -1046805.562500 Penalty: 4467.897461 Iteration 5Q: 3 clusters Score -1046806 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -1046884.562500 Penalty: 4467.897461 Iteration 6Q: 3 clusters Score -1046885 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -1046942.437500 Penalty: 4467.897461 Iteration 7Q: 3 clusters Score -1046942 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -1046980.625000 Penalty: 4467.897461 Iteration 8Q: 3 clusters Score -1046981 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -1047010.437500 Penalty: 4467.897461 Iteration 9Q: 3 clusters Score -1047010 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -1047039.125000 Penalty: 4467.897461 Iteration 10Q: 3 clusters Score -1047039 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -1047068.875000 Penalty: 4467.897461 Iteration 11Q: 3 clusters Score -1047069 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -1047093.437500 Penalty: 4467.897461 Iteration 12Q: 3 clusters Score -1047093 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -1047120.250000 Penalty: 4467.897461 Iteration 13Q: 3 clusters Score -1047120 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -1047140.937500 Penalty: 4467.897461 Iteration 14Q: 3 clusters Score -1047141 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -1047165.562500 Penalty: 4467.897461 Iteration 15Q: 3 clusters Score -1047166 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -1047191.812500 Penalty: 4467.897461 Iteration 16Q: 3 clusters Score -1047192 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -1047214.250000 Penalty: 4467.897461 Iteration 17Q: 3 clusters Score -1047214 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -1047235.875000 Penalty: 4467.897461 Iteration 18Q: 3 clusters Score -1047236 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -1047257.312500 Penalty: 4467.897461 Iteration 19Q: 3 clusters Score -1047257 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -1047282.625000 Penalty: 4467.897461 Iteration 20F: 3 clusters Score -1047283 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -1047304.062500 Penalty: 4467.897461 Iteration 21Q: 3 clusters Score -1047304 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -1047322.250000 Penalty: 4467.897461 Iteration 22Q: 3 clusters Score -1047322 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -1047342.875000 Penalty: 4467.897461 Iteration 23Q: 3 clusters Score -1047343 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -1047372.562500 Penalty: 4467.897461 Iteration 24Q: 3 clusters Score -1047373 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -1047399.125000 Penalty: 4467.897461 Iteration 25Q: 3 clusters Score -1047399 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -1047426.312500 Penalty: 4467.897461 Iteration 26Q: 3 clusters Score -1047426 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -1047460.937500 Penalty: 4467.897461 Iteration 27Q: 3 clusters Score -1047461 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4431 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -1047501.562500 Penalty: 4467.897461 Iteration 28Q: 3 clusters Score -1047502 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -1047535.375000 Penalty: 4467.897461 Iteration 29Q: 3 clusters Score -1047535 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -1047582.812500 Penalty: 4467.897461 Iteration 30Q: 3 clusters Score -1047583 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -1047625.562500 Penalty: 4467.897461 Iteration 31Q: 3 clusters Score -1047626 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -1047692.875000 Penalty: 4467.897461 Iteration 32Q: 3 clusters Score -1047693 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -1047760.062500 Penalty: 4467.897461 Iteration 33Q: 3 clusters Score -1047760 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -1047841.125000 Penalty: 4467.897461 Iteration 34Q: 3 clusters Score -1047841 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -1047926.812500 Penalty: 4467.897461 Iteration 35Q: 3 clusters Score -1047927 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4757 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -1048004.500000 Penalty: 4467.897461 Iteration 36Q: 3 clusters Score -1048004 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4806 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -1048081.250000 Penalty: 4467.897461 Iteration 37Q: 3 clusters Score -1048081 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -1048146.812500 Penalty: 4467.897461 Iteration 38Q: 3 clusters Score -1048147 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -1048188.875000 Penalty: 4467.897461 Iteration 39Q: 3 clusters Score -1048189 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -1048226.562500 Penalty: 4467.897461 Iteration 40F: 3 clusters Score -1048227 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -1048254.562500 Penalty: 4467.897461 Iteration 41Q: 3 clusters Score -1048255 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -1048285.562500 Penalty: 4467.897461 Iteration 42Q: 3 clusters Score -1048286 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -1048320.875000 Penalty: 4467.897461 Iteration 43Q: 3 clusters Score -1048321 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -1048343.125000 Penalty: 4467.897461 Iteration 44Q: 3 clusters Score -1048343 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5103 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -1048369.375000 Penalty: 4467.897461 Iteration 45Q: 3 clusters Score -1048369 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5125 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -1048384.937500 Penalty: 4467.897461 Iteration 46Q: 3 clusters Score -1048385 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5142 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -1048397.062500 Penalty: 4467.897461 Iteration 47Q: 3 clusters Score -1048397 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5154 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -1048409.000000 Penalty: 4467.897461 Iteration 48Q: 3 clusters Score -1048409 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5170 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -1048426.375000 Penalty: 4467.897461 Iteration 49Q: 3 clusters Score -1048426 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -1048439.062500 Penalty: 4467.897461 Iteration 50Q: 3 clusters Score -1048439 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5207 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -1048446.625000 Penalty: 4467.897461 Iteration 51Q: 3 clusters Score -1048447 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -1048452.625000 Penalty: 4467.897461 Iteration 52Q: 3 clusters Score -1048453 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -1048460.937500 Penalty: 4467.897461 Iteration 53Q: 3 clusters Score -1048461 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5260 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -1048468.125000 Penalty: 4467.897461 Iteration 54Q: 3 clusters Score -1048468 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5273 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -1048476.875000 Penalty: 4467.897461 Iteration 55Q: 3 clusters Score -1048477 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5289 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -1048483.375000 Penalty: 4467.897461 Iteration 56Q: 3 clusters Score -1048483 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5300 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -1048490.500000 Penalty: 4467.897461 Iteration 57Q: 3 clusters Score -1048490 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -1048492.312500 Penalty: 4467.897461 Iteration 58Q: 3 clusters Score -1048492 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -1048498.375000 Penalty: 4467.897461 Iteration 59Q: 3 clusters Score -1048498 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5314 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -1048501.125000 Penalty: 4467.897461 Iteration 60F: 3 clusters Score -1048501 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -1048505.187500 Penalty: 4467.897461 Iteration 61Q: 3 clusters Score -1048505 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -1048507.562500 Penalty: 4467.897461 Iteration 62Q: 3 clusters Score -1048508 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -1048508.500000 Penalty: 4467.897461 Iteration 63Q: 3 clusters Score -1048508 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -1048508.937500 Penalty: 4467.897461 Iteration 64Q: 3 clusters Score -1048509 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -1048508.750000 Penalty: 4467.897461 Iteration 65Q: 3 clusters Score -1048509 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5352 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -1048511.125000 Penalty: 4467.897461 Iteration 66Q: 3 clusters Score -1048511 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5359 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -1048513.187500 Penalty: 4467.897461 Iteration 67Q: 3 clusters Score -1048513 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5366 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -1048516.625000 Penalty: 4467.897461 Iteration 68Q: 3 clusters Score -1048517 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -1048522.500000 Penalty: 4467.897461 Iteration 69Q: 3 clusters Score -1048522 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -1048529.437500 Penalty: 4467.897461 Iteration 70Q: 3 clusters Score -1048529 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5408 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -1048536.812500 Penalty: 4467.897461 Iteration 71Q: 3 clusters Score -1048537 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -1048541.875000 Penalty: 4467.897461 Iteration 72Q: 3 clusters Score -1048542 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5437 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -1048548.250000 Penalty: 4467.897461 Iteration 73Q: 3 clusters Score -1048548 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5446 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -1048553.812500 Penalty: 4467.897461 Iteration 74Q: 3 clusters Score -1048554 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5457 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -1048553.750000 Penalty: 4467.897461 Iteration 75Q: 3 clusters Score -1048554 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -1048555.250000 Penalty: 4467.897461 Iteration 76Q: 3 clusters Score -1048555 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5478 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -1048558.000000 Penalty: 4467.897461 Iteration 77Q: 3 clusters Score -1048558 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5489 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -1048560.937500 Penalty: 4467.897461 Iteration 78Q: 3 clusters Score -1048561 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5501 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -1048564.937500 Penalty: 4467.897461 Iteration 79Q: 3 clusters Score -1048565 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -1048569.250000 Penalty: 4467.897461 Iteration 80F: 3 clusters Score -1048569 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5519 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -1048572.187500 Penalty: 4467.897461 Iteration 81Q: 3 clusters Score -1048572 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -1048576.500000 Penalty: 4467.897461 Iteration 82Q: 3 clusters Score -1048576 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5530 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -1048577.125000 Penalty: 4467.897461 Iteration 83Q: 3 clusters Score -1048577 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5539 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -1048577.750000 Penalty: 4467.897461 Iteration 84Q: 3 clusters Score -1048578 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5543 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -1048579.500000 Penalty: 4467.897461 Iteration 85Q: 3 clusters Score -1048580 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5549 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -1048583.250000 Penalty: 4467.897461 Iteration 86Q: 3 clusters Score -1048583 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5554 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -1048582.625000 Penalty: 4467.897461 Iteration 87Q: 3 clusters Score -1048583 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5562 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -1048581.875000 Penalty: 4467.897461 Iteration 88Q: 3 clusters Score -1048582 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -1048585.500000 Penalty: 4467.897461 Iteration 89Q: 3 clusters Score -1048586 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5565 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -1048585.500000 Penalty: 4467.897461 Iteration 90Q: 3 clusters Score -1048586 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -1048587.000000 Penalty: 4467.897461 Iteration 91Q: 3 clusters Score -1048587 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -1048586.125000 Penalty: 4467.897461 Iteration 92Q: 3 clusters Score -1048586 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5572 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -1048587.125000 Penalty: 4467.897461 Iteration 93Q: 3 clusters Score -1048587 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5573 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -1048587.000000 Penalty: 4467.897461 Iteration 94Q: 3 clusters Score -1048587 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5575 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -1048587.500000 Penalty: 4467.897461 Iteration 95Q: 3 clusters Score -1048588 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5576 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -1048587.250000 Penalty: 4467.897461 Iteration 96Q: 3 clusters Score -1048587 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5577 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -1048586.875000 Penalty: 4467.897461 Iteration 97Q: 3 clusters Score -1048587 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5578 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -1048587.250000 Penalty: 4467.897461 Iteration 98Q: 3 clusters Score -1048587 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5580 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -1048587.125000 Penalty: 4467.897461 Iteration 99Q: 3 clusters Score -1048587 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5580 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -1048587.125000 Penalty: 4467.897461 Iteration 100F: 3 clusters Score -1048587 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Entering Unmasked Estep Score: -63150.089844 Penalty: 1580.583252 Iteration 0F: 2 clusters Score -63150.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -61595.113281 Penalty: 3161.166504 Iteration 0F: 3 clusters Score -61595.11 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -61872.453125 Penalty: 3161.166504 Iteration 1F: 3 clusters Score -61872.45 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -62010.152344 Penalty: 3161.166504 Iteration 2F: 3 clusters Score -62010.15 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -62077.398438 Penalty: 3161.166504 Iteration 3Q: 3 clusters Score -62077.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -62104.746094 Penalty: 3161.166504 Iteration 4Q: 3 clusters Score -62104.75 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -62129.605469 Penalty: 3161.166504 Iteration 5Q: 3 clusters Score -62129.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -62139.097656 Penalty: 3161.166504 Iteration 6Q: 3 clusters Score -62139.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -62145.765625 Penalty: 3161.166504 Iteration 7Q: 3 clusters Score -62145.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -62152.964844 Penalty: 3161.166504 Iteration 8Q: 3 clusters Score -62152.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -62164.066406 Penalty: 3161.166504 Iteration 9Q: 3 clusters Score -62164.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -62165.460938 Penalty: 3161.166504 Iteration 10Q: 3 clusters Score -62165.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -62166.683594 Penalty: 3161.166504 Iteration 11Q: 3 clusters Score -62166.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -62168.558594 Penalty: 3161.166504 Iteration 12Q: 3 clusters Score -62168.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -62168.558594 Penalty: 3161.166504 Iteration 13F: 3 clusters Score -62168.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Entering Unmasked Estep Score: -36979.242188 Penalty: 1444.848022 Iteration 0F: 2 clusters Score -36979.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -35635.085938 Penalty: 2889.696045 Iteration 0F: 3 clusters Score -35635.09 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -35771.386719 Penalty: 2889.696045 Iteration 1F: 3 clusters Score -35771.39 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -35823.226562 Penalty: 2889.696045 Iteration 2Q: 3 clusters Score -35823.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -35854.453125 Penalty: 2889.696045 Iteration 3Q: 3 clusters Score -35854.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -35874.226562 Penalty: 2889.696045 Iteration 4Q: 3 clusters Score -35874.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -35876.992188 Penalty: 2889.696045 Iteration 5Q: 3 clusters Score -35876.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -35879.300781 Penalty: 2889.696045 Iteration 6Q: 3 clusters Score -35879.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -35879.300781 Penalty: 2889.696045 Iteration 7F: 3 clusters Score -35879.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (241758 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241758 members Entering Unmasked Estep Score: -30167436.000000 Penalty: 3074.131836 Iteration 0F: 2 clusters Score -3.016744e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120680 members Mstep: Class 2 contains 121078 members Entering Unmasked Estep Score: -30012102.000000 Penalty: 6148.263672 Iteration 0F: 3 clusters Score -3.00121e+07 nChanged 116708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116820 members Mstep: Class 2 contains 124938 members Entering Unmasked Estep Score: -30082096.000000 Penalty: 6148.263672 Iteration 1F: 3 clusters Score -3.00821e+07 nChanged 7623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113795 members Mstep: Class 2 contains 127963 members Entering Unmasked Estep Score: -30084152.000000 Penalty: 6148.263672 Iteration 2Q: 3 clusters Score -3.008415e+07 nChanged 8824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109231 members Mstep: Class 2 contains 132527 members Entering Unmasked Estep Score: -30086998.000000 Penalty: 6148.263672 Iteration 3Q: 3 clusters Score -3.0087e+07 nChanged 10614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102289 members Mstep: Class 2 contains 139469 members Entering Unmasked Estep Score: -30091956.000000 Penalty: 6148.263672 Iteration 4Q: 3 clusters Score -3.009196e+07 nChanged 12862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92787 members Mstep: Class 2 contains 148971 members Entering Unmasked Estep Score: -30099250.000000 Penalty: 6148.263672 Iteration 5F: 3 clusters Score -3.009925e+07 nChanged 14909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80868 members Mstep: Class 2 contains 160890 members Entering Unmasked Estep Score: -30109326.000000 Penalty: 6148.263672 Iteration 6F: 3 clusters Score -3.010933e+07 nChanged 15596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67822 members Mstep: Class 2 contains 173936 members Entering Unmasked Estep Score: -30120066.000000 Penalty: 6148.263672 Iteration 7F: 3 clusters Score -3.012007e+07 nChanged 14753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55069 members Mstep: Class 2 contains 186689 members Entering Unmasked Estep Score: -30129588.000000 Penalty: 6148.263672 Iteration 8F: 3 clusters Score -3.012959e+07 nChanged 12450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43979 members Mstep: Class 2 contains 197779 members Entering Unmasked Estep Score: -30137274.000000 Penalty: 6148.263672 Iteration 9F: 3 clusters Score -3.013727e+07 nChanged 9911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34934 members Mstep: Class 2 contains 206824 members Entering Unmasked Estep Score: -30143188.000000 Penalty: 6148.263672 Iteration 10Q: 3 clusters Score -3.014319e+07 nChanged 7612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27840 members Mstep: Class 2 contains 213918 members Entering Unmasked Estep Score: -30148104.000000 Penalty: 6148.263672 Iteration 11Q: 3 clusters Score -3.01481e+07 nChanged 5788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22410 members Mstep: Class 2 contains 219348 members Entering Unmasked Estep Score: -30151770.000000 Penalty: 6148.263672 Iteration 12Q: 3 clusters Score -3.015177e+07 nChanged 4524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18050 members Mstep: Class 2 contains 223708 members Entering Unmasked Estep Score: -30154432.000000 Penalty: 6148.263672 Iteration 13Q: 3 clusters Score -3.015443e+07 nChanged 3444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14662 members Mstep: Class 2 contains 227096 members Entering Unmasked Estep Score: -30156488.000000 Penalty: 6148.263672 Iteration 14Q: 3 clusters Score -3.015649e+07 nChanged 2843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11845 members Mstep: Class 2 contains 229913 members Entering Unmasked Estep Score: -30158278.000000 Penalty: 6148.263672 Iteration 15Q: 3 clusters Score -3.015828e+07 nChanged 2398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9453 members Mstep: Class 2 contains 232305 members Entering Unmasked Estep Score: -30159484.000000 Penalty: 6148.263672 Iteration 16Q: 3 clusters Score -3.015948e+07 nChanged 2014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7451 members Mstep: Class 2 contains 234307 members Entering Unmasked Estep Score: -30160752.000000 Penalty: 6148.263672 Iteration 17Q: 3 clusters Score -3.016075e+07 nChanged 1523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5940 members Mstep: Class 2 contains 235818 members Entering Unmasked Estep Score: -30161656.000000 Penalty: 6148.263672 Iteration 18Q: 3 clusters Score -3.016166e+07 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4756 members Mstep: Class 2 contains 237002 members Entering Unmasked Estep Score: -30162384.000000 Penalty: 6148.263672 Iteration 19Q: 3 clusters Score -3.016238e+07 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 237884 members Entering Unmasked Estep Score: -30162938.000000 Penalty: 6148.263672 Iteration 20F: 3 clusters Score -3.016294e+07 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 238557 members Entering Unmasked Estep Score: -30163408.000000 Penalty: 6148.263672 Iteration 21Q: 3 clusters Score -3.016341e+07 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 239049 members Entering Unmasked Estep Score: -30163736.000000 Penalty: 6148.263672 Iteration 22Q: 3 clusters Score -3.016374e+07 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 239410 members Entering Unmasked Estep Score: -30164004.000000 Penalty: 6148.263672 Iteration 23Q: 3 clusters Score -3.0164e+07 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 239656 members Entering Unmasked Estep Score: -30164144.000000 Penalty: 6148.263672 Iteration 24Q: 3 clusters Score -3.016414e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 239833 members Entering Unmasked Estep Score: -30164260.000000 Penalty: 6148.263672 Iteration 25Q: 3 clusters Score -3.016426e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 239984 members Entering Unmasked Estep Score: -30164364.000000 Penalty: 6148.263672 Iteration 26Q: 3 clusters Score -3.016436e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 240086 members Entering Unmasked Estep Score: -30164432.000000 Penalty: 6148.263672 Iteration 27Q: 3 clusters Score -3.016443e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 240175 members Entering Unmasked Estep Score: -30164472.000000 Penalty: 6148.263672 Iteration 28Q: 3 clusters Score -3.016447e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 240240 members Entering Unmasked Estep Score: -30164542.000000 Penalty: 6148.263672 Iteration 29Q: 3 clusters Score -3.016454e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 240293 members Entering Unmasked Estep Score: -30164536.000000 Penalty: 6148.263672 Iteration 30Q: 3 clusters Score -3.016454e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 240338 members Entering Unmasked Estep Score: -30164612.000000 Penalty: 6148.263672 Iteration 31Q: 3 clusters Score -3.016461e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 240373 members Entering Unmasked Estep Score: -30164672.000000 Penalty: 6148.263672 Iteration 32Q: 3 clusters Score -3.016467e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 240401 members Entering Unmasked Estep Score: -30164686.000000 Penalty: 6148.263672 Iteration 33Q: 3 clusters Score -3.016469e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 240430 members Entering Unmasked Estep Score: -30164686.000000 Penalty: 6148.263672 Iteration 34Q: 3 clusters Score -3.016469e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 240457 members Entering Unmasked Estep Score: -30164690.000000 Penalty: 6148.263672 Iteration 35Q: 3 clusters Score -3.016469e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 240485 members Entering Unmasked Estep Score: -30164724.000000 Penalty: 6148.263672 Iteration 36Q: 3 clusters Score -3.016472e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 240502 members Entering Unmasked Estep Score: -30164718.000000 Penalty: 6148.263672 Iteration 37Q: 3 clusters Score -3.016472e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 240520 members Entering Unmasked Estep Score: -30164754.000000 Penalty: 6148.263672 Iteration 38Q: 3 clusters Score -3.016475e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 240540 members Entering Unmasked Estep Score: -30164766.000000 Penalty: 6148.263672 Iteration 39Q: 3 clusters Score -3.016477e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 240551 members Entering Unmasked Estep Score: -30164744.000000 Penalty: 6148.263672 Iteration 40F: 3 clusters Score -3.016474e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 240559 members Entering Unmasked Estep Score: -30164760.000000 Penalty: 6148.263672 Iteration 41Q: 3 clusters Score -3.016476e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 240569 members Entering Unmasked Estep Score: -30164766.000000 Penalty: 6148.263672 Iteration 42Q: 3 clusters Score -3.016477e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 240577 members Entering Unmasked Estep Score: -30164794.000000 Penalty: 6148.263672 Iteration 43Q: 3 clusters Score -3.016479e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 240583 members Entering Unmasked Estep Score: -30164774.000000 Penalty: 6148.263672 Iteration 44Q: 3 clusters Score -3.016477e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 240590 members Entering Unmasked Estep Score: -30164794.000000 Penalty: 6148.263672 Iteration 45Q: 3 clusters Score -3.016479e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 240603 members Entering Unmasked Estep Score: -30164800.000000 Penalty: 6148.263672 Iteration 46Q: 3 clusters Score -3.01648e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 240608 members Entering Unmasked Estep Score: -30164800.000000 Penalty: 6148.263672 Iteration 47Q: 3 clusters Score -3.01648e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 240613 members Entering Unmasked Estep Score: -30164818.000000 Penalty: 6148.263672 Iteration 48Q: 3 clusters Score -3.016482e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 240620 members Entering Unmasked Estep Score: -30164814.000000 Penalty: 6148.263672 Iteration 49Q: 3 clusters Score -3.016481e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 240625 members Entering Unmasked Estep Score: -30164808.000000 Penalty: 6148.263672 Iteration 50Q: 3 clusters Score -3.016481e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 240630 members Entering Unmasked Estep Score: -30164798.000000 Penalty: 6148.263672 Iteration 51Q: 3 clusters Score -3.01648e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 240631 members Entering Unmasked Estep Score: -30164800.000000 Penalty: 6148.263672 Iteration 52Q: 3 clusters Score -3.01648e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 240636 members Entering Unmasked Estep Score: -30164808.000000 Penalty: 6148.263672 Iteration 53Q: 3 clusters Score -3.016481e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 240641 members Entering Unmasked Estep Score: -30164806.000000 Penalty: 6148.263672 Iteration 54Q: 3 clusters Score -3.016481e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 240647 members Entering Unmasked Estep Score: -30164802.000000 Penalty: 6148.263672 Iteration 55Q: 3 clusters Score -3.01648e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 240647 members Entering Unmasked Estep Score: -30164814.000000 Penalty: 6148.263672 Iteration 56Q: 3 clusters Score -3.016481e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 240649 members Entering Unmasked Estep Score: -30164818.000000 Penalty: 6148.263672 Iteration 57Q: 3 clusters Score -3.016482e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 240650 members Entering Unmasked Estep Score: -30164816.000000 Penalty: 6148.263672 Iteration 58Q: 3 clusters Score -3.016482e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 240653 members Entering Unmasked Estep Score: -30164812.000000 Penalty: 6148.263672 Iteration 59Q: 3 clusters Score -3.016481e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 240657 members Entering Unmasked Estep Score: -30164824.000000 Penalty: 6148.263672 Iteration 60F: 3 clusters Score -3.016482e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 240660 members Entering Unmasked Estep Score: -30164806.000000 Penalty: 6148.263672 Iteration 61Q: 3 clusters Score -3.016481e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 240663 members Entering Unmasked Estep Score: -30164808.000000 Penalty: 6148.263672 Iteration 62Q: 3 clusters Score -3.016481e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 240664 members Entering Unmasked Estep Score: -30164804.000000 Penalty: 6148.263672 Iteration 63Q: 3 clusters Score -3.01648e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 240667 members Entering Unmasked Estep Score: -30164822.000000 Penalty: 6148.263672 Iteration 64Q: 3 clusters Score -3.016482e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 240668 members Entering Unmasked Estep Score: -30164812.000000 Penalty: 6148.263672 Iteration 65Q: 3 clusters Score -3.016481e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 240673 members Entering Unmasked Estep Score: -30164816.000000 Penalty: 6148.263672 Iteration 66Q: 3 clusters Score -3.016482e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 240675 members Entering Unmasked Estep Score: -30164802.000000 Penalty: 6148.263672 Iteration 67Q: 3 clusters Score -3.01648e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 240674 members Entering Unmasked Estep Score: -30164804.000000 Penalty: 6148.263672 Iteration 68Q: 3 clusters Score -3.01648e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 240677 members Entering Unmasked Estep Score: -30164792.000000 Penalty: 6148.263672 Iteration 69Q: 3 clusters Score -3.016479e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 240681 members Entering Unmasked Estep Score: -30164798.000000 Penalty: 6148.263672 Iteration 70Q: 3 clusters Score -3.01648e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 240684 members Entering Unmasked Estep Score: -30164804.000000 Penalty: 6148.263672 Iteration 71Q: 3 clusters Score -3.01648e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 240691 members Entering Unmasked Estep Score: -30164814.000000 Penalty: 6148.263672 Iteration 72Q: 3 clusters Score -3.016481e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 240693 members Entering Unmasked Estep Score: -30164824.000000 Penalty: 6148.263672 Iteration 73Q: 3 clusters Score -3.016482e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 240696 members Entering Unmasked Estep Score: -30164812.000000 Penalty: 6148.263672 Iteration 74Q: 3 clusters Score -3.016481e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 240697 members Entering Unmasked Estep Score: -30164828.000000 Penalty: 6148.263672 Iteration 75Q: 3 clusters Score -3.016483e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 240698 members Entering Unmasked Estep Score: -30164828.000000 Penalty: 6148.263672 Iteration 76Q: 3 clusters Score -3.016483e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 240698 members Entering Unmasked Estep Score: -30164828.000000 Penalty: 6148.263672 Iteration 77F: 3 clusters Score -3.016483e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (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: -11543.407227 Penalty: 1207.148560 Iteration 0F: 2 clusters Score -11543.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -10608.578125 Penalty: 2414.297119 Iteration 0F: 3 clusters Score -10608.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 20702 members Mstep: Class 3 contains 52313 members Mstep: Class 4 contains 65527 members Mstep: Class 5 contains 6985 members Mstep: Class 6 contains 8528 members Mstep: Class 7 contains 12218 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8941 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3038 members Mstep: Class 17 contains 2644 members Mstep: Class 18 contains 3334 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241758 members Mstep: Class 25 contains 130 members Entering Unmasked Estep ConsiderDeletion Score: -55442284.000000 Penalty: 80688.281250 Iteration 399Q: 26 clusters Score -5.544228e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 20697 members Mstep: Class 3 contains 52313 members Mstep: Class 4 contains 65527 members Mstep: Class 5 contains 6985 members Mstep: Class 6 contains 8528 members Mstep: Class 7 contains 12216 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8941 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3038 members Mstep: Class 17 contains 2644 members Mstep: Class 18 contains 3334 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241765 members Mstep: Class 25 contains 130 members Entering Unmasked Estep ConsiderDeletion Score: -55442260.000000 Penalty: 80688.281250 Iteration 400F: 26 clusters Score -5.544226e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 20694 members Mstep: Class 3 contains 52313 members Mstep: Class 4 contains 65527 members Mstep: Class 5 contains 6985 members Mstep: Class 6 contains 8528 members Mstep: Class 7 contains 12216 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8941 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3038 members Mstep: Class 17 contains 2644 members Mstep: Class 18 contains 3334 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241768 members Mstep: Class 25 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -55442388.000000 Penalty: 80688.281250 Iteration 401Q: 26 clusters Score -5.544239e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 20691 members Mstep: Class 3 contains 52313 members Mstep: Class 4 contains 65527 members Mstep: Class 5 contains 6985 members Mstep: Class 6 contains 8528 members Mstep: Class 7 contains 12216 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8941 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3038 members Mstep: Class 17 contains 2644 members Mstep: Class 18 contains 3334 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241771 members Mstep: Class 25 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -55442368.000000 Penalty: 80688.281250 Iteration 402Q: 26 clusters Score -5.544237e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 20689 members Mstep: Class 3 contains 52313 members Mstep: Class 4 contains 65527 members Mstep: Class 5 contains 6986 members Mstep: Class 6 contains 8528 members Mstep: Class 7 contains 12216 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8941 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3038 members Mstep: Class 17 contains 2644 members Mstep: Class 18 contains 3334 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241772 members Mstep: Class 25 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -55442388.000000 Penalty: 80688.281250 Iteration 403Q: 26 clusters Score -5.544239e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 20687 members Mstep: Class 3 contains 52313 members Mstep: Class 4 contains 65527 members Mstep: Class 5 contains 6988 members Mstep: Class 6 contains 8528 members Mstep: Class 7 contains 12216 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8941 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3038 members Mstep: Class 17 contains 2644 members Mstep: Class 18 contains 3335 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241771 members Mstep: Class 25 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -55442384.000000 Penalty: 80688.281250 Iteration 404Q: 26 clusters Score -5.544238e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 20686 members Mstep: Class 3 contains 52313 members Mstep: Class 4 contains 65527 members Mstep: Class 5 contains 6988 members Mstep: Class 6 contains 8528 members Mstep: Class 7 contains 12215 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8941 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3038 members Mstep: Class 17 contains 2644 members Mstep: Class 18 contains 3335 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241773 members Mstep: Class 25 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -55442392.000000 Penalty: 80688.281250 Iteration 405Q: 26 clusters Score -5.544239e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 20683 members Mstep: Class 3 contains 52313 members Mstep: Class 4 contains 65527 members Mstep: Class 5 contains 6988 members Mstep: Class 6 contains 8528 members Mstep: Class 7 contains 12215 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8941 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3038 members Mstep: Class 17 contains 2644 members Mstep: Class 18 contains 3335 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241776 members Mstep: Class 25 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -55442380.000000 Penalty: 80688.281250 Iteration 406Q: 26 clusters Score -5.544238e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 20680 members Mstep: Class 3 contains 52313 members Mstep: Class 4 contains 65527 members Mstep: Class 5 contains 6990 members Mstep: Class 6 contains 8528 members Mstep: Class 7 contains 12215 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8941 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3038 members Mstep: Class 17 contains 2644 members Mstep: Class 18 contains 3335 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241777 members Mstep: Class 25 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -55442388.000000 Penalty: 80688.281250 Iteration 407Q: 26 clusters Score -5.544239e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 20678 members Mstep: Class 3 contains 52313 members Mstep: Class 4 contains 65527 members Mstep: Class 5 contains 6994 members Mstep: Class 6 contains 8528 members Mstep: Class 7 contains 12215 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8941 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3038 members Mstep: Class 17 contains 2644 members Mstep: Class 18 contains 3335 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241775 members Mstep: Class 25 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -55442404.000000 Penalty: 80688.281250 Iteration 408Q: 26 clusters Score -5.54424e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 20678 members Mstep: Class 3 contains 52314 members Mstep: Class 4 contains 65527 members Mstep: Class 5 contains 6994 members Mstep: Class 6 contains 8528 members Mstep: Class 7 contains 12213 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8941 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3038 members Mstep: Class 17 contains 2644 members Mstep: Class 18 contains 3335 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241776 members Mstep: Class 25 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -55442400.000000 Penalty: 80688.281250 Iteration 409Q: 26 clusters Score -5.54424e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 20678 members Mstep: Class 3 contains 52314 members Mstep: Class 4 contains 65527 members Mstep: Class 5 contains 6996 members Mstep: Class 6 contains 8528 members Mstep: Class 7 contains 12213 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8941 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3038 members Mstep: Class 17 contains 2644 members Mstep: Class 18 contains 3335 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241774 members Mstep: Class 25 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -55442368.000000 Penalty: 80688.281250 Iteration 410Q: 26 clusters Score -5.544237e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 20678 members Mstep: Class 3 contains 52314 members Mstep: Class 4 contains 65527 members Mstep: Class 5 contains 6996 members Mstep: Class 6 contains 8528 members Mstep: Class 7 contains 12213 members Mstep: Class 8 contains 251 members Mstep: Class 9 contains 318 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 3478 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 8941 members Mstep: Class 14 contains 353 members Mstep: Class 15 contains 2050 members Mstep: Class 16 contains 3038 members Mstep: Class 17 contains 2644 members Mstep: Class 18 contains 3335 members Mstep: Class 19 contains 612 members Mstep: Class 20 contains 384 members Mstep: Class 21 contains 8167 members Mstep: Class 22 contains 586 members Mstep: Class 23 contains 339 members Mstep: Class 24 contains 241774 members Mstep: Class 25 contains 132 members Entering Unmasked Estep ConsiderDeletion Score: -55442368.000000 Penalty: 80688.281250 Iteration 411F: 26 clusters Score -5.544237e+07 nChanged 0 Entering ConstructFrom: Score: -55442368.000000 Penalty: 80688.281250 Entering ConstructFrom: Trying to split cluster 1 (5006 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Entering Unmasked Estep Score: -639401.812500 Penalty: 2112.561279 Iteration 0F: 2 clusters Score -639401.8 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 2482 members Entering Unmasked Estep Score: -634847.000000 Penalty: 4225.122559 Iteration 0F: 3 clusters Score -634847 nChanged 1901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -635900.562500 Penalty: 4225.122559 Iteration 1F: 3 clusters Score -635900.6 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -636096.937500 Penalty: 4225.122559 Iteration 2F: 3 clusters Score -636096.9 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -636239.687500 Penalty: 4225.122559 Iteration 3Q: 3 clusters Score -636239.7 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -636343.562500 Penalty: 4225.122559 Iteration 4Q: 3 clusters Score -636343.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -636432.125000 Penalty: 4225.122559 Iteration 5Q: 3 clusters Score -636432.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -636511.062500 Penalty: 4225.122559 Iteration 6Q: 3 clusters Score -636511.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -636591.812500 Penalty: 4225.122559 Iteration 7Q: 3 clusters Score -636591.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -636668.812500 Penalty: 4225.122559 Iteration 8Q: 3 clusters Score -636668.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -636741.812500 Penalty: 4225.122559 Iteration 9Q: 3 clusters Score -636741.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -636804.750000 Penalty: 4225.122559 Iteration 10Q: 3 clusters Score -636804.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -636873.312500 Penalty: 4225.122559 Iteration 11Q: 3 clusters Score -636873.3 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -636949.937500 Penalty: 4225.122559 Iteration 12Q: 3 clusters Score -636949.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -637028.000000 Penalty: 4225.122559 Iteration 13Q: 3 clusters Score -637028 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -637097.187500 Penalty: 4225.122559 Iteration 14Q: 3 clusters Score -637097.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -637168.312500 Penalty: 4225.122559 Iteration 15Q: 3 clusters Score -637168.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -637225.312500 Penalty: 4225.122559 Iteration 16Q: 3 clusters Score -637225.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -637281.312500 Penalty: 4225.122559 Iteration 17Q: 3 clusters Score -637281.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -637331.562500 Penalty: 4225.122559 Iteration 18Q: 3 clusters Score -637331.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -637376.812500 Penalty: 4225.122559 Iteration 19Q: 3 clusters Score -637376.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -637416.687500 Penalty: 4225.122559 Iteration 20F: 3 clusters Score -637416.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -637448.625000 Penalty: 4225.122559 Iteration 21Q: 3 clusters Score -637448.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -637478.375000 Penalty: 4225.122559 Iteration 22Q: 3 clusters Score -637478.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -637506.437500 Penalty: 4225.122559 Iteration 23Q: 3 clusters Score -637506.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -637523.562500 Penalty: 4225.122559 Iteration 24Q: 3 clusters Score -637523.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -637540.312500 Penalty: 4225.122559 Iteration 25Q: 3 clusters Score -637540.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -637556.812500 Penalty: 4225.122559 Iteration 26Q: 3 clusters Score -637556.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -637570.812500 Penalty: 4225.122559 Iteration 27Q: 3 clusters Score -637570.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -637578.187500 Penalty: 4225.122559 Iteration 28Q: 3 clusters Score -637578.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -637584.625000 Penalty: 4225.122559 Iteration 29Q: 3 clusters Score -637584.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -637591.000000 Penalty: 4225.122559 Iteration 30Q: 3 clusters Score -637591 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -637594.937500 Penalty: 4225.122559 Iteration 31Q: 3 clusters Score -637594.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -637600.312500 Penalty: 4225.122559 Iteration 32Q: 3 clusters Score -637600.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -637605.312500 Penalty: 4225.122559 Iteration 33Q: 3 clusters Score -637605.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -637610.187500 Penalty: 4225.122559 Iteration 34Q: 3 clusters Score -637610.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -637614.687500 Penalty: 4225.122559 Iteration 35Q: 3 clusters Score -637614.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -637615.437500 Penalty: 4225.122559 Iteration 36Q: 3 clusters Score -637615.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -637615.437500 Penalty: 4225.122559 Iteration 37F: 3 clusters Score -637615.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (20678 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20678 members Entering Unmasked Estep Score: -2590620.750000 Penalty: 2464.332764 Iteration 0F: 2 clusters Score -2590621 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10181 members Mstep: Class 2 contains 10497 members Entering Unmasked Estep Score: -2576134.500000 Penalty: 4928.665527 Iteration 0F: 3 clusters Score -2576134 nChanged 9184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9383 members Mstep: Class 2 contains 11295 members Entering Unmasked Estep Score: -2581036.000000 Penalty: 4928.665527 Iteration 1F: 3 clusters Score -2581036 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8835 members Mstep: Class 2 contains 11843 members Entering Unmasked Estep Score: -2581484.750000 Penalty: 4928.665527 Iteration 2F: 3 clusters Score -2581485 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8115 members Mstep: Class 2 contains 12563 members Entering Unmasked Estep Score: -2581965.750000 Penalty: 4928.665527 Iteration 3Q: 3 clusters Score -2581966 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7169 members Mstep: Class 2 contains 13509 members Entering Unmasked Estep Score: -2582530.250000 Penalty: 4928.665527 Iteration 4F: 3 clusters Score -2582530 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6074 members Mstep: Class 2 contains 14604 members Entering Unmasked Estep Score: -2583243.750000 Penalty: 4928.665527 Iteration 5F: 3 clusters Score -2583244 nChanged 1336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4760 members Mstep: Class 2 contains 15918 members Entering Unmasked Estep Score: -2584211.750000 Penalty: 4928.665527 Iteration 6F: 3 clusters Score -2584212 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 17337 members Entering Unmasked Estep Score: -2585416.500000 Penalty: 4928.665527 Iteration 7F: 3 clusters Score -2585416 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 18612 members Entering Unmasked Estep Score: -2586585.000000 Penalty: 4928.665527 Iteration 8F: 3 clusters Score -2586585 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 19501 members Entering Unmasked Estep Score: -2587428.250000 Penalty: 4928.665527 Iteration 9Q: 3 clusters Score -2587428 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 20018 members Entering Unmasked Estep Score: -2587925.750000 Penalty: 4928.665527 Iteration 10Q: 3 clusters Score -2587926 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 20227 members Entering Unmasked Estep Score: -2588143.500000 Penalty: 4928.665527 Iteration 11Q: 3 clusters Score -2588144 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 20329 members Entering Unmasked Estep Score: -2588271.750000 Penalty: 4928.665527 Iteration 12Q: 3 clusters Score -2588272 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 20371 members Entering Unmasked Estep Score: -2588332.250000 Penalty: 4928.665527 Iteration 13Q: 3 clusters Score -2588332 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 20393 members Entering Unmasked Estep Score: -2588372.000000 Penalty: 4928.665527 Iteration 14Q: 3 clusters Score -2588372 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 20410 members Entering Unmasked Estep Score: -2588405.500000 Penalty: 4928.665527 Iteration 15Q: 3 clusters Score -2588406 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 20424 members Entering Unmasked Estep Score: -2588426.250000 Penalty: 4928.665527 Iteration 16Q: 3 clusters Score -2588426 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 20426 members Entering Unmasked Estep Score: -2588430.000000 Penalty: 4928.665527 Iteration 17Q: 3 clusters Score -2588430 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 20428 members Entering Unmasked Estep Score: -2588433.750000 Penalty: 4928.665527 Iteration 18Q: 3 clusters Score -2588434 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 20429 members Entering Unmasked Estep Score: -2588438.000000 Penalty: 4928.665527 Iteration 19Q: 3 clusters Score -2588438 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 20432 members Entering Unmasked Estep Score: -2588438.000000 Penalty: 4928.665527 Iteration 20F: 3 clusters Score -2588438 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 20433 members Entering Unmasked Estep Score: -2588442.500000 Penalty: 4928.665527 Iteration 21Q: 3 clusters Score -2588442 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 20434 members Entering Unmasked Estep Score: -2588445.000000 Penalty: 4928.665527 Iteration 22Q: 3 clusters Score -2588445 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 20435 members Entering Unmasked Estep Score: -2588443.750000 Penalty: 4928.665527 Iteration 23Q: 3 clusters Score -2588444 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 20436 members Entering Unmasked Estep Score: -2588446.750000 Penalty: 4928.665527 Iteration 24Q: 3 clusters Score -2588447 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 20436 members Entering Unmasked Estep Score: -2588446.750000 Penalty: 4928.665527 Iteration 25F: 3 clusters Score -2588447 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (52314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52314 members Entering Unmasked Estep Score: -6682857.000000 Penalty: 2694.524658 Iteration 0F: 2 clusters Score -6682857 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26032 members Mstep: Class 2 contains 26282 members Entering Unmasked Estep Score: -6647491.000000 Penalty: 5389.049316 Iteration 0F: 3 clusters Score -6647491 nChanged 24202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25342 members Mstep: Class 2 contains 26972 members Entering Unmasked Estep Score: -6661393.500000 Penalty: 5389.049316 Iteration 1F: 3 clusters Score -6661394 nChanged 2436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24768 members Mstep: Class 2 contains 27546 members Entering Unmasked Estep Score: -6662420.500000 Penalty: 5389.049316 Iteration 2Q: 3 clusters Score -6662420 nChanged 2540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23704 members Mstep: Class 2 contains 28610 members Entering Unmasked Estep Score: -6663442.000000 Penalty: 5389.049316 Iteration 3Q: 3 clusters Score -6663442 nChanged 2877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21923 members Mstep: Class 2 contains 30391 members Entering Unmasked Estep Score: -6664861.500000 Penalty: 5389.049316 Iteration 4F: 3 clusters Score -6664862 nChanged 3329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19318 members Mstep: Class 2 contains 32996 members Entering Unmasked Estep Score: -6666674.500000 Penalty: 5389.049316 Iteration 5F: 3 clusters Score -6666674 nChanged 3711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15937 members Mstep: Class 2 contains 36377 members Entering Unmasked Estep Score: -6669190.000000 Penalty: 5389.049316 Iteration 6F: 3 clusters Score -6669190 nChanged 4014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12049 members Mstep: Class 2 contains 40265 members Entering Unmasked Estep Score: -6672518.000000 Penalty: 5389.049316 Iteration 7F: 3 clusters Score -6672518 nChanged 3740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8371 members Mstep: Class 2 contains 43943 members Entering Unmasked Estep Score: -6676014.000000 Penalty: 5389.049316 Iteration 8F: 3 clusters Score -6676014 nChanged 2665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5760 members Mstep: Class 2 contains 46554 members Entering Unmasked Estep Score: -6678836.500000 Penalty: 5389.049316 Iteration 9F: 3 clusters Score -6678836 nChanged 1464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 47972 members Entering Unmasked Estep Score: -6680511.000000 Penalty: 5389.049316 Iteration 10Q: 3 clusters Score -6680511 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 48698 members Entering Unmasked Estep Score: -6681143.500000 Penalty: 5389.049316 Iteration 11Q: 3 clusters Score -6681144 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 49164 members Entering Unmasked Estep Score: -6681418.000000 Penalty: 5389.049316 Iteration 12Q: 3 clusters Score -6681418 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 49478 members Entering Unmasked Estep Score: -6681555.500000 Penalty: 5389.049316 Iteration 13Q: 3 clusters Score -6681556 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 49709 members Entering Unmasked Estep Score: -6681654.500000 Penalty: 5389.049316 Iteration 14Q: 3 clusters Score -6681654 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 49889 members Entering Unmasked Estep Score: -6681719.500000 Penalty: 5389.049316 Iteration 15Q: 3 clusters Score -6681720 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 50016 members Entering Unmasked Estep Score: -6681755.500000 Penalty: 5389.049316 Iteration 16Q: 3 clusters Score -6681756 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 50110 members Entering Unmasked Estep Score: -6681801.000000 Penalty: 5389.049316 Iteration 17Q: 3 clusters Score -6681801 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 50175 members Entering Unmasked Estep Score: -6681805.000000 Penalty: 5389.049316 Iteration 18Q: 3 clusters Score -6681805 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 50226 members Entering Unmasked Estep Score: -6681796.500000 Penalty: 5389.049316 Iteration 19Q: 3 clusters Score -6681796 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 50264 members Entering Unmasked Estep Score: -6681810.500000 Penalty: 5389.049316 Iteration 20F: 3 clusters Score -6681810 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 50294 members Entering Unmasked Estep Score: -6681813.000000 Penalty: 5389.049316 Iteration 21Q: 3 clusters Score -6681813 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 50311 members Entering Unmasked Estep Score: -6681815.000000 Penalty: 5389.049316 Iteration 22Q: 3 clusters Score -6681815 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 50324 members Entering Unmasked Estep Score: -6681811.000000 Penalty: 5389.049316 Iteration 23Q: 3 clusters Score -6681811 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 50334 members Entering Unmasked Estep Score: -6681811.000000 Penalty: 5389.049316 Iteration 24Q: 3 clusters Score -6681811 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 50339 members Entering Unmasked Estep Score: -6681806.000000 Penalty: 5389.049316 Iteration 25Q: 3 clusters Score -6681806 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 50344 members Entering Unmasked Estep Score: -6681808.500000 Penalty: 5389.049316 Iteration 26Q: 3 clusters Score -6681808 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 50348 members Entering Unmasked Estep Score: -6681805.000000 Penalty: 5389.049316 Iteration 27Q: 3 clusters Score -6681805 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 50349 members Entering Unmasked Estep Score: -6681808.000000 Penalty: 5389.049316 Iteration 28Q: 3 clusters Score -6681808 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 50351 members Entering Unmasked Estep Score: -6681818.500000 Penalty: 5389.049316 Iteration 29Q: 3 clusters Score -6681818 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 50355 members Entering Unmasked Estep Score: -6681817.000000 Penalty: 5389.049316 Iteration 30Q: 3 clusters Score -6681817 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 50357 members Entering Unmasked Estep Score: -6681820.000000 Penalty: 5389.049316 Iteration 31Q: 3 clusters Score -6681820 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 50361 members Entering Unmasked Estep Score: -6681814.500000 Penalty: 5389.049316 Iteration 32Q: 3 clusters Score -6681814 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 50362 members Entering Unmasked Estep Score: -6681812.500000 Penalty: 5389.049316 Iteration 33Q: 3 clusters Score -6681812 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 50362 members Entering Unmasked Estep Score: -6681812.500000 Penalty: 5389.049316 Iteration 34F: 3 clusters Score -6681812 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (65527 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65527 members Entering Unmasked Estep Score: -8243269.500000 Penalty: 2750.374023 Iteration 0F: 2 clusters Score -8243270 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32800 members Mstep: Class 2 contains 32727 members Entering Unmasked Estep Score: -8199441.000000 Penalty: 5500.748047 Iteration 0F: 3 clusters Score -8199441 nChanged 30563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33517 members Mstep: Class 2 contains 32010 members Entering Unmasked Estep Score: -8216805.000000 Penalty: 5500.748047 Iteration 1F: 3 clusters Score -8216805 nChanged 2554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33745 members Mstep: Class 2 contains 31782 members Entering Unmasked Estep Score: -8217511.000000 Penalty: 5500.748047 Iteration 2Q: 3 clusters Score -8217511 nChanged 2534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34105 members Mstep: Class 2 contains 31422 members Entering Unmasked Estep Score: -8218357.000000 Penalty: 5500.748047 Iteration 3Q: 3 clusters Score -8218357 nChanged 2590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34561 members Mstep: Class 2 contains 30966 members Entering Unmasked Estep Score: -8219393.000000 Penalty: 5500.748047 Iteration 4Q: 3 clusters Score -8219393 nChanged 2749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35018 members Mstep: Class 2 contains 30509 members Entering Unmasked Estep Score: -8220500.000000 Penalty: 5500.748047 Iteration 5Q: 3 clusters Score -8220500 nChanged 2947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35537 members Mstep: Class 2 contains 29990 members Entering Unmasked Estep Score: -8221847.500000 Penalty: 5500.748047 Iteration 6Q: 3 clusters Score -8221848 nChanged 3288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36011 members Mstep: Class 2 contains 29516 members Entering Unmasked Estep Score: -8223752.500000 Penalty: 5500.748047 Iteration 7F: 3 clusters Score -8223752 nChanged 3628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36397 members Mstep: Class 2 contains 29130 members Entering Unmasked Estep Score: -8226184.000000 Penalty: 5500.748047 Iteration 8F: 3 clusters Score -8226184 nChanged 3895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36590 members Mstep: Class 2 contains 28937 members Entering Unmasked Estep Score: -8229156.500000 Penalty: 5500.748047 Iteration 9F: 3 clusters Score -8229156 nChanged 3887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36711 members Mstep: Class 2 contains 28816 members Entering Unmasked Estep Score: -8231950.000000 Penalty: 5500.748047 Iteration 10F: 3 clusters Score -8231950 nChanged 3217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36790 members Mstep: Class 2 contains 28737 members Entering Unmasked Estep Score: -8233584.500000 Penalty: 5500.748047 Iteration 11Q: 3 clusters Score -8233584 nChanged 2190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36850 members Mstep: Class 2 contains 28677 members Entering Unmasked Estep Score: -8234364.500000 Penalty: 5500.748047 Iteration 12Q: 3 clusters Score -8234364 nChanged 1398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36878 members Mstep: Class 2 contains 28649 members Entering Unmasked Estep Score: -8234672.000000 Penalty: 5500.748047 Iteration 13Q: 3 clusters Score -8234672 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36876 members Mstep: Class 2 contains 28651 members Entering Unmasked Estep Score: -8234864.500000 Penalty: 5500.748047 Iteration 14Q: 3 clusters Score -8234864 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36877 members Mstep: Class 2 contains 28650 members Entering Unmasked Estep Score: -8234984.500000 Penalty: 5500.748047 Iteration 15Q: 3 clusters Score -8234984 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36863 members Mstep: Class 2 contains 28664 members Entering Unmasked Estep Score: -8235123.500000 Penalty: 5500.748047 Iteration 16Q: 3 clusters Score -8235124 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36835 members Mstep: Class 2 contains 28692 members Entering Unmasked Estep Score: -8235175.000000 Penalty: 5500.748047 Iteration 17Q: 3 clusters Score -8235175 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36798 members Mstep: Class 2 contains 28729 members Entering Unmasked Estep Score: -8235252.000000 Penalty: 5500.748047 Iteration 18Q: 3 clusters Score -8235252 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36761 members Mstep: Class 2 contains 28766 members Entering Unmasked Estep Score: -8235306.000000 Penalty: 5500.748047 Iteration 19Q: 3 clusters Score -8235306 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36751 members Mstep: Class 2 contains 28776 members Entering Unmasked Estep Score: -8235377.000000 Penalty: 5500.748047 Iteration 20F: 3 clusters Score -8235377 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36752 members Mstep: Class 2 contains 28775 members Entering Unmasked Estep Score: -8235443.000000 Penalty: 5500.748047 Iteration 21Q: 3 clusters Score -8235443 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36754 members Mstep: Class 2 contains 28773 members Entering Unmasked Estep Score: -8235474.500000 Penalty: 5500.748047 Iteration 22Q: 3 clusters Score -8235474 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36780 members Mstep: Class 2 contains 28747 members Entering Unmasked Estep Score: -8235456.000000 Penalty: 5500.748047 Iteration 23Q: 3 clusters Score -8235456 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36795 members Mstep: Class 2 contains 28732 members Entering Unmasked Estep Score: -8235483.500000 Penalty: 5500.748047 Iteration 24Q: 3 clusters Score -8235484 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36836 members Mstep: Class 2 contains 28691 members Entering Unmasked Estep Score: -8235498.000000 Penalty: 5500.748047 Iteration 25Q: 3 clusters Score -8235498 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36880 members Mstep: Class 2 contains 28647 members Entering Unmasked Estep Score: -8235505.500000 Penalty: 5500.748047 Iteration 26Q: 3 clusters Score -8235506 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36934 members Mstep: Class 2 contains 28593 members Entering Unmasked Estep Score: -8235515.000000 Penalty: 5500.748047 Iteration 27Q: 3 clusters Score -8235515 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36986 members Mstep: Class 2 contains 28541 members Entering Unmasked Estep Score: -8235540.000000 Penalty: 5500.748047 Iteration 28Q: 3 clusters Score -8235540 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37028 members Mstep: Class 2 contains 28499 members Entering Unmasked Estep Score: -8235559.000000 Penalty: 5500.748047 Iteration 29Q: 3 clusters Score -8235559 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37059 members Mstep: Class 2 contains 28468 members Entering Unmasked Estep Score: -8235556.500000 Penalty: 5500.748047 Iteration 30Q: 3 clusters Score -8235556 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37090 members Mstep: Class 2 contains 28437 members Entering Unmasked Estep Score: -8235561.000000 Penalty: 5500.748047 Iteration 31Q: 3 clusters Score -8235561 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37138 members Mstep: Class 2 contains 28389 members Entering Unmasked Estep Score: -8235557.000000 Penalty: 5500.748047 Iteration 32Q: 3 clusters Score -8235557 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37190 members Mstep: Class 2 contains 28337 members Entering Unmasked Estep Score: -8235563.500000 Penalty: 5500.748047 Iteration 33Q: 3 clusters Score -8235564 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37235 members Mstep: Class 2 contains 28292 members Entering Unmasked Estep Score: -8235571.000000 Penalty: 5500.748047 Iteration 34Q: 3 clusters Score -8235571 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37275 members Mstep: Class 2 contains 28252 members Entering Unmasked Estep Score: -8235577.000000 Penalty: 5500.748047 Iteration 35Q: 3 clusters Score -8235577 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37318 members Mstep: Class 2 contains 28209 members Entering Unmasked Estep Score: -8235570.500000 Penalty: 5500.748047 Iteration 36Q: 3 clusters Score -8235570 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37361 members Mstep: Class 2 contains 28166 members Entering Unmasked Estep Score: -8235569.000000 Penalty: 5500.748047 Iteration 37Q: 3 clusters Score -8235569 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37401 members Mstep: Class 2 contains 28126 members Entering Unmasked Estep Score: -8235576.500000 Penalty: 5500.748047 Iteration 38Q: 3 clusters Score -8235576 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37449 members Mstep: Class 2 contains 28078 members Entering Unmasked Estep Score: -8235570.500000 Penalty: 5500.748047 Iteration 39Q: 3 clusters Score -8235570 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37485 members Mstep: Class 2 contains 28042 members Entering Unmasked Estep Score: -8235584.000000 Penalty: 5500.748047 Iteration 40F: 3 clusters Score -8235584 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37525 members Mstep: Class 2 contains 28002 members Entering Unmasked Estep Score: -8235583.500000 Penalty: 5500.748047 Iteration 41Q: 3 clusters Score -8235584 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37560 members Mstep: Class 2 contains 27967 members Entering Unmasked Estep Score: -8235594.000000 Penalty: 5500.748047 Iteration 42Q: 3 clusters Score -8235594 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37608 members Mstep: Class 2 contains 27919 members Entering Unmasked Estep Score: -8235612.500000 Penalty: 5500.748047 Iteration 43Q: 3 clusters Score -8235612 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37666 members Mstep: Class 2 contains 27861 members Entering Unmasked Estep Score: -8235605.000000 Penalty: 5500.748047 Iteration 44Q: 3 clusters Score -8235605 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37727 members Mstep: Class 2 contains 27800 members Entering Unmasked Estep Score: -8235608.500000 Penalty: 5500.748047 Iteration 45Q: 3 clusters Score -8235608 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37789 members Mstep: Class 2 contains 27738 members Entering Unmasked Estep Score: -8235626.000000 Penalty: 5500.748047 Iteration 46Q: 3 clusters Score -8235626 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37843 members Mstep: Class 2 contains 27684 members Entering Unmasked Estep Score: -8235638.000000 Penalty: 5500.748047 Iteration 47Q: 3 clusters Score -8235638 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37909 members Mstep: Class 2 contains 27618 members Entering Unmasked Estep Score: -8235655.000000 Penalty: 5500.748047 Iteration 48Q: 3 clusters Score -8235655 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37966 members Mstep: Class 2 contains 27561 members Entering Unmasked Estep Score: -8235646.000000 Penalty: 5500.748047 Iteration 49Q: 3 clusters Score -8235646 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38008 members Mstep: Class 2 contains 27519 members Entering Unmasked Estep Score: -8235644.000000 Penalty: 5500.748047 Iteration 50Q: 3 clusters Score -8235644 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38053 members Mstep: Class 2 contains 27474 members Entering Unmasked Estep Score: -8235628.500000 Penalty: 5500.748047 Iteration 51Q: 3 clusters Score -8235628 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38101 members Mstep: Class 2 contains 27426 members Entering Unmasked Estep Score: -8235627.000000 Penalty: 5500.748047 Iteration 52Q: 3 clusters Score -8235627 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38156 members Mstep: Class 2 contains 27371 members Entering Unmasked Estep Score: -8235632.000000 Penalty: 5500.748047 Iteration 53Q: 3 clusters Score -8235632 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38207 members Mstep: Class 2 contains 27320 members Entering Unmasked Estep Score: -8235634.000000 Penalty: 5500.748047 Iteration 54Q: 3 clusters Score -8235634 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38268 members Mstep: Class 2 contains 27259 members Entering Unmasked Estep Score: -8235652.500000 Penalty: 5500.748047 Iteration 55Q: 3 clusters Score -8235652 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38322 members Mstep: Class 2 contains 27205 members Entering Unmasked Estep Score: -8235650.500000 Penalty: 5500.748047 Iteration 56Q: 3 clusters Score -8235650 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38378 members Mstep: Class 2 contains 27149 members Entering Unmasked Estep Score: -8235657.500000 Penalty: 5500.748047 Iteration 57Q: 3 clusters Score -8235658 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38443 members Mstep: Class 2 contains 27084 members Entering Unmasked Estep Score: -8235662.000000 Penalty: 5500.748047 Iteration 58Q: 3 clusters Score -8235662 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38506 members Mstep: Class 2 contains 27021 members Entering Unmasked Estep Score: -8235665.500000 Penalty: 5500.748047 Iteration 59Q: 3 clusters Score -8235666 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38567 members Mstep: Class 2 contains 26960 members Entering Unmasked Estep Score: -8235669.500000 Penalty: 5500.748047 Iteration 60F: 3 clusters Score -8235670 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38633 members Mstep: Class 2 contains 26894 members Entering Unmasked Estep Score: -8235648.000000 Penalty: 5500.748047 Iteration 61Q: 3 clusters Score -8235648 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38701 members Mstep: Class 2 contains 26826 members Entering Unmasked Estep Score: -8235668.000000 Penalty: 5500.748047 Iteration 62Q: 3 clusters Score -8235668 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38770 members Mstep: Class 2 contains 26757 members Entering Unmasked Estep Score: -8235672.000000 Penalty: 5500.748047 Iteration 63Q: 3 clusters Score -8235672 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38843 members Mstep: Class 2 contains 26684 members Entering Unmasked Estep Score: -8235678.500000 Penalty: 5500.748047 Iteration 64Q: 3 clusters Score -8235678 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38917 members Mstep: Class 2 contains 26610 members Entering Unmasked Estep Score: -8235695.000000 Penalty: 5500.748047 Iteration 65Q: 3 clusters Score -8235695 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39003 members Mstep: Class 2 contains 26524 members Entering Unmasked Estep Score: -8235695.500000 Penalty: 5500.748047 Iteration 66Q: 3 clusters Score -8235696 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39091 members Mstep: Class 2 contains 26436 members Entering Unmasked Estep Score: -8235690.500000 Penalty: 5500.748047 Iteration 67Q: 3 clusters Score -8235690 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39186 members Mstep: Class 2 contains 26341 members Entering Unmasked Estep Score: -8235694.000000 Penalty: 5500.748047 Iteration 68Q: 3 clusters Score -8235694 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39267 members Mstep: Class 2 contains 26260 members Entering Unmasked Estep Score: -8235700.500000 Penalty: 5500.748047 Iteration 69Q: 3 clusters Score -8235700 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39332 members Mstep: Class 2 contains 26195 members Entering Unmasked Estep Score: -8235706.500000 Penalty: 5500.748047 Iteration 70Q: 3 clusters Score -8235706 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39406 members Mstep: Class 2 contains 26121 members Entering Unmasked Estep Score: -8235712.000000 Penalty: 5500.748047 Iteration 71Q: 3 clusters Score -8235712 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39484 members Mstep: Class 2 contains 26043 members Entering Unmasked Estep Score: -8235731.500000 Penalty: 5500.748047 Iteration 72Q: 3 clusters Score -8235732 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39576 members Mstep: Class 2 contains 25951 members Entering Unmasked Estep Score: -8235753.500000 Penalty: 5500.748047 Iteration 73Q: 3 clusters Score -8235754 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39665 members Mstep: Class 2 contains 25862 members Entering Unmasked Estep Score: -8235737.500000 Penalty: 5500.748047 Iteration 74Q: 3 clusters Score -8235738 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39770 members Mstep: Class 2 contains 25757 members Entering Unmasked Estep Score: -8235738.000000 Penalty: 5500.748047 Iteration 75Q: 3 clusters Score -8235738 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39876 members Mstep: Class 2 contains 25651 members Entering Unmasked Estep Score: -8235750.500000 Penalty: 5500.748047 Iteration 76Q: 3 clusters Score -8235750 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39979 members Mstep: Class 2 contains 25548 members Entering Unmasked Estep Score: -8235753.500000 Penalty: 5500.748047 Iteration 77Q: 3 clusters Score -8235754 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40083 members Mstep: Class 2 contains 25444 members Entering Unmasked Estep Score: -8235754.000000 Penalty: 5500.748047 Iteration 78Q: 3 clusters Score -8235754 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40189 members Mstep: Class 2 contains 25338 members Entering Unmasked Estep Score: -8235752.500000 Penalty: 5500.748047 Iteration 79Q: 3 clusters Score -8235752 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40296 members Mstep: Class 2 contains 25231 members Entering Unmasked Estep Score: -8235765.500000 Penalty: 5500.748047 Iteration 80F: 3 clusters Score -8235766 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40395 members Mstep: Class 2 contains 25132 members Entering Unmasked Estep Score: -8235747.500000 Penalty: 5500.748047 Iteration 81Q: 3 clusters Score -8235748 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40488 members Mstep: Class 2 contains 25039 members Entering Unmasked Estep Score: -8235769.000000 Penalty: 5500.748047 Iteration 82Q: 3 clusters Score -8235769 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40577 members Mstep: Class 2 contains 24950 members Entering Unmasked Estep Score: -8235794.000000 Penalty: 5500.748047 Iteration 83Q: 3 clusters Score -8235794 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40653 members Mstep: Class 2 contains 24874 members Entering Unmasked Estep Score: -8235791.500000 Penalty: 5500.748047 Iteration 84Q: 3 clusters Score -8235792 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40734 members Mstep: Class 2 contains 24793 members Entering Unmasked Estep Score: -8235813.500000 Penalty: 5500.748047 Iteration 85Q: 3 clusters Score -8235814 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40814 members Mstep: Class 2 contains 24713 members Entering Unmasked Estep Score: -8235823.000000 Penalty: 5500.748047 Iteration 86Q: 3 clusters Score -8235823 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40893 members Mstep: Class 2 contains 24634 members Entering Unmasked Estep Score: -8235817.000000 Penalty: 5500.748047 Iteration 87Q: 3 clusters Score -8235817 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40972 members Mstep: Class 2 contains 24555 members Entering Unmasked Estep Score: -8235832.000000 Penalty: 5500.748047 Iteration 88Q: 3 clusters Score -8235832 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41049 members Mstep: Class 2 contains 24478 members Entering Unmasked Estep Score: -8235816.000000 Penalty: 5500.748047 Iteration 89Q: 3 clusters Score -8235816 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41126 members Mstep: Class 2 contains 24401 members Entering Unmasked Estep Score: -8235822.000000 Penalty: 5500.748047 Iteration 90Q: 3 clusters Score -8235822 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41182 members Mstep: Class 2 contains 24345 members Entering Unmasked Estep Score: -8235819.500000 Penalty: 5500.748047 Iteration 91Q: 3 clusters Score -8235820 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41252 members Mstep: Class 2 contains 24275 members Entering Unmasked Estep Score: -8235817.500000 Penalty: 5500.748047 Iteration 92Q: 3 clusters Score -8235818 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41322 members Mstep: Class 2 contains 24205 members Entering Unmasked Estep Score: -8235818.000000 Penalty: 5500.748047 Iteration 93Q: 3 clusters Score -8235818 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41382 members Mstep: Class 2 contains 24145 members Entering Unmasked Estep Score: -8235822.000000 Penalty: 5500.748047 Iteration 94Q: 3 clusters Score -8235822 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41442 members Mstep: Class 2 contains 24085 members Entering Unmasked Estep Score: -8235818.500000 Penalty: 5500.748047 Iteration 95Q: 3 clusters Score -8235818 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41487 members Mstep: Class 2 contains 24040 members Entering Unmasked Estep Score: -8235808.000000 Penalty: 5500.748047 Iteration 96Q: 3 clusters Score -8235808 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41544 members Mstep: Class 2 contains 23983 members Entering Unmasked Estep Score: -8235816.500000 Penalty: 5500.748047 Iteration 97Q: 3 clusters Score -8235816 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41600 members Mstep: Class 2 contains 23927 members Entering Unmasked Estep Score: -8235836.000000 Penalty: 5500.748047 Iteration 98Q: 3 clusters Score -8235836 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41674 members Mstep: Class 2 contains 23853 members Entering Unmasked Estep Score: -8235842.500000 Penalty: 5500.748047 Iteration 99Q: 3 clusters Score -8235842 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41755 members Mstep: Class 2 contains 23772 members Entering Unmasked Estep Score: -8235839.500000 Penalty: 5500.748047 Iteration 100F: 3 clusters Score -8235840 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41843 members Mstep: Class 2 contains 23684 members Entering Unmasked Estep Score: -8235841.500000 Penalty: 5500.748047 Iteration 101Q: 3 clusters Score -8235842 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41944 members Mstep: Class 2 contains 23583 members Entering Unmasked Estep Score: -8235844.000000 Penalty: 5500.748047 Iteration 102Q: 3 clusters Score -8235844 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42053 members Mstep: Class 2 contains 23474 members Entering Unmasked Estep Score: -8235853.000000 Penalty: 5500.748047 Iteration 103Q: 3 clusters Score -8235853 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42158 members Mstep: Class 2 contains 23369 members Entering Unmasked Estep Score: -8235874.000000 Penalty: 5500.748047 Iteration 104Q: 3 clusters Score -8235874 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42264 members Mstep: Class 2 contains 23263 members Entering Unmasked Estep Score: -8235873.500000 Penalty: 5500.748047 Iteration 105Q: 3 clusters Score -8235874 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42380 members Mstep: Class 2 contains 23147 members Entering Unmasked Estep Score: -8235873.500000 Penalty: 5500.748047 Iteration 106Q: 3 clusters Score -8235874 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42492 members Mstep: Class 2 contains 23035 members Entering Unmasked Estep Score: -8235883.500000 Penalty: 5500.748047 Iteration 107Q: 3 clusters Score -8235884 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42612 members Mstep: Class 2 contains 22915 members Entering Unmasked Estep Score: -8235884.500000 Penalty: 5500.748047 Iteration 108Q: 3 clusters Score -8235884 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42726 members Mstep: Class 2 contains 22801 members Entering Unmasked Estep Score: -8235879.000000 Penalty: 5500.748047 Iteration 109Q: 3 clusters Score -8235879 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42861 members Mstep: Class 2 contains 22666 members Entering Unmasked Estep Score: -8235900.500000 Penalty: 5500.748047 Iteration 110Q: 3 clusters Score -8235900 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42987 members Mstep: Class 2 contains 22540 members Entering Unmasked Estep Score: -8235923.500000 Penalty: 5500.748047 Iteration 111Q: 3 clusters Score -8235924 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43111 members Mstep: Class 2 contains 22416 members Entering Unmasked Estep Score: -8235926.000000 Penalty: 5500.748047 Iteration 112Q: 3 clusters Score -8235926 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43227 members Mstep: Class 2 contains 22300 members Entering Unmasked Estep Score: -8235935.000000 Penalty: 5500.748047 Iteration 113Q: 3 clusters Score -8235935 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43337 members Mstep: Class 2 contains 22190 members Entering Unmasked Estep Score: -8235948.500000 Penalty: 5500.748047 Iteration 114Q: 3 clusters Score -8235948 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43440 members Mstep: Class 2 contains 22087 members Entering Unmasked Estep Score: -8235950.500000 Penalty: 5500.748047 Iteration 115Q: 3 clusters Score -8235950 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43567 members Mstep: Class 2 contains 21960 members Entering Unmasked Estep Score: -8235959.500000 Penalty: 5500.748047 Iteration 116Q: 3 clusters Score -8235960 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43701 members Mstep: Class 2 contains 21826 members Entering Unmasked Estep Score: -8235972.000000 Penalty: 5500.748047 Iteration 117Q: 3 clusters Score -8235972 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43823 members Mstep: Class 2 contains 21704 members Entering Unmasked Estep Score: -8235969.500000 Penalty: 5500.748047 Iteration 118Q: 3 clusters Score -8235970 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43953 members Mstep: Class 2 contains 21574 members Entering Unmasked Estep Score: -8235977.000000 Penalty: 5500.748047 Iteration 119Q: 3 clusters Score -8235977 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44094 members Mstep: Class 2 contains 21433 members Entering Unmasked Estep Score: -8235983.500000 Penalty: 5500.748047 Iteration 120F: 3 clusters Score -8235984 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44237 members Mstep: Class 2 contains 21290 members Entering Unmasked Estep Score: -8235967.500000 Penalty: 5500.748047 Iteration 121Q: 3 clusters Score -8235968 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44381 members Mstep: Class 2 contains 21146 members Entering Unmasked Estep Score: -8235974.000000 Penalty: 5500.748047 Iteration 122Q: 3 clusters Score -8235974 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44519 members Mstep: Class 2 contains 21008 members Entering Unmasked Estep Score: -8235989.000000 Penalty: 5500.748047 Iteration 123Q: 3 clusters Score -8235989 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44679 members Mstep: Class 2 contains 20848 members Entering Unmasked Estep Score: -8236018.000000 Penalty: 5500.748047 Iteration 124Q: 3 clusters Score -8236018 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44843 members Mstep: Class 2 contains 20684 members Entering Unmasked Estep Score: -8236037.000000 Penalty: 5500.748047 Iteration 125Q: 3 clusters Score -8236037 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45033 members Mstep: Class 2 contains 20494 members Entering Unmasked Estep Score: -8236044.000000 Penalty: 5500.748047 Iteration 126Q: 3 clusters Score -8236044 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45221 members Mstep: Class 2 contains 20306 members Entering Unmasked Estep Score: -8236061.000000 Penalty: 5500.748047 Iteration 127Q: 3 clusters Score -8236061 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45427 members Mstep: Class 2 contains 20100 members Entering Unmasked Estep Score: -8236092.500000 Penalty: 5500.748047 Iteration 128Q: 3 clusters Score -8236092 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45645 members Mstep: Class 2 contains 19882 members Entering Unmasked Estep Score: -8236102.000000 Penalty: 5500.748047 Iteration 129Q: 3 clusters Score -8236102 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45865 members Mstep: Class 2 contains 19662 members Entering Unmasked Estep Score: -8236126.500000 Penalty: 5500.748047 Iteration 130Q: 3 clusters Score -8236126 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46110 members Mstep: Class 2 contains 19417 members Entering Unmasked Estep Score: -8236183.500000 Penalty: 5500.748047 Iteration 131Q: 3 clusters Score -8236184 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46336 members Mstep: Class 2 contains 19191 members 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Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50450 members Mstep: Class 2 contains 15077 members Entering Unmasked Estep Score: -8236634.000000 Penalty: 5500.748047 Iteration 148Q: 3 clusters Score -8236634 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50759 members Mstep: Class 2 contains 14768 members Entering Unmasked Estep Score: -8236725.000000 Penalty: 5500.748047 Iteration 149Q: 3 clusters Score -8236725 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51116 members Mstep: Class 2 contains 14411 members Entering Unmasked Estep Score: -8236759.000000 Penalty: 5500.748047 Iteration 150Q: 3 clusters Score -8236759 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51513 members Mstep: Class 2 contains 14014 members Entering Unmasked Estep Score: -8236812.000000 Penalty: 5500.748047 Iteration 151Q: 3 clusters Score -8236812 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51936 members Mstep: Class 2 contains 13591 members Entering Unmasked Estep Score: -8236902.000000 Penalty: 5500.748047 Iteration 152Q: 3 clusters Score -8236902 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52360 members Mstep: Class 2 contains 13167 members Entering Unmasked Estep Score: -8236955.000000 Penalty: 5500.748047 Iteration 153Q: 3 clusters Score -8236955 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52799 members Mstep: Class 2 contains 12728 members Entering Unmasked Estep Score: -8237023.500000 Penalty: 5500.748047 Iteration 154Q: 3 clusters Score -8237024 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53233 members Mstep: Class 2 contains 12294 members Entering Unmasked Estep Score: -8237101.500000 Penalty: 5500.748047 Iteration 155Q: 3 clusters Score -8237102 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53740 members Mstep: Class 2 contains 11787 members Entering Unmasked Estep Score: -8237247.000000 Penalty: 5500.748047 Iteration 156Q: 3 clusters Score -8237247 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54278 members Mstep: Class 2 contains 11249 members Entering Unmasked Estep Score: -8237367.500000 Penalty: 5500.748047 Iteration 157Q: 3 clusters Score -8237368 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54838 members Mstep: Class 2 contains 10689 members Entering Unmasked Estep Score: -8237486.500000 Penalty: 5500.748047 Iteration 158Q: 3 clusters Score -8237486 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55404 members Mstep: Class 2 contains 10123 members Entering Unmasked Estep Score: 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2 contains 5393 members Entering Unmasked Estep Score: -8239137.500000 Penalty: 5500.748047 Iteration 167Q: 3 clusters Score -8239138 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60684 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -8239349.500000 Penalty: 5500.748047 Iteration 168Q: 3 clusters Score -8239350 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61214 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -8239590.000000 Penalty: 5500.748047 Iteration 169Q: 3 clusters Score -8239590 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61718 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -8239826.000000 Penalty: 5500.748047 Iteration 170Q: 3 clusters Score -8239826 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62111 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -8239995.500000 Penalty: 5500.748047 Iteration 171Q: 3 clusters Score -8239996 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62499 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -8240198.000000 Penalty: 5500.748047 Iteration 172Q: 3 clusters Score -8240198 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62829 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -8240362.500000 Penalty: 5500.748047 Iteration 173Q: 3 clusters Score -8240362 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63112 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -8240502.500000 Penalty: 5500.748047 Iteration 174Q: 3 clusters Score -8240502 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63341 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -8240584.500000 Penalty: 5500.748047 Iteration 175Q: 3 clusters Score -8240584 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63532 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -8240671.500000 Penalty: 5500.748047 Iteration 176Q: 3 clusters Score -8240672 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63706 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -8240781.500000 Penalty: 5500.748047 Iteration 177Q: 3 clusters Score -8240782 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63849 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -8240864.000000 Penalty: 5500.748047 Iteration 178Q: 3 clusters Score -8240864 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63962 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -8240933.000000 Penalty: 5500.748047 Iteration 179Q: 3 clusters Score -8240933 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64062 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -8241017.000000 Penalty: 5500.748047 Iteration 180F: 3 clusters Score -8241017 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64155 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -8241083.500000 Penalty: 5500.748047 Iteration 181Q: 3 clusters Score -8241084 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64237 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -8241156.000000 Penalty: 5500.748047 Iteration 182Q: 3 clusters Score -8241156 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64293 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -8241213.000000 Penalty: 5500.748047 Iteration 183Q: 3 clusters Score -8241213 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64342 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -8241279.000000 Penalty: 5500.748047 Iteration 184Q: 3 clusters Score -8241279 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64375 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -8241326.000000 Penalty: 5500.748047 Iteration 185Q: 3 clusters Score -8241326 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64402 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -8241370.500000 Penalty: 5500.748047 Iteration 186Q: 3 clusters Score -8241370 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64414 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -8241398.000000 Penalty: 5500.748047 Iteration 187Q: 3 clusters Score -8241398 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64423 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -8241417.000000 Penalty: 5500.748047 Iteration 188Q: 3 clusters Score -8241417 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64430 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -8241430.500000 Penalty: 5500.748047 Iteration 189Q: 3 clusters Score -8241430 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64438 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -8241433.000000 Penalty: 5500.748047 Iteration 190Q: 3 clusters Score -8241433 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64441 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -8241428.000000 Penalty: 5500.748047 Iteration 191Q: 3 clusters Score -8241428 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64445 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -8241436.500000 Penalty: 5500.748047 Iteration 192Q: 3 clusters Score -8241436 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64447 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -8241445.000000 Penalty: 5500.748047 Iteration 193Q: 3 clusters Score -8241445 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64447 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -8241444.500000 Penalty: 5500.748047 Iteration 194Q: 3 clusters Score -8241444 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64450 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -8241444.500000 Penalty: 5500.748047 Iteration 195Q: 3 clusters Score -8241444 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64451 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -8241449.000000 Penalty: 5500.748047 Iteration 196Q: 3 clusters Score -8241449 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64450 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -8241447.000000 Penalty: 5500.748047 Iteration 197Q: 3 clusters Score -8241447 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64449 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -8241447.500000 Penalty: 5500.748047 Iteration 198Q: 3 clusters Score -8241448 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64449 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -8241451.000000 Penalty: 5500.748047 Iteration 199Q: 3 clusters Score -8241451 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64452 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -8241448.500000 Penalty: 5500.748047 Iteration 200F: 3 clusters Score -8241448 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64456 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -8241452.500000 Penalty: 5500.748047 Iteration 201Q: 3 clusters Score -8241452 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64456 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -8241457.500000 Penalty: 5500.748047 Iteration 202Q: 3 clusters Score -8241458 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64459 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -8241457.000000 Penalty: 5500.748047 Iteration 203Q: 3 clusters Score -8241457 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64462 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -8241456.000000 Penalty: 5500.748047 Iteration 204Q: 3 clusters Score -8241456 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64465 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -8241450.500000 Penalty: 5500.748047 Iteration 205Q: 3 clusters Score -8241450 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64465 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -8241457.500000 Penalty: 5500.748047 Iteration 206Q: 3 clusters Score -8241458 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64466 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -8241452.000000 Penalty: 5500.748047 Iteration 207Q: 3 clusters Score -8241452 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64467 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -8241453.000000 Penalty: 5500.748047 Iteration 208Q: 3 clusters Score -8241453 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64468 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -8241450.500000 Penalty: 5500.748047 Iteration 209Q: 3 clusters Score -8241450 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64468 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -8241452.500000 Penalty: 5500.748047 Iteration 210Q: 3 clusters Score -8241452 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64469 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -8241454.000000 Penalty: 5500.748047 Iteration 211Q: 3 clusters Score -8241454 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64473 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -8241451.500000 Penalty: 5500.748047 Iteration 212Q: 3 clusters Score -8241452 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64479 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -8241458.000000 Penalty: 5500.748047 Iteration 213Q: 3 clusters Score -8241458 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64480 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -8241465.000000 Penalty: 5500.748047 Iteration 214Q: 3 clusters Score -8241465 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64481 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -8241461.000000 Penalty: 5500.748047 Iteration 215Q: 3 clusters Score -8241461 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64477 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -8241463.500000 Penalty: 5500.748047 Iteration 216Q: 3 clusters Score -8241464 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64474 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -8241459.000000 Penalty: 5500.748047 Iteration 217Q: 3 clusters Score -8241459 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64475 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -8241456.500000 Penalty: 5500.748047 Iteration 218Q: 3 clusters Score -8241456 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64474 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -8241455.000000 Penalty: 5500.748047 Iteration 219Q: 3 clusters Score -8241455 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64473 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -8241463.000000 Penalty: 5500.748047 Iteration 220F: 3 clusters Score -8241463 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64474 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -8241463.000000 Penalty: 5500.748047 Iteration 221Q: 3 clusters Score -8241463 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64473 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -8241471.500000 Penalty: 5500.748047 Iteration 222Q: 3 clusters Score -8241472 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64471 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -8241477.000000 Penalty: 5500.748047 Iteration 223Q: 3 clusters Score -8241477 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64469 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -8241479.000000 Penalty: 5500.748047 Iteration 224Q: 3 clusters Score -8241479 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64468 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -8241475.500000 Penalty: 5500.748047 Iteration 225Q: 3 clusters Score -8241476 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64468 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -8241475.500000 Penalty: 5500.748047 Iteration 226F: 3 clusters Score -8241476 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (6996 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6996 members Entering Unmasked Estep Score: -892836.000000 Penalty: 2195.567383 Iteration 0F: 2 clusters Score -892836 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -887100.000000 Penalty: 4391.134766 Iteration 0F: 3 clusters Score -887100 nChanged 2756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3331 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -888597.625000 Penalty: 4391.134766 Iteration 1F: 3 clusters Score -888597.6 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -888889.437500 Penalty: 4391.134766 Iteration 2F: 3 clusters Score -888889.4 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -889059.625000 Penalty: 4391.134766 Iteration 3F: 3 clusters Score -889059.6 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -889203.312500 Penalty: 4391.134766 Iteration 4Q: 3 clusters Score -889203.3 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -889332.062500 Penalty: 4391.134766 Iteration 5Q: 3 clusters Score -889332.1 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -889451.812500 Penalty: 4391.134766 Iteration 6Q: 3 clusters Score -889451.8 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -889576.062500 Penalty: 4391.134766 Iteration 7Q: 3 clusters Score -889576.1 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -889720.562500 Penalty: 4391.134766 Iteration 8Q: 3 clusters Score -889720.6 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -889871.312500 Penalty: 4391.134766 Iteration 9Q: 3 clusters Score -889871.3 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -890011.750000 Penalty: 4391.134766 Iteration 10Q: 3 clusters Score -890011.8 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 5248 members Entering Unmasked Estep Score: -890163.437500 Penalty: 4391.134766 Iteration 11Q: 3 clusters Score -890163.4 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 5460 members Entering Unmasked Estep Score: -890309.187500 Penalty: 4391.134766 Iteration 12Q: 3 clusters Score -890309.2 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -890419.500000 Penalty: 4391.134766 Iteration 13Q: 3 clusters Score -890419.5 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 5787 members Entering Unmasked Estep Score: -890520.000000 Penalty: 4391.134766 Iteration 14Q: 3 clusters Score -890520 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -890602.750000 Penalty: 4391.134766 Iteration 15Q: 3 clusters Score -890602.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 6022 members Entering Unmasked Estep Score: -890672.562500 Penalty: 4391.134766 Iteration 16Q: 3 clusters Score -890672.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 6124 members Entering Unmasked Estep Score: -890738.687500 Penalty: 4391.134766 Iteration 17Q: 3 clusters Score -890738.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 6201 members Entering Unmasked Estep Score: -890793.625000 Penalty: 4391.134766 Iteration 18Q: 3 clusters Score -890793.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -890848.312500 Penalty: 4391.134766 Iteration 19Q: 3 clusters Score -890848.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -890896.812500 Penalty: 4391.134766 Iteration 20F: 3 clusters Score -890896.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 6385 members Entering Unmasked Estep Score: -890930.437500 Penalty: 4391.134766 Iteration 21Q: 3 clusters Score -890930.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 6423 members Entering Unmasked Estep Score: -890968.312500 Penalty: 4391.134766 Iteration 22Q: 3 clusters Score -890968.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 6463 members Entering Unmasked Estep Score: -891004.437500 Penalty: 4391.134766 Iteration 23Q: 3 clusters Score -891004.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 6488 members Entering Unmasked Estep Score: -891028.812500 Penalty: 4391.134766 Iteration 24Q: 3 clusters Score -891028.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 6510 members Entering Unmasked Estep Score: -891046.062500 Penalty: 4391.134766 Iteration 25Q: 3 clusters Score -891046.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 6525 members Entering Unmasked Estep Score: -891062.625000 Penalty: 4391.134766 Iteration 26Q: 3 clusters Score -891062.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 6545 members Entering Unmasked Estep Score: -891078.625000 Penalty: 4391.134766 Iteration 27Q: 3 clusters Score -891078.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 6557 members Entering Unmasked Estep Score: -891088.312500 Penalty: 4391.134766 Iteration 28Q: 3 clusters Score -891088.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 6562 members Entering Unmasked Estep Score: -891094.250000 Penalty: 4391.134766 Iteration 29Q: 3 clusters Score -891094.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 6565 members Entering Unmasked Estep Score: -891098.000000 Penalty: 4391.134766 Iteration 30Q: 3 clusters Score -891098 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 6571 members Entering Unmasked Estep Score: -891106.812500 Penalty: 4391.134766 Iteration 31Q: 3 clusters Score -891106.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 6580 members Entering Unmasked Estep Score: -891119.375000 Penalty: 4391.134766 Iteration 32Q: 3 clusters Score -891119.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 6584 members Entering Unmasked Estep Score: -891123.187500 Penalty: 4391.134766 Iteration 33Q: 3 clusters Score -891123.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 6588 members Entering Unmasked Estep Score: -891128.437500 Penalty: 4391.134766 Iteration 34Q: 3 clusters Score -891128.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 6590 members Entering Unmasked Estep Score: -891129.250000 Penalty: 4391.134766 Iteration 35Q: 3 clusters Score -891129.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 6590 members Entering Unmasked Estep Score: -891129.250000 Penalty: 4391.134766 Iteration 36F: 3 clusters Score -891129.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (8528 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8528 members Entering Unmasked Estep Score: -1090109.125000 Penalty: 2244.675293 Iteration 0F: 2 clusters Score -1090109 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 4218 members Entering Unmasked Estep Score: -1083369.375000 Penalty: 4489.350586 Iteration 0F: 3 clusters Score -1083369 nChanged 3454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -1085307.625000 Penalty: 4489.350586 Iteration 1F: 3 clusters Score -1085308 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -1085578.750000 Penalty: 4489.350586 Iteration 2F: 3 clusters Score -1085579 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -1085776.250000 Penalty: 4489.350586 Iteration 3Q: 3 clusters Score -1085776 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -1085926.375000 Penalty: 4489.350586 Iteration 4Q: 3 clusters Score -1085926 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -1086066.500000 Penalty: 4489.350586 Iteration 5Q: 3 clusters Score -1086066 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -1086175.500000 Penalty: 4489.350586 Iteration 6Q: 3 clusters Score -1086176 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4958 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -1086283.000000 Penalty: 4489.350586 Iteration 7Q: 3 clusters Score -1086283 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -1086401.500000 Penalty: 4489.350586 Iteration 8Q: 3 clusters Score -1086402 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5090 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -1086517.000000 Penalty: 4489.350586 Iteration 9Q: 3 clusters Score -1086517 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5155 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -1086601.250000 Penalty: 4489.350586 Iteration 10Q: 3 clusters Score -1086601 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -1086681.875000 Penalty: 4489.350586 Iteration 11Q: 3 clusters Score -1086682 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5288 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -1086769.750000 Penalty: 4489.350586 Iteration 12Q: 3 clusters Score -1086770 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -1086851.750000 Penalty: 4489.350586 Iteration 13Q: 3 clusters Score -1086852 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5437 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -1086919.875000 Penalty: 4489.350586 Iteration 14Q: 3 clusters Score -1086920 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5512 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -1086983.375000 Penalty: 4489.350586 Iteration 15Q: 3 clusters Score -1086983 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5608 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -1087035.750000 Penalty: 4489.350586 Iteration 16Q: 3 clusters Score -1087036 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5702 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -1087086.500000 Penalty: 4489.350586 Iteration 17Q: 3 clusters Score -1087086 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5797 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -1087137.125000 Penalty: 4489.350586 Iteration 18Q: 3 clusters Score -1087137 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -1087186.625000 Penalty: 4489.350586 Iteration 19Q: 3 clusters Score -1087187 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5984 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -1087231.375000 Penalty: 4489.350586 Iteration 20F: 3 clusters Score -1087231 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6075 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -1087278.750000 Penalty: 4489.350586 Iteration 21Q: 3 clusters Score -1087279 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6167 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -1087322.375000 Penalty: 4489.350586 Iteration 22Q: 3 clusters Score -1087322 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6255 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -1087366.250000 Penalty: 4489.350586 Iteration 23Q: 3 clusters Score -1087366 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6329 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -1087400.375000 Penalty: 4489.350586 Iteration 24Q: 3 clusters Score -1087400 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -1087436.500000 Penalty: 4489.350586 Iteration 25Q: 3 clusters Score -1087436 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6487 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -1087474.250000 Penalty: 4489.350586 Iteration 26Q: 3 clusters Score -1087474 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6567 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -1087516.625000 Penalty: 4489.350586 Iteration 27Q: 3 clusters Score -1087517 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6659 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -1087562.375000 Penalty: 4489.350586 Iteration 28Q: 3 clusters Score -1087562 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6746 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -1087612.375000 Penalty: 4489.350586 Iteration 29Q: 3 clusters Score -1087612 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6837 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -1087661.000000 Penalty: 4489.350586 Iteration 30Q: 3 clusters Score -1087661 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6935 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -1087717.750000 Penalty: 4489.350586 Iteration 31Q: 3 clusters Score -1087718 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7022 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -1087771.500000 Penalty: 4489.350586 Iteration 32Q: 3 clusters Score -1087772 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7091 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -1087806.125000 Penalty: 4489.350586 Iteration 33Q: 3 clusters Score -1087806 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7137 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -1087838.000000 Penalty: 4489.350586 Iteration 34Q: 3 clusters Score -1087838 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7195 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -1087868.625000 Penalty: 4489.350586 Iteration 35Q: 3 clusters Score -1087869 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7249 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -1087894.625000 Penalty: 4489.350586 Iteration 36Q: 3 clusters Score -1087895 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7303 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -1087919.875000 Penalty: 4489.350586 Iteration 37Q: 3 clusters Score -1087920 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7357 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -1087947.375000 Penalty: 4489.350586 Iteration 38Q: 3 clusters Score -1087947 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7418 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -1087979.500000 Penalty: 4489.350586 Iteration 39Q: 3 clusters Score -1087980 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7472 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -1088013.125000 Penalty: 4489.350586 Iteration 40F: 3 clusters Score -1088013 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7510 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -1088030.500000 Penalty: 4489.350586 Iteration 41Q: 3 clusters Score -1088030 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7545 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -1088053.125000 Penalty: 4489.350586 Iteration 42Q: 3 clusters Score -1088053 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7580 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -1088077.250000 Penalty: 4489.350586 Iteration 43Q: 3 clusters Score -1088077 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7613 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -1088095.875000 Penalty: 4489.350586 Iteration 44Q: 3 clusters Score -1088096 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7638 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -1088108.125000 Penalty: 4489.350586 Iteration 45Q: 3 clusters Score -1088108 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7659 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -1088120.875000 Penalty: 4489.350586 Iteration 46Q: 3 clusters Score -1088121 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7686 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -1088132.750000 Penalty: 4489.350586 Iteration 47Q: 3 clusters Score -1088133 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7711 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -1088148.500000 Penalty: 4489.350586 Iteration 48Q: 3 clusters Score -1088148 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7727 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -1088161.125000 Penalty: 4489.350586 Iteration 49Q: 3 clusters Score -1088161 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7742 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -1088171.125000 Penalty: 4489.350586 Iteration 50Q: 3 clusters Score -1088171 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7762 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -1088181.750000 Penalty: 4489.350586 Iteration 51Q: 3 clusters Score -1088182 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7772 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -1088188.750000 Penalty: 4489.350586 Iteration 52Q: 3 clusters Score -1088189 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7779 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -1088190.125000 Penalty: 4489.350586 Iteration 53Q: 3 clusters Score -1088190 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7780 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -1088191.625000 Penalty: 4489.350586 Iteration 54Q: 3 clusters Score -1088192 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7782 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -1088191.500000 Penalty: 4489.350586 Iteration 55Q: 3 clusters Score -1088192 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7785 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -1088193.125000 Penalty: 4489.350586 Iteration 56Q: 3 clusters Score -1088193 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7787 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -1088192.875000 Penalty: 4489.350586 Iteration 57Q: 3 clusters Score -1088193 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7788 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -1088193.375000 Penalty: 4489.350586 Iteration 58Q: 3 clusters Score -1088193 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7789 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -1088193.500000 Penalty: 4489.350586 Iteration 59Q: 3 clusters Score -1088194 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7790 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -1088194.000000 Penalty: 4489.350586 Iteration 60F: 3 clusters Score -1088194 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (12213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12213 members Entering Unmasked Estep Score: -1487121.000000 Penalty: 2333.743652 Iteration 0F: 2 clusters Score -1487121 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6016 members Mstep: Class 2 contains 6197 members Entering Unmasked Estep Score: -1478067.750000 Penalty: 4667.487305 Iteration 0F: 3 clusters Score -1478068 nChanged 5154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 6403 members Entering Unmasked Estep Score: -1480833.875000 Penalty: 4667.487305 Iteration 1F: 3 clusters Score -1480834 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 6496 members Entering Unmasked Estep Score: -1481244.000000 Penalty: 4667.487305 Iteration 2F: 3 clusters Score -1481244 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5705 members Mstep: Class 2 contains 6508 members Entering Unmasked Estep Score: -1481554.125000 Penalty: 4667.487305 Iteration 3F: 3 clusters Score -1481554 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5693 members Mstep: Class 2 contains 6520 members Entering Unmasked Estep Score: -1481824.250000 Penalty: 4667.487305 Iteration 4Q: 3 clusters Score -1481824 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5680 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -1482052.625000 Penalty: 4667.487305 Iteration 5Q: 3 clusters Score -1482053 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5695 members Mstep: Class 2 contains 6518 members Entering Unmasked Estep Score: -1482228.750000 Penalty: 4667.487305 Iteration 6Q: 3 clusters Score -1482229 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5693 members Mstep: Class 2 contains 6520 members Entering Unmasked Estep Score: -1482377.000000 Penalty: 4667.487305 Iteration 7Q: 3 clusters Score -1482377 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5713 members Mstep: Class 2 contains 6500 members Entering Unmasked Estep Score: -1482475.125000 Penalty: 4667.487305 Iteration 8Q: 3 clusters Score -1482475 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5728 members Mstep: Class 2 contains 6485 members Entering Unmasked Estep Score: -1482547.375000 Penalty: 4667.487305 Iteration 9Q: 3 clusters Score -1482547 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Mstep: Class 2 contains 6470 members Entering Unmasked Estep Score: -1482632.250000 Penalty: 4667.487305 Iteration 10Q: 3 clusters Score -1482632 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5746 members Mstep: Class 2 contains 6467 members Entering Unmasked Estep Score: -1482703.125000 Penalty: 4667.487305 Iteration 11Q: 3 clusters Score -1482703 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5727 members Mstep: Class 2 contains 6486 members Entering Unmasked Estep Score: -1482757.625000 Penalty: 4667.487305 Iteration 12Q: 3 clusters Score -1482758 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5697 members Mstep: Class 2 contains 6516 members Entering Unmasked Estep Score: -1482811.000000 Penalty: 4667.487305 Iteration 13Q: 3 clusters Score -1482811 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 6555 members Entering Unmasked Estep Score: -1482862.250000 Penalty: 4667.487305 Iteration 14Q: 3 clusters Score -1482862 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5607 members Mstep: Class 2 contains 6606 members Entering Unmasked Estep Score: -1482904.500000 Penalty: 4667.487305 Iteration 15Q: 3 clusters Score -1482904 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5579 members Mstep: Class 2 contains 6634 members Entering Unmasked Estep Score: -1482958.500000 Penalty: 4667.487305 Iteration 16Q: 3 clusters Score -1482958 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5537 members Mstep: Class 2 contains 6676 members Entering Unmasked Estep Score: -1483007.250000 Penalty: 4667.487305 Iteration 17Q: 3 clusters Score -1483007 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5462 members Mstep: Class 2 contains 6751 members Entering Unmasked Estep Score: -1483052.500000 Penalty: 4667.487305 Iteration 18Q: 3 clusters Score -1483052 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 6830 members Entering Unmasked Estep Score: -1483115.750000 Penalty: 4667.487305 Iteration 19Q: 3 clusters Score -1483116 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5293 members Mstep: Class 2 contains 6920 members Entering Unmasked Estep Score: -1483177.375000 Penalty: 4667.487305 Iteration 20F: 3 clusters Score -1483177 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 7018 members Entering Unmasked Estep Score: -1483243.000000 Penalty: 4667.487305 Iteration 21Q: 3 clusters Score -1483243 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5084 members Mstep: Class 2 contains 7129 members Entering Unmasked Estep Score: -1483299.125000 Penalty: 4667.487305 Iteration 22Q: 3 clusters Score -1483299 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 7252 members Entering Unmasked Estep Score: -1483357.875000 Penalty: 4667.487305 Iteration 23Q: 3 clusters Score -1483358 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4822 members Mstep: Class 2 contains 7391 members Entering Unmasked Estep Score: -1483430.250000 Penalty: 4667.487305 Iteration 24Q: 3 clusters Score -1483430 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 7563 members Entering Unmasked Estep Score: -1483534.875000 Penalty: 4667.487305 Iteration 25Q: 3 clusters Score -1483535 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4438 members Mstep: Class 2 contains 7775 members Entering Unmasked Estep Score: -1483633.125000 Penalty: 4667.487305 Iteration 26Q: 3 clusters Score -1483633 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 7961 members Entering Unmasked Estep Score: -1483741.125000 Penalty: 4667.487305 Iteration 27Q: 3 clusters Score -1483741 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 8176 members Entering Unmasked Estep Score: -1483887.625000 Penalty: 4667.487305 Iteration 28Q: 3 clusters Score -1483888 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 8430 members Entering Unmasked Estep Score: -1484101.875000 Penalty: 4667.487305 Iteration 29Q: 3 clusters Score -1484102 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 8677 members Entering Unmasked Estep Score: -1484306.500000 Penalty: 4667.487305 Iteration 30Q: 3 clusters Score -1484306 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 8877 members Entering Unmasked Estep Score: -1484483.750000 Penalty: 4667.487305 Iteration 31Q: 3 clusters Score -1484484 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 9043 members Entering Unmasked Estep Score: -1484626.500000 Penalty: 4667.487305 Iteration 32Q: 3 clusters Score -1484626 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 9165 members Entering Unmasked Estep Score: -1484722.750000 Penalty: 4667.487305 Iteration 33Q: 3 clusters Score -1484723 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 9265 members Entering Unmasked Estep Score: -1484783.500000 Penalty: 4667.487305 Iteration 34Q: 3 clusters Score -1484784 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 9335 members Entering Unmasked Estep Score: -1484829.750000 Penalty: 4667.487305 Iteration 35Q: 3 clusters Score -1484830 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 9405 members Entering Unmasked Estep Score: -1484865.250000 Penalty: 4667.487305 Iteration 36Q: 3 clusters Score -1484865 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 9467 members Entering Unmasked Estep Score: -1484891.250000 Penalty: 4667.487305 Iteration 37Q: 3 clusters Score -1484891 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 9508 members Entering Unmasked Estep Score: -1484913.000000 Penalty: 4667.487305 Iteration 38Q: 3 clusters Score -1484913 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 9544 members Entering Unmasked Estep Score: -1484928.125000 Penalty: 4667.487305 Iteration 39Q: 3 clusters Score -1484928 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 9578 members Entering Unmasked Estep Score: -1484942.750000 Penalty: 4667.487305 Iteration 40F: 3 clusters Score -1484943 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 9613 members Entering Unmasked Estep Score: -1484964.125000 Penalty: 4667.487305 Iteration 41Q: 3 clusters Score -1484964 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 9656 members Entering Unmasked Estep Score: -1484973.500000 Penalty: 4667.487305 Iteration 42Q: 3 clusters Score -1484974 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 9688 members Entering Unmasked Estep Score: -1484990.000000 Penalty: 4667.487305 Iteration 43Q: 3 clusters Score -1484990 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 9718 members Entering Unmasked Estep Score: -1485001.000000 Penalty: 4667.487305 Iteration 44Q: 3 clusters Score -1485001 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 9744 members Entering Unmasked Estep Score: -1485016.750000 Penalty: 4667.487305 Iteration 45Q: 3 clusters Score -1485017 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 9760 members Entering Unmasked Estep Score: -1485024.500000 Penalty: 4667.487305 Iteration 46Q: 3 clusters Score -1485024 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 9780 members Entering Unmasked Estep Score: -1485031.875000 Penalty: 4667.487305 Iteration 47Q: 3 clusters Score -1485032 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 9810 members Entering Unmasked Estep Score: -1485043.875000 Penalty: 4667.487305 Iteration 48Q: 3 clusters Score -1485044 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 9834 members Entering Unmasked Estep Score: -1485051.375000 Penalty: 4667.487305 Iteration 49Q: 3 clusters Score -1485051 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 9855 members Entering Unmasked Estep Score: -1485062.750000 Penalty: 4667.487305 Iteration 50Q: 3 clusters Score -1485063 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 9873 members Entering Unmasked Estep Score: -1485072.500000 Penalty: 4667.487305 Iteration 51Q: 3 clusters Score -1485072 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 9886 members Entering Unmasked Estep Score: -1485073.750000 Penalty: 4667.487305 Iteration 52Q: 3 clusters Score -1485074 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 9904 members Entering Unmasked Estep Score: -1485077.125000 Penalty: 4667.487305 Iteration 53Q: 3 clusters Score -1485077 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 9915 members Entering Unmasked Estep Score: -1485076.875000 Penalty: 4667.487305 Iteration 54Q: 3 clusters Score -1485077 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 9926 members Entering Unmasked Estep Score: -1485083.375000 Penalty: 4667.487305 Iteration 55Q: 3 clusters Score -1485083 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 9935 members Entering Unmasked Estep Score: -1485084.500000 Penalty: 4667.487305 Iteration 56Q: 3 clusters Score -1485084 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 9943 members Entering Unmasked Estep Score: -1485086.875000 Penalty: 4667.487305 Iteration 57Q: 3 clusters Score -1485087 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 9947 members Entering Unmasked Estep Score: -1485088.125000 Penalty: 4667.487305 Iteration 58Q: 3 clusters Score -1485088 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 9950 members Entering Unmasked Estep Score: -1485090.000000 Penalty: 4667.487305 Iteration 59Q: 3 clusters Score -1485090 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 9952 members Entering Unmasked Estep Score: -1485089.500000 Penalty: 4667.487305 Iteration 60F: 3 clusters Score -1485090 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 9953 members Entering Unmasked Estep Score: -1485089.750000 Penalty: 4667.487305 Iteration 61Q: 3 clusters Score -1485090 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 9953 members Entering Unmasked Estep Score: -1485089.750000 Penalty: 4667.487305 Iteration 62F: 3 clusters Score -1485090 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Entering Unmasked Estep Score: -28132.222656 Penalty: 1370.312378 Iteration 0F: 2 clusters Score -28132.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -26928.523438 Penalty: 2740.624756 Iteration 0F: 3 clusters Score -26928.52 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -27003.679688 Penalty: 2740.624756 Iteration 1F: 3 clusters Score -27003.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -27007.861328 Penalty: 2740.624756 Iteration 2Q: 3 clusters Score -27007.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -27007.861328 Penalty: 2740.624756 Iteration 3F: 3 clusters Score -27007.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Entering Unmasked Estep Score: -35135.558594 Penalty: 1428.988770 Iteration 0F: 2 clusters Score -35135.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -33952.390625 Penalty: 2857.977539 Iteration 0F: 3 clusters Score -33952.39 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -34078.550781 Penalty: 2857.977539 Iteration 1F: 3 clusters Score -34078.55 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -34107.585938 Penalty: 2857.977539 Iteration 2Q: 3 clusters Score -34107.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -34130.574219 Penalty: 2857.977539 Iteration 3Q: 3 clusters Score -34130.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -34137.675781 Penalty: 2857.977539 Iteration 4Q: 3 clusters Score -34137.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -34143.562500 Penalty: 2857.977539 Iteration 5Q: 3 clusters Score -34143.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -34149.199219 Penalty: 2857.977539 Iteration 6Q: 3 clusters Score -34149.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -34149.199219 Penalty: 2857.977539 Iteration 7F: 3 clusters Score -34149.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (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: -46220.660156 Penalty: 1506.115112 Iteration 0F: 2 clusters Score -46220.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -44771.714844 Penalty: 3012.230225 Iteration 0F: 3 clusters Score -44771.71 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -44907.832031 Penalty: 3012.230225 Iteration 1F: 3 clusters Score -44907.83 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -44958.843750 Penalty: 3012.230225 Iteration 2Q: 3 clusters Score -44958.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -44990.710938 Penalty: 3012.230225 Iteration 3Q: 3 clusters Score -44990.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -44995.933594 Penalty: 3012.230225 Iteration 4Q: 3 clusters Score -44995.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -45001.640625 Penalty: 3012.230225 Iteration 5Q: 3 clusters Score -45001.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -45003.175781 Penalty: 3012.230225 Iteration 6Q: 3 clusters Score -45003.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -45019.527344 Penalty: 3012.230225 Iteration 7Q: 3 clusters Score -45019.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -45029.722656 Penalty: 3012.230225 Iteration 8Q: 3 clusters Score -45029.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -45040.445312 Penalty: 3012.230225 Iteration 9Q: 3 clusters Score -45040.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -45042.902344 Penalty: 3012.230225 Iteration 10Q: 3 clusters Score -45042.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -45045.101562 Penalty: 3012.230225 Iteration 11Q: 3 clusters Score -45045.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -45045.101562 Penalty: 3012.230225 Iteration 12F: 3 clusters Score -45045.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3478 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Entering Unmasked Estep Score: -432483.968750 Penalty: 2022.244873 Iteration 0F: 2 clusters Score -432484 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -428887.562500 Penalty: 4044.489746 Iteration 0F: 3 clusters Score -428887.6 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -429771.125000 Penalty: 4044.489746 Iteration 1F: 3 clusters Score -429771.1 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -429996.968750 Penalty: 4044.489746 Iteration 2F: 3 clusters Score -429997 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -430139.593750 Penalty: 4044.489746 Iteration 3F: 3 clusters Score -430139.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -430229.718750 Penalty: 4044.489746 Iteration 4Q: 3 clusters Score -430229.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -430281.468750 Penalty: 4044.489746 Iteration 5Q: 3 clusters Score -430281.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -430320.093750 Penalty: 4044.489746 Iteration 6Q: 3 clusters Score -430320.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -430354.562500 Penalty: 4044.489746 Iteration 7Q: 3 clusters Score -430354.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -430385.562500 Penalty: 4044.489746 Iteration 8Q: 3 clusters Score -430385.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -430414.125000 Penalty: 4044.489746 Iteration 9Q: 3 clusters Score -430414.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -430451.687500 Penalty: 4044.489746 Iteration 10Q: 3 clusters Score -430451.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -430482.593750 Penalty: 4044.489746 Iteration 11Q: 3 clusters Score -430482.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -430515.875000 Penalty: 4044.489746 Iteration 12Q: 3 clusters Score -430515.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -430551.687500 Penalty: 4044.489746 Iteration 13Q: 3 clusters Score -430551.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -430590.125000 Penalty: 4044.489746 Iteration 14Q: 3 clusters Score -430590.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -430617.218750 Penalty: 4044.489746 Iteration 15Q: 3 clusters Score -430617.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -430644.656250 Penalty: 4044.489746 Iteration 16Q: 3 clusters Score -430644.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -430669.437500 Penalty: 4044.489746 Iteration 17Q: 3 clusters Score -430669.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -430700.125000 Penalty: 4044.489746 Iteration 18Q: 3 clusters Score -430700.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -430732.125000 Penalty: 4044.489746 Iteration 19Q: 3 clusters Score -430732.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -430762.812500 Penalty: 4044.489746 Iteration 20F: 3 clusters Score -430762.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -430803.031250 Penalty: 4044.489746 Iteration 21Q: 3 clusters Score -430803 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -430855.000000 Penalty: 4044.489746 Iteration 22Q: 3 clusters Score -430855 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -430914.125000 Penalty: 4044.489746 Iteration 23Q: 3 clusters Score -430914.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -430972.968750 Penalty: 4044.489746 Iteration 24Q: 3 clusters Score -430973 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -431064.125000 Penalty: 4044.489746 Iteration 25Q: 3 clusters Score -431064.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -431150.343750 Penalty: 4044.489746 Iteration 26Q: 3 clusters Score -431150.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -431221.375000 Penalty: 4044.489746 Iteration 27Q: 3 clusters Score -431221.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -431280.468750 Penalty: 4044.489746 Iteration 28Q: 3 clusters Score -431280.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -431345.218750 Penalty: 4044.489746 Iteration 29Q: 3 clusters Score -431345.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -431392.718750 Penalty: 4044.489746 Iteration 30Q: 3 clusters Score -431392.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -431430.000000 Penalty: 4044.489746 Iteration 31Q: 3 clusters Score -431430 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -431461.375000 Penalty: 4044.489746 Iteration 32Q: 3 clusters Score -431461.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -431483.968750 Penalty: 4044.489746 Iteration 33Q: 3 clusters Score -431484 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -431503.531250 Penalty: 4044.489746 Iteration 34Q: 3 clusters Score -431503.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -431522.812500 Penalty: 4044.489746 Iteration 35Q: 3 clusters Score -431522.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -431535.906250 Penalty: 4044.489746 Iteration 36Q: 3 clusters Score -431535.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -431547.593750 Penalty: 4044.489746 Iteration 37Q: 3 clusters Score -431547.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -431556.312500 Penalty: 4044.489746 Iteration 38Q: 3 clusters Score -431556.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -431560.093750 Penalty: 4044.489746 Iteration 39Q: 3 clusters Score -431560.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -431562.375000 Penalty: 4044.489746 Iteration 40F: 3 clusters Score -431562.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -431564.625000 Penalty: 4044.489746 Iteration 41Q: 3 clusters Score -431564.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -431566.687500 Penalty: 4044.489746 Iteration 42Q: 3 clusters Score -431566.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -431568.625000 Penalty: 4044.489746 Iteration 43Q: 3 clusters Score -431568.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -431568.781250 Penalty: 4044.489746 Iteration 44Q: 3 clusters Score -431568.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -431570.906250 Penalty: 4044.489746 Iteration 45Q: 3 clusters Score -431570.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -431575.000000 Penalty: 4044.489746 Iteration 46Q: 3 clusters Score -431575 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -431578.000000 Penalty: 4044.489746 Iteration 47Q: 3 clusters Score -431578 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -431582.625000 Penalty: 4044.489746 Iteration 48Q: 3 clusters Score -431582.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -431583.218750 Penalty: 4044.489746 Iteration 49Q: 3 clusters Score -431583.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -431585.656250 Penalty: 4044.489746 Iteration 50Q: 3 clusters Score -431585.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -431588.406250 Penalty: 4044.489746 Iteration 51Q: 3 clusters Score -431588.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -431593.718750 Penalty: 4044.489746 Iteration 52Q: 3 clusters Score -431593.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -431601.406250 Penalty: 4044.489746 Iteration 53Q: 3 clusters Score -431601.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -431613.656250 Penalty: 4044.489746 Iteration 54Q: 3 clusters Score -431613.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -431625.906250 Penalty: 4044.489746 Iteration 55Q: 3 clusters Score -431625.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -431631.375000 Penalty: 4044.489746 Iteration 56Q: 3 clusters Score -431631.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -431635.937500 Penalty: 4044.489746 Iteration 57Q: 3 clusters Score -431635.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -431640.468750 Penalty: 4044.489746 Iteration 58Q: 3 clusters Score -431640.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -431644.500000 Penalty: 4044.489746 Iteration 59Q: 3 clusters Score -431644.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -431647.593750 Penalty: 4044.489746 Iteration 60F: 3 clusters Score -431647.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -431648.687500 Penalty: 4044.489746 Iteration 61Q: 3 clusters Score -431648.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -431649.593750 Penalty: 4044.489746 Iteration 62Q: 3 clusters Score -431649.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -431649.593750 Penalty: 4044.489746 Iteration 63F: 3 clusters Score -431649.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (609 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Entering Unmasked Estep Score: -72396.820312 Penalty: 1590.130981 Iteration 0F: 2 clusters Score -72396.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -70781.062500 Penalty: 3180.261963 Iteration 0F: 3 clusters Score -70781.06 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -71005.578125 Penalty: 3180.261963 Iteration 1F: 3 clusters Score -71005.58 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -71054.062500 Penalty: 3180.261963 Iteration 2Q: 3 clusters Score -71054.06 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -71079.750000 Penalty: 3180.261963 Iteration 3Q: 3 clusters Score -71079.75 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -71098.117188 Penalty: 3180.261963 Iteration 4Q: 3 clusters Score -71098.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -71110.539062 Penalty: 3180.261963 Iteration 5Q: 3 clusters Score -71110.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -71117.687500 Penalty: 3180.261963 Iteration 6Q: 3 clusters Score -71117.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -71117.687500 Penalty: 3180.261963 Iteration 7F: 3 clusters Score -71117.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (8941 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8941 members Entering Unmasked Estep Score: -1142517.500000 Penalty: 2256.404053 Iteration 0F: 2 clusters Score -1142518 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -1135514.250000 Penalty: 4512.808105 Iteration 0F: 3 clusters Score -1135514 nChanged 3736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -1137513.375000 Penalty: 4512.808105 Iteration 1F: 3 clusters Score -1137513 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -1137792.375000 Penalty: 4512.808105 Iteration 2F: 3 clusters Score -1137792 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -1138073.750000 Penalty: 4512.808105 Iteration 3Q: 3 clusters Score -1138074 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -1138376.625000 Penalty: 4512.808105 Iteration 4Q: 3 clusters Score -1138377 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -1138741.375000 Penalty: 4512.808105 Iteration 5F: 3 clusters Score -1138741 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -1139106.375000 Penalty: 4512.808105 Iteration 6F: 3 clusters Score -1139106 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -1139466.625000 Penalty: 4512.808105 Iteration 7F: 3 clusters Score -1139467 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 5432 members Entering Unmasked Estep Score: -1139804.000000 Penalty: 4512.808105 Iteration 8F: 3 clusters Score -1139804 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 5767 members Entering Unmasked Estep Score: -1140133.875000 Penalty: 4512.808105 Iteration 9F: 3 clusters Score -1140134 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 6084 members Entering Unmasked Estep Score: -1140393.500000 Penalty: 4512.808105 Iteration 10Q: 3 clusters Score -1140394 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 6380 members Entering Unmasked Estep Score: -1140631.750000 Penalty: 4512.808105 Iteration 11Q: 3 clusters Score -1140632 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 6645 members Entering Unmasked Estep Score: -1140816.375000 Penalty: 4512.808105 Iteration 12Q: 3 clusters Score -1140816 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 6876 members Entering Unmasked Estep Score: -1140961.500000 Penalty: 4512.808105 Iteration 13Q: 3 clusters Score -1140962 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 7070 members Entering Unmasked Estep Score: -1141078.500000 Penalty: 4512.808105 Iteration 14Q: 3 clusters Score -1141078 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 7236 members Entering Unmasked Estep Score: -1141169.750000 Penalty: 4512.808105 Iteration 15Q: 3 clusters Score -1141170 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 7373 members Entering Unmasked Estep Score: -1141235.250000 Penalty: 4512.808105 Iteration 16Q: 3 clusters Score -1141235 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 7478 members Entering Unmasked Estep Score: -1141285.375000 Penalty: 4512.808105 Iteration 17Q: 3 clusters Score -1141285 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 7566 members Entering Unmasked Estep Score: -1141332.750000 Penalty: 4512.808105 Iteration 18Q: 3 clusters Score -1141333 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 7646 members Entering Unmasked Estep Score: -1141367.750000 Penalty: 4512.808105 Iteration 19Q: 3 clusters Score -1141368 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 7718 members Entering Unmasked Estep Score: -1141398.000000 Penalty: 4512.808105 Iteration 20F: 3 clusters Score -1141398 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 7776 members Entering Unmasked Estep Score: -1141426.875000 Penalty: 4512.808105 Iteration 21Q: 3 clusters Score -1141427 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 7828 members Entering Unmasked Estep Score: -1141446.125000 Penalty: 4512.808105 Iteration 22Q: 3 clusters Score -1141446 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -1141458.750000 Penalty: 4512.808105 Iteration 23Q: 3 clusters Score -1141459 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 7879 members Entering Unmasked Estep Score: -1141470.250000 Penalty: 4512.808105 Iteration 24Q: 3 clusters Score -1141470 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 7892 members Entering Unmasked Estep Score: -1141474.000000 Penalty: 4512.808105 Iteration 25Q: 3 clusters Score -1141474 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 7902 members Entering Unmasked Estep Score: -1141478.625000 Penalty: 4512.808105 Iteration 26Q: 3 clusters Score -1141479 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 7913 members Entering Unmasked Estep Score: -1141482.625000 Penalty: 4512.808105 Iteration 27Q: 3 clusters Score -1141483 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 7920 members Entering Unmasked Estep Score: -1141485.750000 Penalty: 4512.808105 Iteration 28Q: 3 clusters Score -1141486 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 7924 members Entering Unmasked Estep Score: -1141485.625000 Penalty: 4512.808105 Iteration 29Q: 3 clusters Score -1141486 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 7928 members Entering Unmasked Estep Score: -1141486.125000 Penalty: 4512.808105 Iteration 30Q: 3 clusters Score -1141486 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 7931 members Entering Unmasked Estep Score: -1141487.500000 Penalty: 4512.808105 Iteration 31Q: 3 clusters Score -1141488 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 7934 members Entering Unmasked Estep Score: -1141488.500000 Penalty: 4512.808105 Iteration 32Q: 3 clusters Score -1141488 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 7933 members Entering Unmasked Estep Score: -1141487.000000 Penalty: 4512.808105 Iteration 33Q: 3 clusters Score -1141487 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 7935 members Entering Unmasked Estep Score: -1141490.000000 Penalty: 4512.808105 Iteration 34Q: 3 clusters Score -1141490 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 7936 members Entering Unmasked Estep Score: -1141487.875000 Penalty: 4512.808105 Iteration 35Q: 3 clusters Score -1141488 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 7938 members Entering Unmasked Estep Score: -1141489.125000 Penalty: 4512.808105 Iteration 36Q: 3 clusters Score -1141489 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 7939 members Entering Unmasked Estep Score: -1141490.750000 Penalty: 4512.808105 Iteration 37Q: 3 clusters Score -1141491 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 7941 members Entering Unmasked Estep Score: -1141488.875000 Penalty: 4512.808105 Iteration 38Q: 3 clusters Score -1141489 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 7941 members Entering Unmasked Estep Score: -1141488.875000 Penalty: 4512.808105 Iteration 39F: 3 clusters Score -1141489 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (353 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Entering Unmasked Estep Score: -32979.925781 Penalty: 1454.884033 Iteration 0F: 2 clusters Score -32979.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -31691.298828 Penalty: 2909.768066 Iteration 0F: 3 clusters Score -31691.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -32020.773438 Penalty: 2909.768066 Iteration 1F: 3 clusters Score -32020.77 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -32197.628906 Penalty: 2909.768066 Iteration 2F: 3 clusters Score -32197.63 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -32355.175781 Penalty: 2909.768066 Iteration 3F: 3 clusters Score -32355.18 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -32535.205078 Penalty: 2909.768066 Iteration 4F: 3 clusters Score -32535.21 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -32634.001953 Penalty: 2909.768066 Iteration 5Q: 3 clusters Score -32634 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -32689.539062 Penalty: 2909.768066 Iteration 6Q: 3 clusters Score -32689.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -32703.767578 Penalty: 2909.768066 Iteration 7Q: 3 clusters Score -32703.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -32726.570312 Penalty: 2909.768066 Iteration 8Q: 3 clusters Score -32726.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -32751.583984 Penalty: 2909.768066 Iteration 9Q: 3 clusters Score -32751.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -32789.394531 Penalty: 2909.768066 Iteration 10Q: 3 clusters Score -32789.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -32803.890625 Penalty: 2909.768066 Iteration 11Q: 3 clusters Score -32803.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -32818.652344 Penalty: 2909.768066 Iteration 12Q: 3 clusters Score -32818.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -32819.992188 Penalty: 2909.768066 Iteration 13F: 3 clusters Score -32819.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -32848.363281 Penalty: 2909.768066 Iteration 14Q: 3 clusters Score -32848.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -32853.582031 Penalty: 2909.768066 Iteration 15Q: 3 clusters Score -32853.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -32853.582031 Penalty: 2909.768066 Iteration 16F: 3 clusters Score -32853.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2050 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Entering Unmasked Estep Score: -265407.968750 Penalty: 1891.147583 Iteration 0F: 2 clusters Score -265408 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -262730.343750 Penalty: 3782.295166 Iteration 0F: 3 clusters Score -262730.3 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -263190.218750 Penalty: 3782.295166 Iteration 1F: 3 clusters Score -263190.2 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -263332.093750 Penalty: 3782.295166 Iteration 2F: 3 clusters Score -263332.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -263404.718750 Penalty: 3782.295166 Iteration 3Q: 3 clusters Score -263404.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -263440.843750 Penalty: 3782.295166 Iteration 4Q: 3 clusters Score -263440.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -263459.875000 Penalty: 3782.295166 Iteration 5Q: 3 clusters Score -263459.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -263475.500000 Penalty: 3782.295166 Iteration 6Q: 3 clusters Score -263475.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -263486.406250 Penalty: 3782.295166 Iteration 7Q: 3 clusters Score -263486.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -263504.625000 Penalty: 3782.295166 Iteration 8Q: 3 clusters Score -263504.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -263516.968750 Penalty: 3782.295166 Iteration 9Q: 3 clusters Score -263517 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -263527.281250 Penalty: 3782.295166 Iteration 10Q: 3 clusters Score -263527.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -263534.437500 Penalty: 3782.295166 Iteration 11Q: 3 clusters Score -263534.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -263537.343750 Penalty: 3782.295166 Iteration 12Q: 3 clusters Score -263537.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -263538.531250 Penalty: 3782.295166 Iteration 13Q: 3 clusters Score -263538.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -263538.968750 Penalty: 3782.295166 Iteration 14Q: 3 clusters Score -263539 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -263539.062500 Penalty: 3782.295166 Iteration 15Q: 3 clusters Score -263539.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -263539.062500 Penalty: 3782.295166 Iteration 16F: 3 clusters Score -263539.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (3038 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Entering Unmasked Estep Score: -361086.625000 Penalty: 1988.700684 Iteration 0F: 2 clusters Score -361086.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -357804.593750 Penalty: 3977.401367 Iteration 0F: 3 clusters Score -357804.6 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -358524.500000 Penalty: 3977.401367 Iteration 1F: 3 clusters Score -358524.5 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -358714.468750 Penalty: 3977.401367 Iteration 2F: 3 clusters Score -358714.5 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -358833.593750 Penalty: 3977.401367 Iteration 3Q: 3 clusters Score -358833.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -358936.156250 Penalty: 3977.401367 Iteration 4Q: 3 clusters Score -358936.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -359012.218750 Penalty: 3977.401367 Iteration 5Q: 3 clusters Score -359012.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -359082.718750 Penalty: 3977.401367 Iteration 6Q: 3 clusters Score -359082.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -359162.281250 Penalty: 3977.401367 Iteration 7Q: 3 clusters Score -359162.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -359237.406250 Penalty: 3977.401367 Iteration 8Q: 3 clusters Score -359237.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -359309.875000 Penalty: 3977.401367 Iteration 9Q: 3 clusters Score -359309.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -359382.562500 Penalty: 3977.401367 Iteration 10Q: 3 clusters Score -359382.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -359443.000000 Penalty: 3977.401367 Iteration 11Q: 3 clusters Score -359443 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -359502.031250 Penalty: 3977.401367 Iteration 12Q: 3 clusters Score -359502 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -359567.593750 Penalty: 3977.401367 Iteration 13Q: 3 clusters Score -359567.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -359619.156250 Penalty: 3977.401367 Iteration 14Q: 3 clusters Score -359619.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -359674.656250 Penalty: 3977.401367 Iteration 15Q: 3 clusters Score -359674.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -359733.281250 Penalty: 3977.401367 Iteration 16Q: 3 clusters Score -359733.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -359773.906250 Penalty: 3977.401367 Iteration 17Q: 3 clusters Score -359773.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -359827.000000 Penalty: 3977.401367 Iteration 18Q: 3 clusters Score -359827 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -359879.906250 Penalty: 3977.401367 Iteration 19Q: 3 clusters Score -359879.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -359903.156250 Penalty: 3977.401367 Iteration 20F: 3 clusters Score -359903.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -359913.437500 Penalty: 3977.401367 Iteration 21Q: 3 clusters Score -359913.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -359917.687500 Penalty: 3977.401367 Iteration 22Q: 3 clusters Score -359917.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -359920.875000 Penalty: 3977.401367 Iteration 23Q: 3 clusters Score -359920.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -359923.937500 Penalty: 3977.401367 Iteration 24Q: 3 clusters Score -359923.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -359925.375000 Penalty: 3977.401367 Iteration 25Q: 3 clusters Score -359925.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -359927.375000 Penalty: 3977.401367 Iteration 26Q: 3 clusters Score -359927.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -359927.312500 Penalty: 3977.401367 Iteration 27Q: 3 clusters Score -359927.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -359928.000000 Penalty: 3977.401367 Iteration 28Q: 3 clusters Score -359928 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -359928.000000 Penalty: 3977.401367 Iteration 29F: 3 clusters Score -359928 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2644 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Entering Unmasked Estep Score: -310348.625000 Penalty: 1954.251953 Iteration 0F: 2 clusters Score -310348.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -307330.031250 Penalty: 3908.503906 Iteration 0F: 3 clusters Score -307330 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -307900.937500 Penalty: 3908.503906 Iteration 1F: 3 clusters Score -307900.9 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -308060.343750 Penalty: 3908.503906 Iteration 2F: 3 clusters Score -308060.3 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -308169.718750 Penalty: 3908.503906 Iteration 3Q: 3 clusters Score -308169.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -308237.531250 Penalty: 3908.503906 Iteration 4Q: 3 clusters Score -308237.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -308298.625000 Penalty: 3908.503906 Iteration 5Q: 3 clusters Score -308298.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -308349.281250 Penalty: 3908.503906 Iteration 6Q: 3 clusters Score -308349.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -308385.312500 Penalty: 3908.503906 Iteration 7Q: 3 clusters Score -308385.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -308419.125000 Penalty: 3908.503906 Iteration 8Q: 3 clusters Score -308419.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -308456.375000 Penalty: 3908.503906 Iteration 9Q: 3 clusters Score -308456.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -308481.343750 Penalty: 3908.503906 Iteration 10Q: 3 clusters Score -308481.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -308496.156250 Penalty: 3908.503906 Iteration 11Q: 3 clusters Score -308496.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -308514.718750 Penalty: 3908.503906 Iteration 12Q: 3 clusters Score -308514.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -308540.218750 Penalty: 3908.503906 Iteration 13Q: 3 clusters Score -308540.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -308568.718750 Penalty: 3908.503906 Iteration 14Q: 3 clusters Score -308568.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -308605.093750 Penalty: 3908.503906 Iteration 15Q: 3 clusters Score -308605.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -308646.562500 Penalty: 3908.503906 Iteration 16Q: 3 clusters Score -308646.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -308689.281250 Penalty: 3908.503906 Iteration 17Q: 3 clusters Score -308689.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -308729.593750 Penalty: 3908.503906 Iteration 18Q: 3 clusters Score -308729.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -308777.312500 Penalty: 3908.503906 Iteration 19Q: 3 clusters Score -308777.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -308820.000000 Penalty: 3908.503906 Iteration 20F: 3 clusters Score -308820 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -308898.656250 Penalty: 3908.503906 Iteration 21Q: 3 clusters Score -308898.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -308974.062500 Penalty: 3908.503906 Iteration 22Q: 3 clusters Score -308974.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -309037.750000 Penalty: 3908.503906 Iteration 23Q: 3 clusters Score -309037.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -309089.406250 Penalty: 3908.503906 Iteration 24Q: 3 clusters Score -309089.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -309112.843750 Penalty: 3908.503906 Iteration 25Q: 3 clusters Score -309112.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -309128.718750 Penalty: 3908.503906 Iteration 26Q: 3 clusters Score -309128.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -309138.093750 Penalty: 3908.503906 Iteration 27Q: 3 clusters Score -309138.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -309156.843750 Penalty: 3908.503906 Iteration 28Q: 3 clusters Score -309156.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -309164.687500 Penalty: 3908.503906 Iteration 29Q: 3 clusters Score -309164.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -309172.218750 Penalty: 3908.503906 Iteration 30Q: 3 clusters Score -309172.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -309180.531250 Penalty: 3908.503906 Iteration 31Q: 3 clusters Score -309180.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -309185.375000 Penalty: 3908.503906 Iteration 32Q: 3 clusters Score -309185.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -309191.968750 Penalty: 3908.503906 Iteration 33Q: 3 clusters Score -309192 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -309195.000000 Penalty: 3908.503906 Iteration 34Q: 3 clusters Score -309195 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -309195.468750 Penalty: 3908.503906 Iteration 35Q: 3 clusters Score -309195.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -309195.468750 Penalty: 3908.503906 Iteration 36F: 3 clusters Score -309195.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3335 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Entering Unmasked Estep Score: -426174.218750 Penalty: 2011.832642 Iteration 0F: 2 clusters Score -426174.2 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 1666 members Entering Unmasked Estep Score: -422712.250000 Penalty: 4023.665283 Iteration 0F: 3 clusters Score -422712.2 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -423401.375000 Penalty: 4023.665283 Iteration 1F: 3 clusters Score -423401.4 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -423573.843750 Penalty: 4023.665283 Iteration 2F: 3 clusters Score -423573.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -423676.375000 Penalty: 4023.665283 Iteration 3Q: 3 clusters Score -423676.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -423733.843750 Penalty: 4023.665283 Iteration 4Q: 3 clusters Score -423733.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -423763.875000 Penalty: 4023.665283 Iteration 5Q: 3 clusters Score -423763.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -423789.687500 Penalty: 4023.665283 Iteration 6Q: 3 clusters Score -423789.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -423812.781250 Penalty: 4023.665283 Iteration 7Q: 3 clusters Score -423812.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -423823.375000 Penalty: 4023.665283 Iteration 8Q: 3 clusters Score -423823.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -423827.750000 Penalty: 4023.665283 Iteration 9Q: 3 clusters Score -423827.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -423829.812500 Penalty: 4023.665283 Iteration 10Q: 3 clusters Score -423829.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -423833.500000 Penalty: 4023.665283 Iteration 11Q: 3 clusters Score -423833.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -423836.312500 Penalty: 4023.665283 Iteration 12Q: 3 clusters Score -423836.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -423837.375000 Penalty: 4023.665283 Iteration 13Q: 3 clusters Score -423837.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -423840.031250 Penalty: 4023.665283 Iteration 14Q: 3 clusters Score -423840 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -423842.375000 Penalty: 4023.665283 Iteration 15Q: 3 clusters Score -423842.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -423843.562500 Penalty: 4023.665283 Iteration 16Q: 3 clusters Score -423843.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -423846.343750 Penalty: 4023.665283 Iteration 17Q: 3 clusters Score -423846.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -423848.656250 Penalty: 4023.665283 Iteration 18Q: 3 clusters Score -423848.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -423852.281250 Penalty: 4023.665283 Iteration 19Q: 3 clusters Score -423852.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -423855.625000 Penalty: 4023.665283 Iteration 20F: 3 clusters Score -423855.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -423860.812500 Penalty: 4023.665283 Iteration 21Q: 3 clusters Score -423860.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -423868.437500 Penalty: 4023.665283 Iteration 22Q: 3 clusters Score -423868.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -423872.125000 Penalty: 4023.665283 Iteration 23Q: 3 clusters Score -423872.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -423875.312500 Penalty: 4023.665283 Iteration 24Q: 3 clusters Score -423875.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -423878.343750 Penalty: 4023.665283 Iteration 25Q: 3 clusters Score -423878.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -423881.468750 Penalty: 4023.665283 Iteration 26Q: 3 clusters Score -423881.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -423885.531250 Penalty: 4023.665283 Iteration 27Q: 3 clusters Score -423885.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -423889.968750 Penalty: 4023.665283 Iteration 28Q: 3 clusters Score -423890 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -423890.968750 Penalty: 4023.665283 Iteration 29Q: 3 clusters Score -423891 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -423891.781250 Penalty: 4023.665283 Iteration 30Q: 3 clusters Score -423891.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -423894.343750 Penalty: 4023.665283 Iteration 31Q: 3 clusters Score -423894.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -423896.156250 Penalty: 4023.665283 Iteration 32Q: 3 clusters Score -423896.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -423897.562500 Penalty: 4023.665283 Iteration 33Q: 3 clusters Score -423897.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -423899.187500 Penalty: 4023.665283 Iteration 34Q: 3 clusters Score -423899.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -423900.406250 Penalty: 4023.665283 Iteration 35Q: 3 clusters Score -423900.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -423903.125000 Penalty: 4023.665283 Iteration 36Q: 3 clusters Score -423903.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -423902.656250 Penalty: 4023.665283 Iteration 37Q: 3 clusters Score -423902.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -423902.656250 Penalty: 4023.665283 Iteration 38F: 3 clusters Score -423902.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Entering Unmasked Estep Score: -74018.500000 Penalty: 1591.349609 Iteration 0F: 2 clusters Score -74018.5 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 308 members Entering Unmasked Estep Score: -72388.382812 Penalty: 3182.699219 Iteration 0F: 3 clusters Score -72388.38 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -72627.195312 Penalty: 3182.699219 Iteration 1F: 3 clusters Score -72627.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -72683.890625 Penalty: 3182.699219 Iteration 2F: 3 clusters Score -72683.89 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -72702.015625 Penalty: 3182.699219 Iteration 3Q: 3 clusters Score -72702.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -72706.976562 Penalty: 3182.699219 Iteration 4Q: 3 clusters Score -72706.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -72708.148438 Penalty: 3182.699219 Iteration 5Q: 3 clusters Score -72708.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -72708.148438 Penalty: 3182.699219 Iteration 6F: 3 clusters Score -72708.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (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: -39658.382812 Penalty: 1475.759399 Iteration 0F: 2 clusters Score -39658.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -38249.453125 Penalty: 2951.518799 Iteration 0F: 3 clusters Score -38249.45 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -38395.421875 Penalty: 2951.518799 Iteration 1F: 3 clusters Score -38395.42 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -38467.535156 Penalty: 2951.518799 Iteration 2F: 3 clusters Score -38467.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -38507.453125 Penalty: 2951.518799 Iteration 3Q: 3 clusters Score -38507.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -38514.777344 Penalty: 2951.518799 Iteration 4Q: 3 clusters Score -38514.78 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -38533.402344 Penalty: 2951.518799 Iteration 5Q: 3 clusters Score -38533.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -38551.375000 Penalty: 2951.518799 Iteration 6Q: 3 clusters Score -38551.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -38557.613281 Penalty: 2951.518799 Iteration 7Q: 3 clusters Score -38557.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -38561.605469 Penalty: 2951.518799 Iteration 8Q: 3 clusters Score -38561.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -38570.449219 Penalty: 2951.518799 Iteration 9Q: 3 clusters Score -38570.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -38581.617188 Penalty: 2951.518799 Iteration 10Q: 3 clusters Score -38581.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -38604.667969 Penalty: 2951.518799 Iteration 11Q: 3 clusters Score -38604.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -38618.339844 Penalty: 2951.518799 Iteration 12Q: 3 clusters Score -38618.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -38634.015625 Penalty: 2951.518799 Iteration 13Q: 3 clusters Score -38634.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -38641.128906 Penalty: 2951.518799 Iteration 14Q: 3 clusters Score -38641.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -38659.406250 Penalty: 2951.518799 Iteration 15Q: 3 clusters Score -38659.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -38678.460938 Penalty: 2951.518799 Iteration 16Q: 3 clusters Score -38678.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -38688.257812 Penalty: 2951.518799 Iteration 17Q: 3 clusters Score -38688.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -38701.453125 Penalty: 2951.518799 Iteration 18Q: 3 clusters Score -38701.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -38701.453125 Penalty: 2951.518799 Iteration 19F: 3 clusters Score -38701.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (8167 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8167 members Entering Unmasked Estep Score: -1050996.875000 Penalty: 2233.948730 Iteration 0F: 2 clusters Score -1050997 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -1044488.875000 Penalty: 4467.897461 Iteration 0F: 3 clusters Score -1044489 nChanged 3269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -1046160.875000 Penalty: 4467.897461 Iteration 1F: 3 clusters Score -1046161 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -1046405.250000 Penalty: 4467.897461 Iteration 2F: 3 clusters Score -1046405 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -1046568.125000 Penalty: 4467.897461 Iteration 3Q: 3 clusters Score -1046568 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -1046666.437500 Penalty: 4467.897461 Iteration 4Q: 3 clusters Score -1046666 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -1046739.125000 Penalty: 4467.897461 Iteration 5Q: 3 clusters Score -1046739 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -1046789.625000 Penalty: 4467.897461 Iteration 6Q: 3 clusters Score -1046790 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -1046831.500000 Penalty: 4467.897461 Iteration 7Q: 3 clusters Score -1046832 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -1046868.375000 Penalty: 4467.897461 Iteration 8Q: 3 clusters Score -1046868 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -1046892.062500 Penalty: 4467.897461 Iteration 9Q: 3 clusters Score -1046892 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -1046908.500000 Penalty: 4467.897461 Iteration 10Q: 3 clusters Score -1046908 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -1046925.625000 Penalty: 4467.897461 Iteration 11Q: 3 clusters Score -1046926 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -1046944.187500 Penalty: 4467.897461 Iteration 12Q: 3 clusters Score -1046944 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -1046963.375000 Penalty: 4467.897461 Iteration 13Q: 3 clusters Score -1046963 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -1046977.187500 Penalty: 4467.897461 Iteration 14Q: 3 clusters Score -1046977 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -1046984.875000 Penalty: 4467.897461 Iteration 15Q: 3 clusters Score -1046985 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -1046994.312500 Penalty: 4467.897461 Iteration 16Q: 3 clusters Score -1046994 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4257 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -1047002.000000 Penalty: 4467.897461 Iteration 17Q: 3 clusters Score -1047002 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -1047012.437500 Penalty: 4467.897461 Iteration 18Q: 3 clusters Score -1047012 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -1047017.875000 Penalty: 4467.897461 Iteration 19Q: 3 clusters Score -1047018 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -1047027.125000 Penalty: 4467.897461 Iteration 20F: 3 clusters Score -1047027 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4291 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -1047037.187500 Penalty: 4467.897461 Iteration 21Q: 3 clusters Score -1047037 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -1047046.562500 Penalty: 4467.897461 Iteration 22Q: 3 clusters Score -1047047 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -1047058.000000 Penalty: 4467.897461 Iteration 23Q: 3 clusters Score -1047058 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -1047073.062500 Penalty: 4467.897461 Iteration 24Q: 3 clusters Score -1047073 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -1047086.437500 Penalty: 4467.897461 Iteration 25Q: 3 clusters Score -1047086 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -1047098.562500 Penalty: 4467.897461 Iteration 26Q: 3 clusters Score -1047099 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -1047112.437500 Penalty: 4467.897461 Iteration 27Q: 3 clusters Score -1047112 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -1047125.625000 Penalty: 4467.897461 Iteration 28Q: 3 clusters Score -1047126 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -1047134.875000 Penalty: 4467.897461 Iteration 29Q: 3 clusters Score -1047135 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -1047148.687500 Penalty: 4467.897461 Iteration 30Q: 3 clusters Score -1047149 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -1047164.937500 Penalty: 4467.897461 Iteration 31Q: 3 clusters Score -1047165 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -1047175.500000 Penalty: 4467.897461 Iteration 32Q: 3 clusters Score -1047176 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -1047191.687500 Penalty: 4467.897461 Iteration 33Q: 3 clusters Score -1047192 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -1047204.375000 Penalty: 4467.897461 Iteration 34Q: 3 clusters Score -1047204 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4620 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -1047220.250000 Penalty: 4467.897461 Iteration 35Q: 3 clusters Score -1047220 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -1047241.062500 Penalty: 4467.897461 Iteration 36Q: 3 clusters Score -1047241 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -1047267.562500 Penalty: 4467.897461 Iteration 37Q: 3 clusters Score -1047268 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -1047300.625000 Penalty: 4467.897461 Iteration 38Q: 3 clusters Score -1047301 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -1047328.812500 Penalty: 4467.897461 Iteration 39Q: 3 clusters Score -1047329 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4951 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -1047360.937500 Penalty: 4467.897461 Iteration 40F: 3 clusters Score -1047361 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5061 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -1047403.187500 Penalty: 4467.897461 Iteration 41Q: 3 clusters Score -1047403 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -1047476.500000 Penalty: 4467.897461 Iteration 42Q: 3 clusters Score -1047476 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -1047556.750000 Penalty: 4467.897461 Iteration 43Q: 3 clusters Score -1047557 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5545 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -1047663.062500 Penalty: 4467.897461 Iteration 44Q: 3 clusters Score -1047663 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5738 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -1047794.750000 Penalty: 4467.897461 Iteration 45Q: 3 clusters Score -1047795 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5942 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -1047944.312500 Penalty: 4467.897461 Iteration 46Q: 3 clusters Score -1047944 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6147 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -1048098.687500 Penalty: 4467.897461 Iteration 47Q: 3 clusters Score -1048099 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6314 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -1048241.437500 Penalty: 4467.897461 Iteration 48Q: 3 clusters Score -1048241 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -1048363.062500 Penalty: 4467.897461 Iteration 49Q: 3 clusters Score -1048363 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6601 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -1048477.812500 Penalty: 4467.897461 Iteration 50Q: 3 clusters Score -1048478 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6736 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -1048593.500000 Penalty: 4467.897461 Iteration 51Q: 3 clusters Score -1048594 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6842 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -1048670.000000 Penalty: 4467.897461 Iteration 52Q: 3 clusters Score -1048670 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6924 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -1048734.750000 Penalty: 4467.897461 Iteration 53Q: 3 clusters Score -1048735 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6986 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -1048785.125000 Penalty: 4467.897461 Iteration 54Q: 3 clusters Score -1048785 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7034 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -1048830.500000 Penalty: 4467.897461 Iteration 55Q: 3 clusters Score -1048830 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7079 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -1048865.750000 Penalty: 4467.897461 Iteration 56Q: 3 clusters Score -1048866 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7119 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -1048886.875000 Penalty: 4467.897461 Iteration 57Q: 3 clusters Score -1048887 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7147 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -1048905.875000 Penalty: 4467.897461 Iteration 58Q: 3 clusters Score -1048906 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7180 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -1048922.375000 Penalty: 4467.897461 Iteration 59Q: 3 clusters Score -1048922 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7205 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -1048941.000000 Penalty: 4467.897461 Iteration 60F: 3 clusters Score -1048941 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7225 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -1048951.500000 Penalty: 4467.897461 Iteration 61Q: 3 clusters Score -1048952 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7246 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -1048965.125000 Penalty: 4467.897461 Iteration 62Q: 3 clusters Score -1048965 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7267 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -1048972.500000 Penalty: 4467.897461 Iteration 63Q: 3 clusters Score -1048972 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7290 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -1048991.625000 Penalty: 4467.897461 Iteration 64Q: 3 clusters Score -1048992 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7311 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -1049008.500000 Penalty: 4467.897461 Iteration 65Q: 3 clusters Score -1049008 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7326 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -1049013.875000 Penalty: 4467.897461 Iteration 66Q: 3 clusters Score -1049014 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7335 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -1049017.375000 Penalty: 4467.897461 Iteration 67Q: 3 clusters Score -1049017 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7345 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -1049022.000000 Penalty: 4467.897461 Iteration 68Q: 3 clusters Score -1049022 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7355 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -1049030.500000 Penalty: 4467.897461 Iteration 69Q: 3 clusters Score -1049030 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7361 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -1049037.250000 Penalty: 4467.897461 Iteration 70Q: 3 clusters Score -1049037 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7368 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -1049040.500000 Penalty: 4467.897461 Iteration 71Q: 3 clusters Score -1049040 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7374 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -1049047.375000 Penalty: 4467.897461 Iteration 72Q: 3 clusters Score -1049047 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7386 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -1049055.000000 Penalty: 4467.897461 Iteration 73Q: 3 clusters Score -1049055 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7397 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -1049061.500000 Penalty: 4467.897461 Iteration 74Q: 3 clusters Score -1049062 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7406 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -1049067.000000 Penalty: 4467.897461 Iteration 75Q: 3 clusters Score -1049067 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7410 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -1049068.625000 Penalty: 4467.897461 Iteration 76Q: 3 clusters Score -1049069 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7413 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -1049070.625000 Penalty: 4467.897461 Iteration 77Q: 3 clusters Score -1049071 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7415 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -1049070.125000 Penalty: 4467.897461 Iteration 78Q: 3 clusters Score -1049070 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7418 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -1049072.000000 Penalty: 4467.897461 Iteration 79Q: 3 clusters Score -1049072 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7421 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -1049075.000000 Penalty: 4467.897461 Iteration 80F: 3 clusters Score -1049075 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7422 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -1049074.500000 Penalty: 4467.897461 Iteration 81Q: 3 clusters Score -1049074 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7424 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -1049075.750000 Penalty: 4467.897461 Iteration 82Q: 3 clusters Score -1049076 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7427 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -1049077.125000 Penalty: 4467.897461 Iteration 83Q: 3 clusters Score -1049077 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7430 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -1049079.875000 Penalty: 4467.897461 Iteration 84Q: 3 clusters Score -1049080 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7433 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -1049082.500000 Penalty: 4467.897461 Iteration 85Q: 3 clusters Score -1049082 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7438 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -1049084.875000 Penalty: 4467.897461 Iteration 86Q: 3 clusters Score -1049085 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7445 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -1049087.000000 Penalty: 4467.897461 Iteration 87Q: 3 clusters Score -1049087 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7448 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -1049089.500000 Penalty: 4467.897461 Iteration 88Q: 3 clusters Score -1049090 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7450 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -1049092.625000 Penalty: 4467.897461 Iteration 89Q: 3 clusters Score -1049093 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7453 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -1049095.000000 Penalty: 4467.897461 Iteration 90Q: 3 clusters Score -1049095 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7455 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -1049093.875000 Penalty: 4467.897461 Iteration 91Q: 3 clusters Score -1049094 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7457 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -1049092.375000 Penalty: 4467.897461 Iteration 92Q: 3 clusters Score -1049092 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7460 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -1049096.625000 Penalty: 4467.897461 Iteration 93Q: 3 clusters Score -1049097 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7465 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -1049097.000000 Penalty: 4467.897461 Iteration 94Q: 3 clusters Score -1049097 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7468 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -1049098.625000 Penalty: 4467.897461 Iteration 95Q: 3 clusters Score -1049099 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7470 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -1049098.750000 Penalty: 4467.897461 Iteration 96Q: 3 clusters Score -1049099 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7473 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -1049101.375000 Penalty: 4467.897461 Iteration 97Q: 3 clusters Score -1049101 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7475 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -1049104.000000 Penalty: 4467.897461 Iteration 98Q: 3 clusters Score -1049104 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7475 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -1049104.000000 Penalty: 4467.897461 Iteration 99F: 3 clusters Score -1049104 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Entering Unmasked Estep Score: -63150.089844 Penalty: 1580.583252 Iteration 0F: 2 clusters Score -63150.09 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 300 members Entering Unmasked Estep Score: -61561.445312 Penalty: 3161.166504 Iteration 0F: 3 clusters Score -61561.45 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -61752.968750 Penalty: 3161.166504 Iteration 1F: 3 clusters Score -61752.97 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -61805.277344 Penalty: 3161.166504 Iteration 2Q: 3 clusters Score -61805.28 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -61841.519531 Penalty: 3161.166504 Iteration 3Q: 3 clusters Score -61841.52 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -61863.882812 Penalty: 3161.166504 Iteration 4Q: 3 clusters Score -61863.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -61881.527344 Penalty: 3161.166504 Iteration 5Q: 3 clusters Score -61881.53 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -61902.019531 Penalty: 3161.166504 Iteration 6Q: 3 clusters Score -61902.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -61920.078125 Penalty: 3161.166504 Iteration 7Q: 3 clusters Score -61920.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -61928.257812 Penalty: 3161.166504 Iteration 8Q: 3 clusters Score -61928.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -61935.949219 Penalty: 3161.166504 Iteration 9Q: 3 clusters Score -61935.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -61944.902344 Penalty: 3161.166504 Iteration 10Q: 3 clusters Score -61944.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -61949.109375 Penalty: 3161.166504 Iteration 11Q: 3 clusters Score -61949.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -61952.648438 Penalty: 3161.166504 Iteration 12Q: 3 clusters Score -61952.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -61954.125000 Penalty: 3161.166504 Iteration 13Q: 3 clusters Score -61954.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -61956.667969 Penalty: 3161.166504 Iteration 14Q: 3 clusters Score -61956.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -61956.667969 Penalty: 3161.166504 Iteration 15F: 3 clusters Score -61956.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Entering Unmasked Estep Score: -36979.242188 Penalty: 1444.848022 Iteration 0F: 2 clusters Score -36979.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -35669.042969 Penalty: 2889.696045 Iteration 0F: 3 clusters Score -35669.04 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -35799.941406 Penalty: 2889.696045 Iteration 1F: 3 clusters Score -35799.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -35822.312500 Penalty: 2889.696045 Iteration 2Q: 3 clusters Score -35822.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -35837.621094 Penalty: 2889.696045 Iteration 3Q: 3 clusters Score -35837.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -35852.511719 Penalty: 2889.696045 Iteration 4Q: 3 clusters Score -35852.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -35862.953125 Penalty: 2889.696045 Iteration 5Q: 3 clusters Score -35862.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -35876.015625 Penalty: 2889.696045 Iteration 6Q: 3 clusters Score -35876.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -35891.082031 Penalty: 2889.696045 Iteration 7Q: 3 clusters Score -35891.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -35905.769531 Penalty: 2889.696045 Iteration 8Q: 3 clusters Score -35905.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -35905.769531 Penalty: 2889.696045 Iteration 9F: 3 clusters Score -35905.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (241774 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241774 members Entering Unmasked Estep Score: -30169354.000000 Penalty: 3074.148193 Iteration 0F: 2 clusters Score -3.016935e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120830 members Mstep: Class 2 contains 120944 members Entering Unmasked Estep Score: -30013970.000000 Penalty: 6148.296387 Iteration 0F: 3 clusters Score -3.001397e+07 nChanged 116793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119749 members Mstep: Class 2 contains 122025 members Entering Unmasked Estep Score: -30082628.000000 Penalty: 6148.296387 Iteration 1F: 3 clusters Score -3.008263e+07 nChanged 6089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118892 members Mstep: Class 2 contains 122882 members Entering Unmasked Estep Score: -30083738.000000 Penalty: 6148.296387 Iteration 2Q: 3 clusters Score -3.008374e+07 nChanged 6530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117532 members Mstep: Class 2 contains 124242 members Entering Unmasked Estep Score: -30085200.000000 Penalty: 6148.296387 Iteration 3Q: 3 clusters Score -3.00852e+07 nChanged 7065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115603 members Mstep: Class 2 contains 126171 members Entering Unmasked Estep Score: -30087070.000000 Penalty: 6148.296387 Iteration 4Q: 3 clusters Score -3.008707e+07 nChanged 8145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112584 members Mstep: Class 2 contains 129190 members Entering Unmasked Estep Score: -30089636.000000 Penalty: 6148.296387 Iteration 5Q: 3 clusters Score -3.008964e+07 nChanged 9429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108091 members Mstep: Class 2 contains 133683 members Entering Unmasked Estep Score: -30093016.000000 Penalty: 6148.296387 Iteration 6Q: 3 clusters Score -3.009302e+07 nChanged 11388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101541 members Mstep: Class 2 contains 140233 members Entering Unmasked Estep Score: -30098200.000000 Penalty: 6148.296387 Iteration 7Q: 3 clusters Score -3.00982e+07 nChanged 13291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92872 members Mstep: Class 2 contains 148902 members Entering Unmasked Estep Score: -30104856.000000 Penalty: 6148.296387 Iteration 8F: 3 clusters Score -3.010486e+07 nChanged 14320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82408 members Mstep: Class 2 contains 159366 members Entering Unmasked Estep Score: -30113558.000000 Penalty: 6148.296387 Iteration 9F: 3 clusters Score -3.011356e+07 nChanged 14420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71234 members Mstep: Class 2 contains 170540 members Entering Unmasked Estep Score: -30121870.000000 Penalty: 6148.296387 Iteration 10F: 3 clusters Score -3.012187e+07 nChanged 13087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60631 members Mstep: Class 2 contains 181143 members Entering Unmasked Estep Score: -30129660.000000 Penalty: 6148.296387 Iteration 11F: 3 clusters Score -3.012966e+07 nChanged 11392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51217 members Mstep: Class 2 contains 190557 members Entering Unmasked Estep Score: -30135878.000000 Penalty: 6148.296387 Iteration 12Q: 3 clusters Score -3.013588e+07 nChanged 9485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43214 members Mstep: Class 2 contains 198560 members Entering Unmasked Estep Score: -30141288.000000 Penalty: 6148.296387 Iteration 13Q: 3 clusters Score -3.014129e+07 nChanged 7819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36495 members Mstep: Class 2 contains 205279 members Entering Unmasked Estep Score: -30145908.000000 Penalty: 6148.296387 Iteration 14Q: 3 clusters Score -3.014591e+07 nChanged 6375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30806 members Mstep: Class 2 contains 210968 members Entering Unmasked Estep Score: -30149900.000000 Penalty: 6148.296387 Iteration 15Q: 3 clusters Score -3.01499e+07 nChanged 5153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26009 members Mstep: Class 2 contains 215765 members Entering Unmasked Estep Score: -30152928.000000 Penalty: 6148.296387 Iteration 16Q: 3 clusters Score -3.015293e+07 nChanged 4410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21745 members Mstep: Class 2 contains 220029 members Entering Unmasked Estep Score: -30155280.000000 Penalty: 6148.296387 Iteration 17Q: 3 clusters Score -3.015528e+07 nChanged 3931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17860 members Mstep: Class 2 contains 223914 members Entering Unmasked Estep Score: -30157122.000000 Penalty: 6148.296387 Iteration 18Q: 3 clusters Score -3.015712e+07 nChanged 3453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14425 members Mstep: Class 2 contains 227349 members Entering Unmasked Estep Score: -30158804.000000 Penalty: 6148.296387 Iteration 19Q: 3 clusters Score -3.01588e+07 nChanged 3060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11367 members Mstep: Class 2 contains 230407 members Entering Unmasked Estep Score: -30160488.000000 Penalty: 6148.296387 Iteration 20F: 3 clusters Score -3.016049e+07 nChanged 2593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8780 members Mstep: Class 2 contains 232994 members Entering Unmasked Estep Score: -30161768.000000 Penalty: 6148.296387 Iteration 21Q: 3 clusters Score -3.016177e+07 nChanged 2111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6669 members Mstep: Class 2 contains 235105 members Entering Unmasked Estep Score: -30162968.000000 Penalty: 6148.296387 Iteration 22Q: 3 clusters Score -3.016297e+07 nChanged 1603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5068 members Mstep: Class 2 contains 236706 members Entering Unmasked Estep Score: -30163946.000000 Penalty: 6148.296387 Iteration 23Q: 3 clusters Score -3.016395e+07 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 237926 members Entering Unmasked Estep Score: -30164566.000000 Penalty: 6148.296387 Iteration 24Q: 3 clusters Score -3.016457e+07 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 238856 members Entering Unmasked Estep Score: -30165206.000000 Penalty: 6148.296387 Iteration 25Q: 3 clusters Score -3.016521e+07 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 239510 members Entering Unmasked Estep Score: -30165582.000000 Penalty: 6148.296387 Iteration 26Q: 3 clusters Score -3.016558e+07 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 239942 members Entering Unmasked Estep Score: -30165996.000000 Penalty: 6148.296387 Iteration 27Q: 3 clusters Score -3.0166e+07 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 240225 members Entering Unmasked Estep Score: -30166194.000000 Penalty: 6148.296387 Iteration 28Q: 3 clusters Score -3.016619e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 240411 members Entering Unmasked Estep Score: -30166276.000000 Penalty: 6148.296387 Iteration 29Q: 3 clusters Score -3.016628e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 240526 members Entering Unmasked Estep Score: -30166410.000000 Penalty: 6148.296387 Iteration 30Q: 3 clusters Score -3.016641e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 240611 members Entering Unmasked Estep Score: -30166440.000000 Penalty: 6148.296387 Iteration 31Q: 3 clusters Score -3.016644e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 240689 members Entering Unmasked Estep Score: -30166520.000000 Penalty: 6148.296387 Iteration 32Q: 3 clusters Score -3.016652e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 240749 members Entering Unmasked Estep Score: -30166502.000000 Penalty: 6148.296387 Iteration 33Q: 3 clusters Score -3.01665e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 240790 members Entering Unmasked Estep Score: -30166536.000000 Penalty: 6148.296387 Iteration 34Q: 3 clusters Score -3.016654e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 240821 members Entering Unmasked Estep Score: -30166558.000000 Penalty: 6148.296387 Iteration 35Q: 3 clusters Score -3.016656e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 240848 members Entering Unmasked Estep Score: -30166574.000000 Penalty: 6148.296387 Iteration 36Q: 3 clusters Score -3.016657e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 240877 members Entering Unmasked Estep Score: -30166600.000000 Penalty: 6148.296387 Iteration 37Q: 3 clusters Score -3.01666e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 240895 members Entering Unmasked Estep Score: -30166586.000000 Penalty: 6148.296387 Iteration 38Q: 3 clusters Score -3.016659e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 240911 members Entering Unmasked Estep Score: -30166610.000000 Penalty: 6148.296387 Iteration 39Q: 3 clusters Score -3.016661e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 240930 members Entering Unmasked Estep Score: -30166626.000000 Penalty: 6148.296387 Iteration 40F: 3 clusters Score -3.016663e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 240949 members Entering Unmasked Estep Score: -30166644.000000 Penalty: 6148.296387 Iteration 41Q: 3 clusters Score -3.016664e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 240969 members Entering Unmasked Estep Score: -30166658.000000 Penalty: 6148.296387 Iteration 42Q: 3 clusters Score -3.016666e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 240986 members Entering Unmasked Estep Score: -30166650.000000 Penalty: 6148.296387 Iteration 43Q: 3 clusters Score -3.016665e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 240996 members Entering Unmasked Estep Score: -30166666.000000 Penalty: 6148.296387 Iteration 44Q: 3 clusters Score -3.016667e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 241006 members Entering Unmasked Estep Score: -30166672.000000 Penalty: 6148.296387 Iteration 45Q: 3 clusters Score -3.016667e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 241013 members Entering Unmasked Estep Score: -30166682.000000 Penalty: 6148.296387 Iteration 46Q: 3 clusters Score -3.016668e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 241023 members Entering Unmasked Estep Score: -30166672.000000 Penalty: 6148.296387 Iteration 47Q: 3 clusters Score -3.016667e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 241030 members Entering Unmasked Estep Score: -30166694.000000 Penalty: 6148.296387 Iteration 48Q: 3 clusters Score -3.016669e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 241033 members Entering Unmasked Estep Score: -30166692.000000 Penalty: 6148.296387 Iteration 49Q: 3 clusters Score -3.016669e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 241038 members Entering Unmasked Estep Score: -30166692.000000 Penalty: 6148.296387 Iteration 50Q: 3 clusters Score -3.016669e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 241042 members Entering Unmasked Estep Score: -30166702.000000 Penalty: 6148.296387 Iteration 51Q: 3 clusters Score -3.01667e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 241047 members Entering Unmasked Estep Score: -30166684.000000 Penalty: 6148.296387 Iteration 52Q: 3 clusters Score -3.016668e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 241049 members Entering Unmasked Estep Score: -30166694.000000 Penalty: 6148.296387 Iteration 53Q: 3 clusters Score -3.016669e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 241052 members Entering Unmasked Estep Score: -30166690.000000 Penalty: 6148.296387 Iteration 54Q: 3 clusters Score -3.016669e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 241054 members Entering Unmasked Estep Score: -30166708.000000 Penalty: 6148.296387 Iteration 55Q: 3 clusters Score -3.016671e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 241055 members Entering Unmasked Estep Score: -30166714.000000 Penalty: 6148.296387 Iteration 56Q: 3 clusters Score -3.016671e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 241055 members Entering Unmasked Estep Score: -30166714.000000 Penalty: 6148.296387 Iteration 57F: 3 clusters Score -3.016671e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (132 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Entering Unmasked Estep Score: -11649.682617 Penalty: 1210.934937 Iteration 0F: 2 clusters Score -11649.68 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 66 members Entering Unmasked Estep Score: -10791.582031 Penalty: 2421.869873 Iteration 0F: 3 clusters Score -10791.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -10822.058594 Penalty: 2421.869873 Iteration 1Q: 3 clusters Score -10822.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -10822.058594 Penalty: 2421.869873 Iteration 2F: 3 clusters Score -10822.06 nChanged 0 --- Evaluating fit on full set of 1346275 points --- Entering Unmasked Estep Score: -161661152.000000 Penalty: 87499.679688 23->26 Clusters: Score -161661152.000000, best is -166795056.000000 Starting from 24 clusters... Entering ConstructFrom: --- Running on subset of 448758 points --- Entering CEM Assigned 24 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19535 members Mstep: Class 2 contains 19708 members Mstep: Class 3 contains 19521 members Mstep: Class 4 contains 19485 members Mstep: Class 5 contains 19683 members Mstep: Class 6 contains 19407 members Mstep: Class 7 contains 19318 members Mstep: Class 8 contains 19471 members Mstep: Class 9 contains 19319 members Mstep: Class 10 contains 19464 members Mstep: Class 11 contains 19407 members Mstep: Class 12 contains 19596 members Mstep: Class 13 contains 19576 members Mstep: Class 14 contains 19449 members Mstep: Class 15 contains 19406 members Mstep: Class 16 contains 19721 members Mstep: Class 17 contains 19490 members Mstep: Class 18 contains 19337 members Mstep: Class 19 contains 19724 members Mstep: Class 20 contains 19318 members Mstep: Class 21 contains 19696 members Mstep: Class 22 contains 19428 members Mstep: Class 23 contains 19699 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 74.063011 but Gain 3227.531250 Score: -52062472.000000 Penalty: 71005.687500 Iteration 0F: 23 clusters Score -5.206247e+07 nChanged 427605 Entering Unmasked Mstep Mstep: Class 0 contains 2375 members Mstep: Class 1 contains 49181 members Mstep: Class 2 contains 92878 members Mstep: Class 3 contains 16344 members Mstep: Class 4 contains 3356 members Mstep: Class 6 contains 18214 members Mstep: Class 7 contains 25751 members Mstep: Class 8 contains 12044 members Mstep: Class 9 contains 4238 members Mstep: Class 10 contains 7609 members Mstep: Class 11 contains 13191 members Mstep: Class 12 contains 17129 members Mstep: Class 13 contains 21868 members Mstep: Class 14 contains 18908 members Mstep: Class 15 contains 57458 members Mstep: Class 16 contains 14730 members Mstep: Class 17 contains 11594 members Mstep: Class 18 contains 6536 members Mstep: Class 19 contains 22497 members Mstep: Class 20 contains 3496 members Mstep: Class 21 contains 1893 members Mstep: Class 22 contains 8475 members Mstep: Class 23 contains 18993 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 1042.432617 but Gain 3227.531250 Score: -54318500.000000 Penalty: 67778.156250 Iteration 1F: 22 clusters Score -5.43185e+07 nChanged 172437 Entering Unmasked Mstep Mstep: Class 0 contains 2175 members Mstep: Class 1 contains 46185 members Mstep: Class 2 contains 141335 members Mstep: Class 3 contains 13114 members Mstep: Class 4 contains 1572 members Mstep: Class 6 contains 14283 members Mstep: Class 7 contains 19229 members Mstep: Class 8 contains 7123 members Mstep: Class 10 contains 6038 members Mstep: Class 11 contains 11838 members Mstep: Class 12 contains 5278 members Mstep: Class 13 contains 30564 members Mstep: Class 14 contains 14169 members Mstep: Class 15 contains 61456 members Mstep: Class 16 contains 9280 members Mstep: Class 17 contains 19763 members Mstep: Class 18 contains 3342 members Mstep: Class 19 contains 20716 members Mstep: Class 20 contains 1364 members Mstep: Class 21 contains 874 members Mstep: Class 22 contains 6010 members Mstep: Class 23 contains 13050 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 850.867798 but Gain 3227.527344 Score: -54756280.000000 Penalty: 64550.628906 Iteration 2F: 21 clusters Score -5.475628e+07 nChanged 129100 Entering Unmasked Mstep Mstep: Class 0 contains 1939 members Mstep: Class 1 contains 29174 members Mstep: Class 2 contains 192697 members Mstep: Class 3 contains 7879 members Mstep: Class 6 contains 7742 members Mstep: Class 7 contains 10247 members Mstep: Class 8 contains 3560 members Mstep: Class 10 contains 3148 members Mstep: Class 11 contains 13251 members Mstep: Class 12 contains 2241 members Mstep: Class 13 contains 45856 members Mstep: Class 14 contains 13859 members Mstep: Class 15 contains 49592 members Mstep: Class 16 contains 4498 members Mstep: Class 17 contains 30219 members Mstep: Class 18 contains 2122 members Mstep: Class 19 contains 17302 members Mstep: Class 20 contains 1330 members Mstep: Class 21 contains 1054 members Mstep: Class 22 contains 3736 members Mstep: Class 23 contains 7312 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 1157.347046 but Gain 3227.535156 Score: -55018620.000000 Penalty: 61323.093750 Iteration 3F: 20 clusters Score -5.501862e+07 nChanged 85543 Entering Unmasked Mstep Mstep: Class 0 contains 1223 members Mstep: Class 1 contains 15954 members Mstep: Class 2 contains 229673 members Mstep: Class 3 contains 4378 members Mstep: Class 6 contains 4647 members Mstep: Class 7 contains 5363 members Mstep: Class 8 contains 1940 members Mstep: Class 10 contains 1402 members Mstep: Class 11 contains 13446 members Mstep: Class 12 contains 1657 members Mstep: Class 13 contains 58740 members Mstep: Class 14 contains 12904 members Mstep: Class 15 contains 34578 members Mstep: Class 16 contains 2092 members Mstep: Class 17 contains 37690 members Mstep: Class 19 contains 12803 members Mstep: Class 20 contains 1431 members Mstep: Class 21 contains 1438 members Mstep: Class 22 contains 3566 members Mstep: Class 23 contains 3833 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 1113.848511 but Gain 3227.531250 Score: -55141988.000000 Penalty: 58095.562500 Iteration 4F: 19 clusters Score -5.514199e+07 nChanged 47019 Entering Unmasked Mstep Mstep: Class 0 contains 948 members Mstep: Class 1 contains 9010 members Mstep: Class 2 contains 249907 members Mstep: Class 3 contains 3195 members Mstep: Class 6 contains 4008 members Mstep: Class 7 contains 3103 members Mstep: Class 8 contains 1155 members Mstep: Class 11 contains 13250 members Mstep: Class 12 contains 1747 members Mstep: Class 13 contains 63911 members Mstep: Class 14 contains 11338 members Mstep: Class 15 contains 25499 members Mstep: Class 16 contains 1283 members Mstep: Class 17 contains 42726 members Mstep: Class 19 contains 9003 members Mstep: Class 20 contains 1402 members Mstep: Class 21 contains 1324 members Mstep: Class 22 contains 3986 members Mstep: Class 23 contains 1963 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 1276.493042 but Gain 3227.531250 Score: -55218428.000000 Penalty: 54868.031250 Iteration 5F: 18 clusters Score -5.521843e+07 nChanged 27994 Entering Unmasked Mstep Mstep: Class 0 contains 520 members Mstep: Class 1 contains 5263 members Mstep: Class 2 contains 259733 members Mstep: Class 3 contains 2878 members Mstep: Class 6 contains 4225 members Mstep: Class 7 contains 2043 members Mstep: Class 11 contains 13690 members Mstep: Class 12 contains 2066 members Mstep: Class 13 contains 65517 members Mstep: Class 14 contains 9846 members Mstep: Class 15 contains 20844 members Mstep: Class 16 contains 1125 members Mstep: Class 17 contains 46430 members Mstep: Class 19 contains 6497 members Mstep: Class 20 contains 1586 members Mstep: Class 21 contains 1201 members Mstep: Class 22 contains 4090 members Mstep: Class 23 contains 1204 members Entering Unmasked Estep ConsiderDeletion Deleting Class 23. Lose 1028.367065 but Gain 3227.531250 Score: -55282232.000000 Penalty: 51640.500000 Iteration 6F: 17 clusters Score -5.528223e+07 nChanged 18220 Entering Unmasked Mstep Mstep: Class 0 contains 239 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 264666 members Mstep: Class 3 contains 2827 members Mstep: Class 6 contains 4778 members Mstep: Class 7 contains 1606 members Mstep: Class 11 contains 14132 members Mstep: Class 12 contains 2172 members Mstep: Class 13 contains 66105 members Mstep: Class 14 contains 8520 members Mstep: Class 15 contains 18140 members Mstep: Class 16 contains 1237 members Mstep: Class 17 contains 48910 members Mstep: Class 19 contains 5137 members Mstep: Class 20 contains 1778 members Mstep: Class 21 contains 1188 members Mstep: Class 22 contains 4090 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 2379.422852 but Gain 3227.531250 Score: -55300720.000000 Penalty: 48412.968750 Iteration 7Q: 16 clusters Score -5.530072e+07 nChanged 13991 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 2 contains 267692 members Mstep: Class 3 contains 2809 members Mstep: Class 6 contains 5379 members Mstep: Class 7 contains 1419 members Mstep: Class 11 contains 14478 members Mstep: Class 12 contains 2180 members Mstep: Class 13 contains 66588 members Mstep: Class 14 contains 7440 members Mstep: Class 15 contains 16883 members Mstep: Class 16 contains 1572 members Mstep: Class 17 contains 50503 members Mstep: Class 19 contains 4587 members Mstep: Class 20 contains 1767 members Mstep: Class 21 contains 1189 members Mstep: Class 22 contains 4036 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 2804.092285 but Gain 3227.531250 Score: -55311536.000000 Penalty: 45185.437500 Iteration 8Q: 15 clusters Score -5.531154e+07 nChanged 9746 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 2 contains 268824 members Mstep: Class 3 contains 2907 members Mstep: Class 6 contains 5858 members Mstep: Class 11 contains 14658 members Mstep: Class 12 contains 2267 members Mstep: Class 13 contains 66715 members Mstep: Class 14 contains 6660 members Mstep: Class 15 contains 15853 members Mstep: Class 16 contains 2127 members Mstep: Class 17 contains 51327 members Mstep: Class 19 contains 4423 members Mstep: Class 20 contains 1757 members Mstep: Class 21 contains 1189 members Mstep: Class 22 contains 3957 members Entering Unmasked Estep ConsiderDeletion Score: -55317852.000000 Penalty: 45185.437500 Iteration 9Q: 15 clusters Score -5.531785e+07 nChanged 7392 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 2 contains 268198 members Mstep: Class 3 contains 2937 members Mstep: Class 6 contains 6176 members Mstep: Class 11 contains 14732 members Mstep: Class 12 contains 2245 members Mstep: Class 13 contains 66764 members Mstep: Class 14 contains 5998 members Mstep: Class 15 contains 15387 members Mstep: Class 16 contains 2872 members Mstep: Class 17 contains 51868 members Mstep: Class 19 contains 4533 members Mstep: Class 20 contains 1745 members Mstep: Class 21 contains 1189 members Mstep: Class 22 contains 3878 members Entering Unmasked Estep ConsiderDeletion Score: -55322308.000000 Penalty: 45185.437500 Iteration 10Q: 15 clusters Score -5.532231e+07 nChanged 6361 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 2 contains 267295 members Mstep: Class 3 contains 2932 members Mstep: Class 6 contains 6410 members Mstep: Class 11 contains 14708 members Mstep: Class 12 contains 2211 members Mstep: Class 13 contains 66785 members Mstep: Class 14 contains 5444 members Mstep: Class 15 contains 15312 members Mstep: Class 16 contains 3635 members Mstep: Class 17 contains 52236 members Mstep: Class 19 contains 4847 members Mstep: Class 20 contains 1725 members Mstep: Class 21 contains 1189 members Mstep: Class 22 contains 3793 members Entering Unmasked Estep ConsiderDeletion Score: -55325536.000000 Penalty: 45185.437500 Iteration 11Q: 15 clusters Score -5.532554e+07 nChanged 5586 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 2 contains 266385 members Mstep: Class 3 contains 2889 members Mstep: Class 6 contains 6604 members Mstep: Class 11 contains 14522 members Mstep: Class 12 contains 2234 members Mstep: Class 13 contains 66802 members Mstep: Class 14 contains 5021 members Mstep: Class 15 contains 15427 members Mstep: Class 16 contains 4269 members Mstep: Class 17 contains 52494 members Mstep: Class 19 contains 5323 members Mstep: Class 20 contains 1659 members Mstep: Class 21 contains 1189 members Mstep: Class 22 contains 3704 members Entering Unmasked Estep ConsiderDeletion Score: -55328440.000000 Penalty: 45185.437500 Iteration 12Q: 15 clusters Score -5.532844e+07 nChanged 4952 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 2 contains 265561 members Mstep: Class 3 contains 2846 members Mstep: Class 6 contains 6768 members Mstep: Class 11 contains 14190 members Mstep: Class 12 contains 2270 members Mstep: Class 13 contains 66790 members Mstep: Class 14 contains 4657 members Mstep: Class 15 contains 15624 members Mstep: Class 16 contains 4795 members Mstep: Class 17 contains 52733 members Mstep: Class 19 contains 5901 members Mstep: Class 20 contains 1582 members Mstep: Class 21 contains 1190 members Mstep: Class 22 contains 3615 members Entering Unmasked Estep ConsiderDeletion Score: -55331432.000000 Penalty: 45185.437500 Iteration 13Q: 15 clusters Score -5.533143e+07 nChanged 4470 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 2 contains 264696 members Mstep: Class 3 contains 2842 members Mstep: Class 6 contains 6893 members Mstep: Class 11 contains 13729 members Mstep: Class 12 contains 2252 members Mstep: Class 13 contains 66775 members Mstep: Class 14 contains 4423 members Mstep: Class 15 contains 15917 members Mstep: Class 16 contains 5212 members Mstep: Class 17 contains 52926 members Mstep: Class 19 contains 6559 members Mstep: Class 20 contains 1554 members Mstep: Class 21 contains 1189 members Mstep: Class 22 contains 3555 members Entering Unmasked Estep ConsiderDeletion Score: -55334084.000000 Penalty: 45185.437500 Iteration 14Q: 15 clusters Score -5.533408e+07 nChanged 4029 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 2 contains 263919 members Mstep: Class 3 contains 2841 members Mstep: Class 6 contains 6996 members Mstep: Class 11 contains 13172 members Mstep: Class 12 contains 2248 members Mstep: Class 13 contains 66754 members Mstep: Class 14 contains 4228 members Mstep: Class 15 contains 16204 members Mstep: Class 16 contains 5502 members Mstep: Class 17 contains 53083 members Mstep: Class 19 contains 7324 members Mstep: Class 20 contains 1532 members Mstep: Class 21 contains 1189 members Mstep: Class 22 contains 3530 members Entering Unmasked Estep ConsiderDeletion Score: -55336668.000000 Penalty: 45185.437500 Iteration 15Q: 15 clusters Score -5.533667e+07 nChanged 3611 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 2 contains 263232 members Mstep: Class 3 contains 2834 members Mstep: Class 6 contains 7075 members Mstep: Class 11 contains 12529 members Mstep: Class 12 contains 2249 members Mstep: Class 13 contains 66748 members Mstep: Class 14 contains 4083 members Mstep: Class 15 contains 16462 members Mstep: Class 16 contains 5715 members Mstep: Class 17 contains 53206 members Mstep: Class 19 contains 8158 members Mstep: Class 20 contains 1519 members Mstep: Class 21 contains 1189 members Mstep: Class 22 contains 3523 members Entering Unmasked Estep ConsiderDeletion Score: -55338856.000000 Penalty: 45185.437500 Iteration 16Q: 15 clusters Score -5.533886e+07 nChanged 3404 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 2 contains 262488 members Mstep: Class 3 contains 2828 members Mstep: Class 6 contains 7127 members Mstep: Class 11 contains 12025 members Mstep: Class 12 contains 2251 members Mstep: Class 13 contains 66743 members Mstep: Class 14 contains 4022 members Mstep: Class 15 contains 16748 members Mstep: Class 16 contains 5888 members Mstep: Class 17 contains 53297 members Mstep: Class 19 contains 8889 members Mstep: Class 20 contains 1509 members Mstep: Class 21 contains 1189 members Mstep: Class 22 contains 3518 members Entering Unmasked Estep ConsiderDeletion Score: -55340896.000000 Penalty: 45185.437500 Iteration 17Q: 15 clusters Score -5.53409e+07 nChanged 3177 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 2 contains 261811 members Mstep: Class 3 contains 2833 members Mstep: Class 6 contains 7176 members Mstep: Class 11 contains 11654 members Mstep: Class 12 contains 2246 members Mstep: Class 13 contains 66718 members Mstep: Class 14 contains 3996 members Mstep: Class 15 contains 17031 members Mstep: Class 16 contains 6035 members Mstep: Class 17 contains 53357 members Mstep: Class 19 contains 9459 members Mstep: Class 20 contains 1503 members Mstep: Class 21 contains 1189 members Mstep: Class 22 contains 3514 members Entering Unmasked Estep ConsiderDeletion Score: -55342472.000000 Penalty: 45185.437500 Iteration 18Q: 15 clusters Score -5.534247e+07 nChanged 2866 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 2 contains 261137 members Mstep: Class 3 contains 2843 members Mstep: Class 6 contains 7217 members Mstep: Class 11 contains 11433 members Mstep: Class 12 contains 2243 members Mstep: Class 13 contains 66681 members Mstep: Class 14 contains 3997 members Mstep: Class 15 contains 17264 members Mstep: Class 16 contains 6165 members Mstep: Class 17 contains 53440 members Mstep: Class 19 contains 9899 members Mstep: Class 20 contains 1499 members Mstep: Class 21 contains 1189 members Mstep: Class 22 contains 3515 members Entering Unmasked Estep ConsiderDeletion Score: -55343876.000000 Penalty: 45185.437500 Iteration 19Q: 15 clusters Score -5.534388e+07 nChanged 2418 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 2 contains 260559 members Mstep: Class 3 contains 2855 members Mstep: Class 6 contains 7250 members Mstep: Class 11 contains 11316 members Mstep: Class 12 contains 2235 members Mstep: Class 13 contains 66648 members Mstep: Class 14 contains 3968 members Mstep: Class 15 contains 17463 members Mstep: Class 16 contains 6275 members Mstep: Class 17 contains 53528 members Mstep: Class 19 contains 10224 members Mstep: Class 20 contains 1498 members Mstep: Class 21 contains 1189 members Mstep: Class 22 contains 3514 members Entering Unmasked Estep ConsiderDeletion Score: -55347376.000000 Penalty: 45185.437500 Iteration 20F: 15 clusters Score -5.534738e+07 nChanged 3270 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 2 contains 259337 members Mstep: Class 3 contains 3044 members Mstep: Class 6 contains 7289 members Mstep: Class 11 contains 11256 members Mstep: Class 12 contains 2355 members Mstep: Class 13 contains 66604 members Mstep: Class 14 contains 4108 members Mstep: Class 15 contains 17632 members Mstep: Class 16 contains 6906 members Mstep: Class 17 contains 53562 members Mstep: Class 19 contains 10493 members Mstep: Class 20 contains 1244 members Mstep: Class 21 contains 1190 members Mstep: Class 22 contains 3514 members Entering Unmasked Estep ConsiderDeletion Score: -55350948.000000 Penalty: 45185.437500 Iteration 21Q: 15 clusters Score -5.535095e+07 nChanged 2842 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 2 contains 258331 members Mstep: Class 3 contains 3155 members Mstep: Class 6 contains 7353 members Mstep: Class 11 contains 11194 members Mstep: Class 12 contains 2279 members Mstep: Class 13 contains 66581 members Mstep: Class 14 contains 4308 members Mstep: Class 15 contains 17781 members Mstep: Class 16 contains 7398 members Mstep: Class 17 contains 53556 members Mstep: Class 19 contains 10688 members Mstep: Class 20 contains 1206 members Mstep: Class 21 contains 1190 members Mstep: Class 22 contains 3514 members Entering Unmasked Estep ConsiderDeletion Score: -55352412.000000 Penalty: 45185.437500 Iteration 22Q: 15 clusters Score -5.535241e+07 nChanged 2669 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 2 contains 257415 members Mstep: Class 3 contains 3190 members Mstep: Class 6 contains 7409 members Mstep: Class 11 contains 11170 members Mstep: Class 12 contains 2237 members Mstep: Class 13 contains 66538 members Mstep: Class 14 contains 4549 members Mstep: Class 15 contains 17964 members Mstep: Class 16 contains 7840 members Mstep: Class 17 contains 53486 members Mstep: Class 19 contains 10830 members Mstep: Class 20 contains 1205 members Mstep: Class 21 contains 1190 members Mstep: Class 22 contains 3511 members Entering Unmasked Estep ConsiderDeletion Score: -55353732.000000 Penalty: 45185.437500 Iteration 23Q: 15 clusters Score -5.535373e+07 nChanged 2392 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 2 contains 256561 members Mstep: Class 3 contains 3201 members Mstep: Class 6 contains 7476 members Mstep: Class 11 contains 11169 members Mstep: Class 12 contains 2209 members Mstep: Class 13 contains 66495 members Mstep: Class 14 contains 4835 members Mstep: Class 15 contains 18129 members Mstep: Class 16 contains 8213 members Mstep: Class 17 contains 53403 members Mstep: Class 19 contains 10938 members Mstep: Class 20 contains 1205 members Mstep: Class 21 contains 1190 members Mstep: Class 22 contains 3510 members Entering Unmasked Estep ConsiderDeletion Score: -55354504.000000 Penalty: 45185.437500 Iteration 24Q: 15 clusters Score -5.53545e+07 nChanged 2098 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 2 contains 255854 members Mstep: Class 3 contains 3198 members Mstep: Class 6 contains 7526 members Mstep: Class 11 contains 11172 members Mstep: Class 12 contains 2193 members Mstep: Class 13 contains 66454 members Mstep: Class 14 contains 5088 members Mstep: Class 15 contains 18265 members Mstep: Class 16 contains 8546 members Mstep: Class 17 contains 53304 members Mstep: Class 19 contains 11027 members Mstep: Class 20 contains 1205 members Mstep: Class 21 contains 1190 members Mstep: Class 22 contains 3512 members Entering Unmasked Estep ConsiderDeletion Score: -55355260.000000 Penalty: 45185.437500 Iteration 25Q: 15 clusters Score -5.535526e+07 nChanged 1803 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 2 contains 255315 members Mstep: Class 3 contains 3197 members Mstep: Class 6 contains 7560 members Mstep: Class 11 contains 11186 members Mstep: Class 12 contains 2180 members Mstep: Class 13 contains 66417 members Mstep: Class 14 contains 5296 members Mstep: Class 15 contains 18339 members Mstep: Class 16 contains 8847 members Mstep: Class 17 contains 53183 members Mstep: Class 19 contains 11106 members Mstep: Class 20 contains 1205 members Mstep: Class 21 contains 1190 members Mstep: Class 22 contains 3513 members Entering Unmasked Estep ConsiderDeletion Score: -55355836.000000 Penalty: 45185.437500 Iteration 26Q: 15 clusters Score -5.535584e+07 nChanged 1532 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 2 contains 254930 members Mstep: Class 3 contains 3186 members Mstep: Class 6 contains 7582 members Mstep: Class 11 contains 11198 members Mstep: Class 12 contains 2172 members Mstep: Class 13 contains 66387 members Mstep: Class 14 contains 5454 members Mstep: Class 15 contains 18366 members Mstep: Class 16 contains 9117 members Mstep: Class 17 contains 53065 members Mstep: Class 19 contains 11166 members Mstep: Class 20 contains 1205 members Mstep: Class 21 contains 1190 members Mstep: Class 22 contains 3516 members Entering Unmasked Estep ConsiderDeletion Score: -55356152.000000 Penalty: 45185.437500 Iteration 27Q: 15 clusters Score -5.535615e+07 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 2 contains 254631 members Mstep: Class 3 contains 3180 members Mstep: Class 6 contains 7611 members Mstep: Class 11 contains 11191 members Mstep: Class 12 contains 2168 members Mstep: Class 13 contains 66356 members Mstep: Class 14 contains 5577 members Mstep: Class 15 contains 18376 members Mstep: Class 16 contains 9373 members Mstep: Class 17 contains 52957 members Mstep: Class 19 contains 11203 members Mstep: Class 20 contains 1205 members Mstep: Class 21 contains 1190 members Mstep: Class 22 contains 3516 members Entering Unmasked Estep ConsiderDeletion Score: -55356448.000000 Penalty: 45185.437500 Iteration 28Q: 15 clusters Score -5.535645e+07 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 2 contains 254385 members Mstep: Class 3 contains 3166 members Mstep: Class 6 contains 7649 members Mstep: Class 11 contains 11193 members Mstep: Class 12 contains 2168 members Mstep: Class 13 contains 66329 members Mstep: Class 14 contains 5657 members Mstep: Class 15 contains 18358 members Mstep: Class 16 contains 9594 members Mstep: Class 17 contains 52890 members Mstep: Class 19 contains 11235 members Mstep: Class 20 contains 1205 members Mstep: Class 21 contains 1190 members Mstep: Class 22 contains 3515 members Entering Unmasked Estep ConsiderDeletion Score: -55356696.000000 Penalty: 45185.437500 Iteration 29Q: 15 clusters Score -5.53567e+07 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 2 contains 254201 members Mstep: Class 3 contains 3159 members Mstep: Class 6 contains 7678 members Mstep: Class 11 contains 11189 members Mstep: Class 12 contains 2168 members Mstep: Class 13 contains 66303 members Mstep: Class 14 contains 5699 members Mstep: Class 15 contains 18331 members Mstep: Class 16 contains 9779 members Mstep: Class 17 contains 52858 members Mstep: Class 19 contains 11259 members Mstep: Class 20 contains 1205 members Mstep: Class 21 contains 1190 members Mstep: Class 22 contains 3515 members Entering Unmasked Estep ConsiderDeletion Score: -55357008.000000 Penalty: 45185.437500 Iteration 30Q: 15 clusters Score -5.535701e+07 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 2 contains 254040 members Mstep: Class 3 contains 3160 members Mstep: Class 6 contains 7704 members Mstep: Class 11 contains 11188 members Mstep: Class 12 contains 2167 members Mstep: Class 13 contains 66284 members Mstep: Class 14 contains 5735 members Mstep: Class 15 contains 18242 members Mstep: Class 16 contains 9948 members Mstep: Class 17 contains 52888 members Mstep: Class 19 contains 11268 members Mstep: Class 20 contains 1205 members Mstep: Class 21 contains 1190 members Mstep: Class 22 contains 3515 members Entering Unmasked Estep ConsiderDeletion Score: -55357284.000000 Penalty: 45185.437500 Iteration 31Q: 15 clusters Score -5.535728e+07 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 2 contains 253922 members Mstep: Class 3 contains 3159 members Mstep: Class 6 contains 7720 members Mstep: Class 11 contains 11191 members Mstep: Class 12 contains 2166 members Mstep: Class 13 contains 66255 members Mstep: Class 14 contains 5760 members Mstep: Class 15 contains 18152 members Mstep: Class 16 contains 10085 members Mstep: Class 17 contains 52937 members Mstep: Class 19 contains 11277 members Mstep: Class 20 contains 1205 members Mstep: Class 21 contains 1190 members Mstep: Class 22 contains 3515 members Entering Unmasked Estep ConsiderDeletion Score: -55357500.000000 Penalty: 45185.437500 Iteration 32Q: 15 clusters Score -5.53575e+07 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 2 contains 253828 members Mstep: Class 3 contains 3158 members Mstep: Class 6 contains 7736 members Mstep: Class 11 contains 11183 members Mstep: Class 12 contains 2165 members Mstep: Class 13 contains 66208 members Mstep: Class 14 contains 5783 members Mstep: Class 15 contains 18054 members Mstep: Class 16 contains 10208 members Mstep: Class 17 contains 53014 members Mstep: Class 19 contains 11287 members Mstep: Class 20 contains 1205 members Mstep: Class 21 contains 1190 members Mstep: Class 22 contains 3515 members Entering Unmasked Estep ConsiderDeletion Score: -55357664.000000 Penalty: 45185.437500 Iteration 33Q: 15 clusters Score -5.535766e+07 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 2 contains 253776 members Mstep: Class 3 contains 3157 members Mstep: Class 6 contains 7747 members Mstep: Class 11 contains 11183 members Mstep: Class 12 contains 2165 members Mstep: Class 13 contains 66171 members Mstep: Class 14 contains 5790 members Mstep: Class 15 contains 17931 members Mstep: Class 16 contains 10314 members Mstep: Class 17 contains 53092 members Mstep: Class 19 contains 11298 members Mstep: Class 20 contains 1205 members Mstep: Class 21 contains 1190 members Mstep: Class 22 contains 3515 members Entering Unmasked Estep ConsiderDeletion Score: -55357852.000000 Penalty: 45185.437500 Iteration 34Q: 15 clusters Score -5.535785e+07 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 2 contains 253757 members Mstep: Class 3 contains 3157 members Mstep: Class 6 contains 7760 members Mstep: Class 11 contains 11184 members Mstep: Class 12 contains 2165 members Mstep: Class 13 contains 66123 members Mstep: Class 14 contains 5802 members Mstep: Class 15 contains 17784 members Mstep: Class 16 contains 10404 members Mstep: Class 17 contains 53180 members Mstep: Class 19 contains 11308 members Mstep: Class 20 contains 1205 members Mstep: Class 21 contains 1190 members Mstep: Class 22 contains 3515 members Entering Unmasked Estep ConsiderDeletion Score: -55358048.000000 Penalty: 45185.437500 Iteration 35Q: 15 clusters Score -5.535805e+07 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 2 contains 253767 members Mstep: Class 3 contains 3154 members Mstep: Class 6 contains 7768 members Mstep: Class 11 contains 11192 members Mstep: Class 12 contains 2165 members Mstep: Class 13 contains 66074 members Mstep: Class 14 contains 5816 members Mstep: Class 15 contains 17625 members Mstep: Class 16 contains 10478 members Mstep: Class 17 contains 53273 members Mstep: Class 19 contains 11311 members Mstep: Class 20 contains 1205 members Mstep: Class 21 contains 1190 members Mstep: Class 22 contains 3516 members Entering Unmasked Estep ConsiderDeletion Score: -55358192.000000 Penalty: 45185.437500 Iteration 36Q: 15 clusters Score -5.535819e+07 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 2 contains 253800 members Mstep: Class 3 contains 3151 members Mstep: Class 6 contains 7774 members Mstep: Class 11 contains 11191 members Mstep: Class 12 contains 2165 members Mstep: Class 13 contains 66037 members Mstep: Class 14 contains 5822 members Mstep: Class 15 contains 17447 members Mstep: Class 16 contains 10534 members Mstep: Class 17 contains 53377 members Mstep: Class 19 contains 11325 members Mstep: Class 20 contains 1205 members Mstep: Class 21 contains 1190 members Mstep: Class 22 contains 3516 members Entering Unmasked Estep ConsiderDeletion Score: -55358276.000000 Penalty: 45185.437500 Iteration 37Q: 15 clusters Score -5.535828e+07 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 2 contains 253843 members Mstep: Class 3 contains 3149 members Mstep: Class 6 contains 7783 members Mstep: Class 11 contains 11203 members Mstep: Class 12 contains 2166 members Mstep: Class 13 contains 65997 members Mstep: Class 14 contains 5832 members Mstep: Class 15 contains 17244 members Mstep: Class 16 contains 10595 members Mstep: Class 17 contains 53473 members Mstep: Class 19 contains 11337 members Mstep: Class 20 contains 1205 members Mstep: Class 21 contains 1190 members Mstep: Class 22 contains 3517 members Entering Unmasked Estep ConsiderDeletion Score: -55358360.000000 Penalty: 45185.437500 Iteration 38Q: 15 clusters Score -5.535836e+07 nChanged 775 Entering ConstructFrom: Score: -55358360.000000 Penalty: 45185.437500 Entering ConstructFrom: Trying to split cluster 2 (253924 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253924 members Entering Unmasked Estep Score: -31738428.000000 Penalty: 3086.307861 Iteration 0F: 2 clusters Score -3.173843e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127146 members Mstep: Class 2 contains 126778 members Entering Unmasked Estep Score: -31583878.000000 Penalty: 6172.615723 Iteration 0F: 3 clusters Score -3.158388e+07 nChanged 122798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128318 members Mstep: Class 2 contains 125606 members Entering Unmasked Estep Score: -31658058.000000 Penalty: 6172.615723 Iteration 1F: 3 clusters Score -3.165806e+07 nChanged 11549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128495 members Mstep: Class 2 contains 125429 members Entering Unmasked Estep Score: -31665098.000000 Penalty: 6172.615723 Iteration 2Q: 3 clusters Score -3.16651e+07 nChanged 16071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129086 members Mstep: Class 2 contains 124838 members Entering Unmasked Estep Score: -31679498.000000 Penalty: 6172.615723 Iteration 3F: 3 clusters Score -3.16795e+07 nChanged 20492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132358 members Mstep: Class 2 contains 121566 members Entering Unmasked Estep Score: -31700392.000000 Penalty: 6172.615723 Iteration 4F: 3 clusters Score -3.170039e+07 nChanged 22997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140999 members Mstep: Class 2 contains 112925 members Entering Unmasked Estep Score: -31722146.000000 Penalty: 6172.615723 Iteration 5F: 3 clusters Score -3.172215e+07 nChanged 21109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153260 members Mstep: Class 2 contains 100664 members Entering Unmasked Estep Score: -31740868.000000 Penalty: 6172.615723 Iteration 6F: 3 clusters Score -3.174087e+07 nChanged 16503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165449 members Mstep: Class 2 contains 88475 members Entering Unmasked Estep Score: -31755610.000000 Penalty: 6172.615723 Iteration 7F: 3 clusters Score -3.175561e+07 nChanged 11573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175602 members Mstep: Class 2 contains 78322 members Entering Unmasked Estep Score: -31766252.000000 Penalty: 6172.615723 Iteration 8Q: 3 clusters Score -3.176625e+07 nChanged 8263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183533 members Mstep: Class 2 contains 70391 members Entering Unmasked Estep Score: -31773726.000000 Penalty: 6172.615723 Iteration 9Q: 3 clusters Score -3.177373e+07 nChanged 6211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189640 members Mstep: Class 2 contains 64284 members Entering Unmasked Estep Score: -31778738.000000 Penalty: 6172.615723 Iteration 10Q: 3 clusters Score -3.177874e+07 nChanged 4445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194023 members Mstep: Class 2 contains 59901 members Entering Unmasked Estep Score: -31781728.000000 Penalty: 6172.615723 Iteration 11Q: 3 clusters Score -3.178173e+07 nChanged 3079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197076 members Mstep: Class 2 contains 56848 members Entering Unmasked Estep Score: -31783062.000000 Penalty: 6172.615723 Iteration 12Q: 3 clusters Score -3.178306e+07 nChanged 2238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199310 members Mstep: Class 2 contains 54614 members Entering Unmasked Estep Score: -31783642.000000 Penalty: 6172.615723 Iteration 13Q: 3 clusters Score -3.178364e+07 nChanged 1691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201001 members Mstep: Class 2 contains 52923 members Entering Unmasked Estep Score: -31783860.000000 Penalty: 6172.615723 Iteration 14Q: 3 clusters Score -3.178386e+07 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202240 members Mstep: Class 2 contains 51684 members Entering Unmasked Estep Score: -31783980.000000 Penalty: 6172.615723 Iteration 15Q: 3 clusters Score -3.178398e+07 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203182 members Mstep: Class 2 contains 50742 members Entering Unmasked Estep Score: -31784066.000000 Penalty: 6172.615723 Iteration 16Q: 3 clusters Score -3.178407e+07 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203919 members Mstep: Class 2 contains 50005 members Entering Unmasked Estep Score: -31784084.000000 Penalty: 6172.615723 Iteration 17Q: 3 clusters Score -3.178408e+07 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204520 members Mstep: Class 2 contains 49404 members Entering Unmasked Estep Score: -31783996.000000 Penalty: 6172.615723 Iteration 18Q: 3 clusters Score -3.1784e+07 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204971 members Mstep: Class 2 contains 48953 members Entering Unmasked Estep Score: -31783936.000000 Penalty: 6172.615723 Iteration 19Q: 3 clusters Score -3.178394e+07 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205303 members Mstep: Class 2 contains 48621 members Entering Unmasked Estep Score: -31783908.000000 Penalty: 6172.615723 Iteration 20F: 3 clusters Score -3.178391e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205551 members Mstep: Class 2 contains 48373 members Entering Unmasked Estep Score: -31783924.000000 Penalty: 6172.615723 Iteration 21Q: 3 clusters Score -3.178392e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205769 members Mstep: Class 2 contains 48155 members Entering Unmasked Estep Score: -31783918.000000 Penalty: 6172.615723 Iteration 22Q: 3 clusters Score -3.178392e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205947 members Mstep: Class 2 contains 47977 members Entering Unmasked Estep Score: -31783868.000000 Penalty: 6172.615723 Iteration 23Q: 3 clusters Score -3.178387e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206083 members Mstep: Class 2 contains 47841 members Entering Unmasked Estep Score: -31783846.000000 Penalty: 6172.615723 Iteration 24Q: 3 clusters Score -3.178385e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206185 members Mstep: Class 2 contains 47739 members Entering Unmasked Estep Score: -31783830.000000 Penalty: 6172.615723 Iteration 25Q: 3 clusters Score -3.178383e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206257 members Mstep: Class 2 contains 47667 members Entering Unmasked Estep Score: -31783796.000000 Penalty: 6172.615723 Iteration 26Q: 3 clusters Score -3.17838e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206300 members Mstep: Class 2 contains 47624 members Entering Unmasked Estep Score: -31783764.000000 Penalty: 6172.615723 Iteration 27Q: 3 clusters Score -3.178376e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206336 members Mstep: Class 2 contains 47588 members Entering Unmasked Estep Score: -31783796.000000 Penalty: 6172.615723 Iteration 28Q: 3 clusters Score -3.17838e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206366 members Mstep: Class 2 contains 47558 members Entering Unmasked Estep Score: -31783776.000000 Penalty: 6172.615723 Iteration 29Q: 3 clusters Score -3.178378e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206387 members Mstep: Class 2 contains 47537 members Entering Unmasked Estep Score: -31783822.000000 Penalty: 6172.615723 Iteration 30Q: 3 clusters Score -3.178382e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206414 members Mstep: Class 2 contains 47510 members Entering Unmasked Estep Score: -31783804.000000 Penalty: 6172.615723 Iteration 31Q: 3 clusters Score -3.17838e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206429 members Mstep: Class 2 contains 47495 members Entering Unmasked Estep Score: -31783798.000000 Penalty: 6172.615723 Iteration 32Q: 3 clusters Score -3.17838e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206442 members Mstep: Class 2 contains 47482 members Entering Unmasked Estep Score: -31783768.000000 Penalty: 6172.615723 Iteration 33Q: 3 clusters Score -3.178377e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206452 members Mstep: Class 2 contains 47472 members Entering Unmasked Estep Score: -31783780.000000 Penalty: 6172.615723 Iteration 34Q: 3 clusters Score -3.178378e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206459 members Mstep: Class 2 contains 47465 members Entering Unmasked Estep Score: -31783776.000000 Penalty: 6172.615723 Iteration 35Q: 3 clusters Score -3.178378e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206463 members Mstep: Class 2 contains 47461 members Entering Unmasked Estep Score: -31783776.000000 Penalty: 6172.615723 Iteration 36Q: 3 clusters Score -3.178378e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206468 members Mstep: Class 2 contains 47456 members Entering Unmasked Estep Score: -31783776.000000 Penalty: 6172.615723 Iteration 37Q: 3 clusters Score -3.178378e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206473 members Mstep: Class 2 contains 47451 members Entering Unmasked Estep Score: -31783772.000000 Penalty: 6172.615723 Iteration 38Q: 3 clusters Score -3.178377e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206479 members Mstep: Class 2 contains 47445 members Entering Unmasked Estep Score: -31783766.000000 Penalty: 6172.615723 Iteration 39Q: 3 clusters Score -3.178377e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206483 members Mstep: Class 2 contains 47441 members Entering Unmasked Estep Score: -31783748.000000 Penalty: 6172.615723 Iteration 40F: 3 clusters Score -3.178375e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 1 contains 47441 members Mstep: Class 2 contains 206483 members Mstep: Class 3 contains 3150 members Mstep: Class 6 contains 7796 members Mstep: Class 11 contains 11208 members Mstep: Class 12 contains 2166 members Mstep: Class 13 contains 65967 members Mstep: Class 14 contains 5843 members Mstep: Class 15 contains 16996 members Mstep: Class 16 contains 10660 members Mstep: Class 17 contains 53568 members Mstep: Class 19 contains 11343 members Mstep: Class 20 contains 1205 members Mstep: Class 21 contains 1190 members Mstep: Class 22 contains 3518 members Entering Unmasked Estep Score: -55403056.000000 Penalty: 48412.968750 Splitting cluster 2 changes total score from -55358360.000000 to -55403056.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 3 (3150 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Entering Unmasked Estep Score: -370808.781250 Penalty: 1997.679077 Iteration 0F: 2 clusters Score -370808.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -367426.937500 Penalty: 3995.358154 Iteration 0F: 3 clusters Score -367426.9 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -368203.281250 Penalty: 3995.358154 Iteration 1F: 3 clusters Score -368203.3 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -368436.750000 Penalty: 3995.358154 Iteration 2F: 3 clusters Score -368436.8 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -368598.031250 Penalty: 3995.358154 Iteration 3F: 3 clusters Score -368598 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -368727.000000 Penalty: 3995.358154 Iteration 4Q: 3 clusters Score -368727 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -368832.750000 Penalty: 3995.358154 Iteration 5Q: 3 clusters Score -368832.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -368889.625000 Penalty: 3995.358154 Iteration 6Q: 3 clusters Score -368889.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -368938.375000 Penalty: 3995.358154 Iteration 7Q: 3 clusters Score -368938.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -368988.031250 Penalty: 3995.358154 Iteration 8Q: 3 clusters Score -368988 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -369031.750000 Penalty: 3995.358154 Iteration 9Q: 3 clusters Score -369031.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -369050.906250 Penalty: 3995.358154 Iteration 10Q: 3 clusters Score -369050.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -369062.843750 Penalty: 3995.358154 Iteration 11Q: 3 clusters Score -369062.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -369071.718750 Penalty: 3995.358154 Iteration 12Q: 3 clusters Score -369071.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -369079.093750 Penalty: 3995.358154 Iteration 13Q: 3 clusters Score -369079.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -369084.187500 Penalty: 3995.358154 Iteration 14Q: 3 clusters Score -369084.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -369089.593750 Penalty: 3995.358154 Iteration 15Q: 3 clusters Score -369089.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -369097.687500 Penalty: 3995.358154 Iteration 16Q: 3 clusters Score -369097.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -369104.468750 Penalty: 3995.358154 Iteration 17Q: 3 clusters Score -369104.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -369112.406250 Penalty: 3995.358154 Iteration 18Q: 3 clusters Score -369112.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -369122.343750 Penalty: 3995.358154 Iteration 19Q: 3 clusters Score -369122.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -369139.406250 Penalty: 3995.358154 Iteration 20F: 3 clusters Score -369139.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -369156.125000 Penalty: 3995.358154 Iteration 21Q: 3 clusters Score -369156.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -369174.218750 Penalty: 3995.358154 Iteration 22Q: 3 clusters Score -369174.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -369189.281250 Penalty: 3995.358154 Iteration 23Q: 3 clusters Score -369189.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -369203.312500 Penalty: 3995.358154 Iteration 24Q: 3 clusters Score -369203.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -369212.718750 Penalty: 3995.358154 Iteration 25Q: 3 clusters Score -369212.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -369222.437500 Penalty: 3995.358154 Iteration 26Q: 3 clusters Score -369222.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -369231.312500 Penalty: 3995.358154 Iteration 27Q: 3 clusters Score -369231.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -369237.531250 Penalty: 3995.358154 Iteration 28Q: 3 clusters Score -369237.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -369252.656250 Penalty: 3995.358154 Iteration 29Q: 3 clusters Score -369252.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -369274.500000 Penalty: 3995.358154 Iteration 30Q: 3 clusters Score -369274.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -369289.593750 Penalty: 3995.358154 Iteration 31Q: 3 clusters Score -369289.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -369303.093750 Penalty: 3995.358154 Iteration 32Q: 3 clusters Score -369303.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -369314.781250 Penalty: 3995.358154 Iteration 33Q: 3 clusters Score -369314.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -369326.375000 Penalty: 3995.358154 Iteration 34Q: 3 clusters Score -369326.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -369340.750000 Penalty: 3995.358154 Iteration 35Q: 3 clusters Score -369340.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -369349.312500 Penalty: 3995.358154 Iteration 36Q: 3 clusters Score -369349.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -369355.187500 Penalty: 3995.358154 Iteration 37Q: 3 clusters Score -369355.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -369357.781250 Penalty: 3995.358154 Iteration 38Q: 3 clusters Score -369357.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -369360.250000 Penalty: 3995.358154 Iteration 39Q: 3 clusters Score -369360.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -369363.031250 Penalty: 3995.358154 Iteration 40F: 3 clusters Score -369363 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -369364.156250 Penalty: 3995.358154 Iteration 41Q: 3 clusters Score -369364.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -369364.875000 Penalty: 3995.358154 Iteration 42Q: 3 clusters Score -369364.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -369365.781250 Penalty: 3995.358154 Iteration 43Q: 3 clusters Score -369365.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -369368.312500 Penalty: 3995.358154 Iteration 44Q: 3 clusters Score -369368.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -369371.468750 Penalty: 3995.358154 Iteration 45Q: 3 clusters Score -369371.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -369372.000000 Penalty: 3995.358154 Iteration 46Q: 3 clusters Score -369372 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -369374.500000 Penalty: 3995.358154 Iteration 47Q: 3 clusters Score -369374.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -369375.468750 Penalty: 3995.358154 Iteration 48Q: 3 clusters Score -369375.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -369376.312500 Penalty: 3995.358154 Iteration 49Q: 3 clusters Score -369376.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -369377.281250 Penalty: 3995.358154 Iteration 50Q: 3 clusters Score -369377.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -369378.593750 Penalty: 3995.358154 Iteration 51Q: 3 clusters Score -369378.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -369381.531250 Penalty: 3995.358154 Iteration 52Q: 3 clusters Score -369381.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -369384.875000 Penalty: 3995.358154 Iteration 53Q: 3 clusters Score -369384.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -369386.343750 Penalty: 3995.358154 Iteration 54Q: 3 clusters Score -369386.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -369386.718750 Penalty: 3995.358154 Iteration 55Q: 3 clusters Score -369386.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -369388.125000 Penalty: 3995.358154 Iteration 56Q: 3 clusters Score -369388.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -369389.312500 Penalty: 3995.358154 Iteration 57Q: 3 clusters Score -369389.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -369389.781250 Penalty: 3995.358154 Iteration 58Q: 3 clusters Score -369389.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -369390.718750 Penalty: 3995.358154 Iteration 59Q: 3 clusters Score -369390.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -369392.625000 Penalty: 3995.358154 Iteration 60F: 3 clusters Score -369392.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -369394.156250 Penalty: 3995.358154 Iteration 61Q: 3 clusters Score -369394.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -369395.437500 Penalty: 3995.358154 Iteration 62Q: 3 clusters Score -369395.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -369397.343750 Penalty: 3995.358154 Iteration 63Q: 3 clusters Score -369397.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -369399.281250 Penalty: 3995.358154 Iteration 64Q: 3 clusters Score -369399.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -369399.187500 Penalty: 3995.358154 Iteration 65Q: 3 clusters Score -369399.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -369399.187500 Penalty: 3995.358154 Iteration 66F: 3 clusters Score -369399.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (7796 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7796 members Entering Unmasked Estep Score: -991340.687500 Penalty: 2222.418701 Iteration 0F: 2 clusters Score -991340.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -985057.437500 Penalty: 4444.837402 Iteration 0F: 3 clusters Score -985057.4 nChanged 3097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -986764.937500 Penalty: 4444.837402 Iteration 1F: 3 clusters Score -986764.9 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -987050.875000 Penalty: 4444.837402 Iteration 2F: 3 clusters Score -987050.9 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4503 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -987287.000000 Penalty: 4444.837402 Iteration 3F: 3 clusters Score -987287 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4669 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -987497.187500 Penalty: 4444.837402 Iteration 4Q: 3 clusters Score -987497.2 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4868 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -987726.187500 Penalty: 4444.837402 Iteration 5Q: 3 clusters Score -987726.2 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -987986.812500 Penalty: 4444.837402 Iteration 6Q: 3 clusters Score -987986.8 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5242 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -988257.312500 Penalty: 4444.837402 Iteration 7Q: 3 clusters Score -988257.3 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5387 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -988528.562500 Penalty: 4444.837402 Iteration 8Q: 3 clusters Score -988528.6 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5510 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -988731.437500 Penalty: 4444.837402 Iteration 9Q: 3 clusters Score -988731.4 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -988856.875000 Penalty: 4444.837402 Iteration 10Q: 3 clusters Score -988856.9 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -988958.500000 Penalty: 4444.837402 Iteration 11Q: 3 clusters Score -988958.5 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5707 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -989035.937500 Penalty: 4444.837402 Iteration 12Q: 3 clusters Score -989035.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5765 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -989081.875000 Penalty: 4444.837402 Iteration 13Q: 3 clusters Score -989081.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -989113.000000 Penalty: 4444.837402 Iteration 14Q: 3 clusters Score -989113 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -989139.812500 Penalty: 4444.837402 Iteration 15Q: 3 clusters Score -989139.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5879 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -989158.125000 Penalty: 4444.837402 Iteration 16Q: 3 clusters Score -989158.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5898 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -989175.500000 Penalty: 4444.837402 Iteration 17Q: 3 clusters Score -989175.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5917 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -989182.937500 Penalty: 4444.837402 Iteration 18Q: 3 clusters Score -989182.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5932 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -989194.500000 Penalty: 4444.837402 Iteration 19Q: 3 clusters Score -989194.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5944 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -989205.562500 Penalty: 4444.837402 Iteration 20F: 3 clusters Score -989205.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -989217.562500 Penalty: 4444.837402 Iteration 21Q: 3 clusters Score -989217.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5984 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -989231.250000 Penalty: 4444.837402 Iteration 22Q: 3 clusters Score -989231.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5994 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -989238.375000 Penalty: 4444.837402 Iteration 23Q: 3 clusters Score -989238.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6009 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -989247.312500 Penalty: 4444.837402 Iteration 24Q: 3 clusters Score -989247.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -989255.625000 Penalty: 4444.837402 Iteration 25Q: 3 clusters Score -989255.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6036 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -989260.437500 Penalty: 4444.837402 Iteration 26Q: 3 clusters Score -989260.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6036 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -989264.312500 Penalty: 4444.837402 Iteration 27Q: 3 clusters Score -989264.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6041 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -989269.750000 Penalty: 4444.837402 Iteration 28Q: 3 clusters Score -989269.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -989273.562500 Penalty: 4444.837402 Iteration 29Q: 3 clusters Score -989273.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6056 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -989278.500000 Penalty: 4444.837402 Iteration 30Q: 3 clusters Score -989278.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6067 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -989284.187500 Penalty: 4444.837402 Iteration 31Q: 3 clusters Score -989284.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6085 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -989289.562500 Penalty: 4444.837402 Iteration 32Q: 3 clusters Score -989289.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6095 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -989296.187500 Penalty: 4444.837402 Iteration 33Q: 3 clusters Score -989296.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6112 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -989302.000000 Penalty: 4444.837402 Iteration 34Q: 3 clusters Score -989302 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6124 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -989309.750000 Penalty: 4444.837402 Iteration 35Q: 3 clusters Score -989309.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6139 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -989316.125000 Penalty: 4444.837402 Iteration 36Q: 3 clusters Score -989316.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6146 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -989322.562500 Penalty: 4444.837402 Iteration 37Q: 3 clusters Score -989322.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6149 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -989324.625000 Penalty: 4444.837402 Iteration 38Q: 3 clusters Score -989324.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6155 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -989327.937500 Penalty: 4444.837402 Iteration 39Q: 3 clusters Score -989327.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6168 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -989333.437500 Penalty: 4444.837402 Iteration 40F: 3 clusters Score -989333.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6178 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -989339.312500 Penalty: 4444.837402 Iteration 41Q: 3 clusters Score -989339.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6185 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -989342.500000 Penalty: 4444.837402 Iteration 42Q: 3 clusters Score -989342.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6191 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -989344.000000 Penalty: 4444.837402 Iteration 43Q: 3 clusters Score -989344 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6196 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -989345.937500 Penalty: 4444.837402 Iteration 44Q: 3 clusters Score -989345.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -989347.437500 Penalty: 4444.837402 Iteration 45Q: 3 clusters Score -989347.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -989348.312500 Penalty: 4444.837402 Iteration 46Q: 3 clusters Score -989348.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6202 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -989349.187500 Penalty: 4444.837402 Iteration 47Q: 3 clusters Score -989349.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6202 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -989349.937500 Penalty: 4444.837402 Iteration 48Q: 3 clusters Score -989349.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6204 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -989348.000000 Penalty: 4444.837402 Iteration 49Q: 3 clusters Score -989348 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6205 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -989351.500000 Penalty: 4444.837402 Iteration 50Q: 3 clusters Score -989351.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6201 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -989351.687500 Penalty: 4444.837402 Iteration 51Q: 3 clusters Score -989351.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6197 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -989354.062500 Penalty: 4444.837402 Iteration 52Q: 3 clusters Score -989354.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -989354.625000 Penalty: 4444.837402 Iteration 53Q: 3 clusters Score -989354.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6203 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -989357.187500 Penalty: 4444.837402 Iteration 54Q: 3 clusters Score -989357.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6204 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -989360.937500 Penalty: 4444.837402 Iteration 55Q: 3 clusters Score -989360.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6208 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -989363.000000 Penalty: 4444.837402 Iteration 56Q: 3 clusters Score -989363 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6210 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -989365.625000 Penalty: 4444.837402 Iteration 57Q: 3 clusters Score -989365.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6213 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -989366.562500 Penalty: 4444.837402 Iteration 58Q: 3 clusters Score -989366.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6215 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -989368.562500 Penalty: 4444.837402 Iteration 59Q: 3 clusters Score -989368.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6215 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -989370.250000 Penalty: 4444.837402 Iteration 60F: 3 clusters Score -989370.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6214 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -989371.750000 Penalty: 4444.837402 Iteration 61Q: 3 clusters Score -989371.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6217 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -989374.062500 Penalty: 4444.837402 Iteration 62Q: 3 clusters Score -989374.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -989374.937500 Penalty: 4444.837402 Iteration 63Q: 3 clusters Score -989374.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -989376.375000 Penalty: 4444.837402 Iteration 64Q: 3 clusters Score -989376.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6224 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -989376.875000 Penalty: 4444.837402 Iteration 65Q: 3 clusters Score -989376.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -989376.562500 Penalty: 4444.837402 Iteration 66Q: 3 clusters Score -989376.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -989376.562500 Penalty: 4444.837402 Iteration 67F: 3 clusters Score -989376.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (11208 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11208 members Entering Unmasked Estep Score: -1429335.500000 Penalty: 2312.447021 Iteration 0F: 2 clusters Score -1429336 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5579 members Mstep: Class 2 contains 5629 members Entering Unmasked Estep Score: -1420896.500000 Penalty: 4624.894043 Iteration 0F: 3 clusters Score -1420896 nChanged 4674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5449 members Mstep: Class 2 contains 5759 members Entering Unmasked Estep Score: -1423371.500000 Penalty: 4624.894043 Iteration 1F: 3 clusters Score -1423372 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5357 members Mstep: Class 2 contains 5851 members Entering Unmasked Estep Score: -1423705.875000 Penalty: 4624.894043 Iteration 2F: 3 clusters Score -1423706 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5247 members Mstep: Class 2 contains 5961 members Entering Unmasked Estep Score: -1423991.500000 Penalty: 4624.894043 Iteration 3F: 3 clusters Score -1423992 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5088 members Mstep: Class 2 contains 6120 members Entering Unmasked Estep Score: -1424294.750000 Penalty: 4624.894043 Iteration 4Q: 3 clusters Score -1424295 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4874 members Mstep: Class 2 contains 6334 members Entering Unmasked Estep Score: -1424609.500000 Penalty: 4624.894043 Iteration 5Q: 3 clusters Score -1424610 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 6622 members Entering Unmasked Estep Score: -1424919.375000 Penalty: 4624.894043 Iteration 6Q: 3 clusters Score -1424919 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4257 members Mstep: Class 2 contains 6951 members Entering Unmasked Estep Score: -1425238.250000 Penalty: 4624.894043 Iteration 7Q: 3 clusters Score -1425238 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 7298 members Entering Unmasked Estep Score: -1425545.625000 Penalty: 4624.894043 Iteration 8Q: 3 clusters Score -1425546 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 7678 members Entering Unmasked Estep Score: -1425846.750000 Penalty: 4624.894043 Iteration 9Q: 3 clusters Score -1425847 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 8065 members Entering Unmasked Estep Score: -1426171.000000 Penalty: 4624.894043 Iteration 10Q: 3 clusters Score -1426171 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 8468 members Entering Unmasked Estep Score: -1426463.875000 Penalty: 4624.894043 Iteration 11Q: 3 clusters Score -1426464 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 8813 members Entering Unmasked Estep Score: -1426702.000000 Penalty: 4624.894043 Iteration 12Q: 3 clusters Score -1426702 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 9107 members Entering Unmasked Estep Score: -1426886.750000 Penalty: 4624.894043 Iteration 13Q: 3 clusters Score -1426887 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 9350 members Entering Unmasked Estep Score: -1427040.500000 Penalty: 4624.894043 Iteration 14Q: 3 clusters Score -1427040 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 9572 members Entering Unmasked Estep Score: -1427171.375000 Penalty: 4624.894043 Iteration 15Q: 3 clusters Score -1427171 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 9748 members Entering Unmasked Estep Score: -1427278.125000 Penalty: 4624.894043 Iteration 16Q: 3 clusters Score -1427278 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 9900 members Entering Unmasked Estep Score: -1427370.875000 Penalty: 4624.894043 Iteration 17Q: 3 clusters Score -1427371 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 10021 members Entering Unmasked Estep Score: -1427435.250000 Penalty: 4624.894043 Iteration 18Q: 3 clusters Score -1427435 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 10113 members Entering Unmasked Estep Score: -1427487.625000 Penalty: 4624.894043 Iteration 19Q: 3 clusters Score -1427488 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 10185 members Entering Unmasked Estep Score: -1427522.875000 Penalty: 4624.894043 Iteration 20F: 3 clusters Score -1427523 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 10247 members Entering Unmasked Estep Score: -1427559.125000 Penalty: 4624.894043 Iteration 21Q: 3 clusters Score -1427559 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 10300 members Entering Unmasked Estep Score: -1427583.750000 Penalty: 4624.894043 Iteration 22Q: 3 clusters Score -1427584 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 10349 members Entering Unmasked Estep Score: -1427607.750000 Penalty: 4624.894043 Iteration 23Q: 3 clusters Score -1427608 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 10393 members Entering Unmasked Estep Score: -1427635.375000 Penalty: 4624.894043 Iteration 24Q: 3 clusters Score -1427635 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 10432 members Entering Unmasked Estep Score: -1427655.375000 Penalty: 4624.894043 Iteration 25Q: 3 clusters Score -1427655 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 10458 members Entering Unmasked Estep Score: -1427670.000000 Penalty: 4624.894043 Iteration 26Q: 3 clusters Score -1427670 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 10475 members Entering Unmasked Estep Score: -1427680.000000 Penalty: 4624.894043 Iteration 27Q: 3 clusters Score -1427680 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 10489 members Entering Unmasked Estep Score: -1427686.750000 Penalty: 4624.894043 Iteration 28Q: 3 clusters Score -1427687 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 10502 members Entering Unmasked Estep Score: -1427695.250000 Penalty: 4624.894043 Iteration 29Q: 3 clusters Score -1427695 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 10511 members Entering Unmasked Estep Score: -1427703.250000 Penalty: 4624.894043 Iteration 30Q: 3 clusters Score -1427703 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 10522 members Entering Unmasked Estep Score: -1427706.250000 Penalty: 4624.894043 Iteration 31Q: 3 clusters Score -1427706 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 10528 members Entering Unmasked Estep Score: -1427709.000000 Penalty: 4624.894043 Iteration 32Q: 3 clusters Score -1427709 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 10536 members Entering Unmasked Estep Score: -1427716.750000 Penalty: 4624.894043 Iteration 33Q: 3 clusters Score -1427717 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 10542 members Entering Unmasked Estep Score: -1427721.000000 Penalty: 4624.894043 Iteration 34Q: 3 clusters Score -1427721 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 10544 members Entering Unmasked Estep Score: -1427722.625000 Penalty: 4624.894043 Iteration 35Q: 3 clusters Score -1427723 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 10553 members Entering Unmasked Estep Score: -1427729.500000 Penalty: 4624.894043 Iteration 36Q: 3 clusters Score -1427730 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 10562 members Entering Unmasked Estep Score: -1427735.375000 Penalty: 4624.894043 Iteration 37Q: 3 clusters Score -1427735 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 10566 members Entering Unmasked Estep Score: -1427740.875000 Penalty: 4624.894043 Iteration 38Q: 3 clusters Score -1427741 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 10571 members Entering Unmasked Estep Score: -1427743.750000 Penalty: 4624.894043 Iteration 39Q: 3 clusters Score -1427744 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 10575 members Entering Unmasked Estep Score: -1427744.625000 Penalty: 4624.894043 Iteration 40F: 3 clusters Score -1427745 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 10574 members Entering Unmasked Estep Score: -1427742.875000 Penalty: 4624.894043 Iteration 41Q: 3 clusters Score -1427743 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 10574 members Entering Unmasked Estep Score: -1427742.875000 Penalty: 4624.894043 Iteration 42F: 3 clusters Score -1427743 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Entering Unmasked Estep Score: -242786.546875 Penalty: 1904.798096 Iteration 0F: 2 clusters Score -242786.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -240193.656250 Penalty: 3809.596191 Iteration 0F: 3 clusters Score -240193.7 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -241133.687500 Penalty: 3809.596191 Iteration 1F: 3 clusters Score -241133.7 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -241578.078125 Penalty: 3809.596191 Iteration 2F: 3 clusters Score -241578.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -241943.671875 Penalty: 3809.596191 Iteration 3F: 3 clusters Score -241943.7 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -242231.171875 Penalty: 3809.596191 Iteration 4F: 3 clusters Score -242231.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -242445.187500 Penalty: 3809.596191 Iteration 5F: 3 clusters Score -242445.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -242614.781250 Penalty: 3809.596191 Iteration 6Q: 3 clusters Score -242614.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -242837.046875 Penalty: 3809.596191 Iteration 7Q: 3 clusters Score -242837 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -243164.125000 Penalty: 3809.596191 Iteration 8Q: 3 clusters Score -243164.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -243485.437500 Penalty: 3809.596191 Iteration 9Q: 3 clusters Score -243485.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -243952.812500 Penalty: 3809.596191 Iteration 10Q: 3 clusters Score -243952.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -244743.062500 Penalty: 3809.596191 Iteration 11Q: 3 clusters Score -244743.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -245237.781250 Penalty: 3809.596191 Iteration 12Q: 3 clusters Score -245237.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -245243.062500 Penalty: 3809.596191 Iteration 13Q: 3 clusters Score -245243.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -245254.281250 Penalty: 3809.596191 Iteration 14Q: 3 clusters Score -245254.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -245261.781250 Penalty: 3809.596191 Iteration 15Q: 3 clusters Score -245261.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -245262.750000 Penalty: 3809.596191 Iteration 16Q: 3 clusters Score -245262.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -245456.093750 Penalty: 3809.596191 Iteration 17F: 3 clusters Score -245456.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -246210.984375 Penalty: 3809.596191 Iteration 18Q: 3 clusters Score -246211 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -246224.218750 Penalty: 3809.596191 Iteration 19Q: 3 clusters Score -246224.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -246226.078125 Penalty: 3809.596191 Iteration 20F: 3 clusters Score -246226.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 1 contains 47441 members Mstep: Class 2 contains 206483 members Mstep: Class 3 contains 3150 members Mstep: Class 4 contains 824 members Mstep: Class 6 contains 7796 members Mstep: Class 11 contains 11208 members Mstep: Class 12 contains 1342 members Mstep: Class 13 contains 65967 members Mstep: Class 14 contains 5843 members Mstep: Class 15 contains 16996 members Mstep: Class 16 contains 10660 members Mstep: Class 17 contains 53568 members Mstep: Class 19 contains 11343 members Mstep: Class 20 contains 1205 members Mstep: Class 21 contains 1190 members Mstep: Class 22 contains 3518 members Entering Unmasked Estep Score: -55405044.000000 Penalty: 51640.500000 Splitting cluster 12 changes total score from -55358360.000000 to -55405044.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 13 (65967 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65967 members Entering Unmasked Estep Score: -8283019.000000 Penalty: 2752.033447 Iteration 0F: 2 clusters Score -8283019 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32816 members Mstep: Class 2 contains 33151 members Entering Unmasked Estep Score: -8238885.000000 Penalty: 5504.066895 Iteration 0F: 3 clusters Score -8238885 nChanged 30706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31452 members Mstep: Class 2 contains 34515 members Entering Unmasked Estep Score: -8256219.000000 Penalty: 5504.066895 Iteration 1F: 3 clusters Score -8256219 nChanged 2814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30674 members Mstep: Class 2 contains 35293 members Entering Unmasked Estep Score: -8257285.000000 Penalty: 5504.066895 Iteration 2Q: 3 clusters Score -8257285 nChanged 2988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29620 members Mstep: Class 2 contains 36347 members Entering Unmasked Estep Score: -8258699.000000 Penalty: 5504.066895 Iteration 3Q: 3 clusters Score -8258699 nChanged 3293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28169 members Mstep: Class 2 contains 37798 members Entering Unmasked Estep Score: -8260435.000000 Penalty: 5504.066895 Iteration 4Q: 3 clusters Score -8260435 nChanged 3609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26230 members Mstep: Class 2 contains 39737 members Entering Unmasked Estep Score: -8262523.000000 Penalty: 5504.066895 Iteration 5F: 3 clusters Score -8262523 nChanged 3858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23750 members Mstep: Class 2 contains 42217 members Entering Unmasked Estep Score: -8264727.000000 Penalty: 5504.066895 Iteration 6F: 3 clusters Score -8264727 nChanged 3922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20676 members Mstep: Class 2 contains 45291 members Entering Unmasked Estep Score: -8267209.500000 Penalty: 5504.066895 Iteration 7F: 3 clusters Score -8267210 nChanged 3938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17236 members Mstep: Class 2 contains 48731 members Entering Unmasked Estep Score: -8269994.500000 Penalty: 5504.066895 Iteration 8F: 3 clusters Score -8269994 nChanged 3824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13716 members Mstep: Class 2 contains 52251 members Entering Unmasked Estep Score: -8272949.500000 Penalty: 5504.066895 Iteration 9F: 3 clusters Score -8272950 nChanged 3374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10574 members Mstep: Class 2 contains 55393 members Entering Unmasked Estep Score: -8275981.000000 Penalty: 5504.066895 Iteration 10F: 3 clusters Score -8275981 nChanged 2486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8366 members Mstep: Class 2 contains 57601 members Entering Unmasked Estep Score: -8278360.000000 Penalty: 5504.066895 Iteration 11Q: 3 clusters Score -8278360 nChanged 1636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7100 members Mstep: Class 2 contains 58867 members Entering Unmasked Estep Score: -8279960.500000 Penalty: 5504.066895 Iteration 12Q: 3 clusters Score -8279960 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6329 members Mstep: Class 2 contains 59638 members Entering Unmasked Estep Score: -8280846.000000 Penalty: 5504.066895 Iteration 13Q: 3 clusters Score -8280846 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5874 members Mstep: Class 2 contains 60093 members Entering Unmasked Estep Score: -8281250.500000 Penalty: 5504.066895 Iteration 14Q: 3 clusters Score -8281250 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 60333 members Entering Unmasked Estep Score: -8281424.000000 Penalty: 5504.066895 Iteration 15Q: 3 clusters Score -8281424 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5466 members Mstep: Class 2 contains 60501 members Entering Unmasked Estep Score: -8281509.000000 Penalty: 5504.066895 Iteration 16Q: 3 clusters Score -8281509 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 60613 members Entering Unmasked Estep Score: -8281570.500000 Penalty: 5504.066895 Iteration 17Q: 3 clusters Score -8281570 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 60680 members Entering Unmasked Estep Score: -8281612.500000 Penalty: 5504.066895 Iteration 18Q: 3 clusters Score -8281612 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Mstep: Class 2 contains 60739 members Entering Unmasked Estep Score: -8281634.000000 Penalty: 5504.066895 Iteration 19Q: 3 clusters Score -8281634 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 60793 members Entering Unmasked Estep Score: -8281674.500000 Penalty: 5504.066895 Iteration 20F: 3 clusters Score -8281674 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 60826 members Entering Unmasked Estep Score: -8281724.000000 Penalty: 5504.066895 Iteration 21Q: 3 clusters Score -8281724 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 60833 members Entering Unmasked Estep Score: -8281747.500000 Penalty: 5504.066895 Iteration 22Q: 3 clusters Score -8281748 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5119 members Mstep: Class 2 contains 60848 members Entering Unmasked Estep Score: -8281777.000000 Penalty: 5504.066895 Iteration 23Q: 3 clusters Score -8281777 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5119 members Mstep: Class 2 contains 60848 members Entering Unmasked Estep Score: -8281803.000000 Penalty: 5504.066895 Iteration 24Q: 3 clusters Score -8281803 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5121 members Mstep: Class 2 contains 60846 members Entering Unmasked Estep Score: -8281817.500000 Penalty: 5504.066895 Iteration 25Q: 3 clusters Score -8281818 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5123 members Mstep: Class 2 contains 60844 members Entering Unmasked Estep Score: -8281824.000000 Penalty: 5504.066895 Iteration 26Q: 3 clusters Score -8281824 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5123 members Mstep: Class 2 contains 60844 members Entering Unmasked Estep Score: -8281834.000000 Penalty: 5504.066895 Iteration 27Q: 3 clusters Score -8281834 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 60849 members Entering Unmasked Estep Score: -8281843.500000 Penalty: 5504.066895 Iteration 28Q: 3 clusters Score -8281844 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 60854 members Entering Unmasked Estep Score: -8281851.500000 Penalty: 5504.066895 Iteration 29Q: 3 clusters Score -8281852 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 60854 members Entering Unmasked Estep Score: -8281856.000000 Penalty: 5504.066895 Iteration 30Q: 3 clusters Score -8281856 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5116 members Mstep: Class 2 contains 60851 members Entering Unmasked Estep Score: -8281866.000000 Penalty: 5504.066895 Iteration 31Q: 3 clusters Score -8281866 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5130 members Mstep: Class 2 contains 60837 members Entering Unmasked Estep Score: -8281873.000000 Penalty: 5504.066895 Iteration 32Q: 3 clusters Score -8281873 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 60831 members Entering Unmasked Estep Score: -8281878.000000 Penalty: 5504.066895 Iteration 33Q: 3 clusters Score -8281878 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 60826 members Entering Unmasked Estep Score: -8281874.500000 Penalty: 5504.066895 Iteration 34Q: 3 clusters Score -8281874 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5146 members Mstep: Class 2 contains 60821 members Entering Unmasked Estep Score: -8281885.500000 Penalty: 5504.066895 Iteration 35Q: 3 clusters Score -8281886 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5156 members Mstep: Class 2 contains 60811 members Entering Unmasked Estep Score: -8281887.500000 Penalty: 5504.066895 Iteration 36Q: 3 clusters Score -8281888 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5163 members Mstep: Class 2 contains 60804 members Entering Unmasked Estep Score: -8281897.000000 Penalty: 5504.066895 Iteration 37Q: 3 clusters Score -8281897 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 60801 members Entering Unmasked Estep Score: -8281893.000000 Penalty: 5504.066895 Iteration 38Q: 3 clusters Score -8281893 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5164 members Mstep: Class 2 contains 60803 members Entering Unmasked Estep Score: -8281903.000000 Penalty: 5504.066895 Iteration 39Q: 3 clusters Score -8281903 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 60801 members Entering Unmasked Estep Score: -8281913.500000 Penalty: 5504.066895 Iteration 40F: 3 clusters Score -8281914 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5163 members Mstep: Class 2 contains 60804 members Entering Unmasked Estep Score: -8281915.000000 Penalty: 5504.066895 Iteration 41Q: 3 clusters Score -8281915 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 60802 members Entering Unmasked Estep Score: -8281919.000000 Penalty: 5504.066895 Iteration 42Q: 3 clusters Score -8281919 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 60801 members Entering Unmasked Estep Score: -8281915.500000 Penalty: 5504.066895 Iteration 43Q: 3 clusters Score -8281916 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5164 members Mstep: Class 2 contains 60803 members Entering Unmasked Estep Score: -8281912.500000 Penalty: 5504.066895 Iteration 44Q: 3 clusters Score -8281912 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5171 members Mstep: Class 2 contains 60796 members Entering Unmasked Estep Score: -8281915.000000 Penalty: 5504.066895 Iteration 45Q: 3 clusters Score -8281915 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 60794 members Entering Unmasked Estep Score: -8281907.500000 Penalty: 5504.066895 Iteration 46Q: 3 clusters Score -8281908 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 60792 members Entering Unmasked Estep Score: -8281915.500000 Penalty: 5504.066895 Iteration 47Q: 3 clusters Score -8281916 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5176 members Mstep: Class 2 contains 60791 members Entering Unmasked Estep Score: -8281913.500000 Penalty: 5504.066895 Iteration 48Q: 3 clusters Score -8281914 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5177 members Mstep: Class 2 contains 60790 members Entering Unmasked Estep Score: -8281911.000000 Penalty: 5504.066895 Iteration 49Q: 3 clusters Score -8281911 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 60788 members Entering Unmasked Estep Score: -8281906.000000 Penalty: 5504.066895 Iteration 50Q: 3 clusters Score -8281906 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 60788 members Entering Unmasked Estep Score: -8281906.000000 Penalty: 5504.066895 Iteration 51F: 3 clusters Score -8281906 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (5843 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5843 members Entering Unmasked Estep Score: -742496.250000 Penalty: 2150.903809 Iteration 0F: 2 clusters Score -742496.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -737440.812500 Penalty: 4301.807617 Iteration 0F: 3 clusters Score -737440.8 nChanged 2246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -738700.312500 Penalty: 4301.807617 Iteration 1F: 3 clusters Score -738700.3 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -738929.375000 Penalty: 4301.807617 Iteration 2F: 3 clusters Score -738929.4 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -739058.562500 Penalty: 4301.807617 Iteration 3Q: 3 clusters Score -739058.6 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -739159.250000 Penalty: 4301.807617 Iteration 4Q: 3 clusters Score -739159.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -739245.687500 Penalty: 4301.807617 Iteration 5Q: 3 clusters Score -739245.7 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -739325.125000 Penalty: 4301.807617 Iteration 6Q: 3 clusters Score -739325.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -739387.812500 Penalty: 4301.807617 Iteration 7Q: 3 clusters Score -739387.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -739456.625000 Penalty: 4301.807617 Iteration 8Q: 3 clusters Score -739456.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -739526.625000 Penalty: 4301.807617 Iteration 9Q: 3 clusters Score -739526.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -739604.500000 Penalty: 4301.807617 Iteration 10Q: 3 clusters Score -739604.5 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -739679.812500 Penalty: 4301.807617 Iteration 11Q: 3 clusters Score -739679.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -739756.062500 Penalty: 4301.807617 Iteration 12Q: 3 clusters Score -739756.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -739820.875000 Penalty: 4301.807617 Iteration 13Q: 3 clusters Score -739820.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -739886.250000 Penalty: 4301.807617 Iteration 14Q: 3 clusters Score -739886.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -739948.625000 Penalty: 4301.807617 Iteration 15Q: 3 clusters Score -739948.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -740000.875000 Penalty: 4301.807617 Iteration 16Q: 3 clusters Score -740000.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -740055.062500 Penalty: 4301.807617 Iteration 17Q: 3 clusters Score -740055.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -740102.062500 Penalty: 4301.807617 Iteration 18Q: 3 clusters Score -740102.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -740148.062500 Penalty: 4301.807617 Iteration 19Q: 3 clusters Score -740148.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -740185.000000 Penalty: 4301.807617 Iteration 20F: 3 clusters Score -740185 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -740217.375000 Penalty: 4301.807617 Iteration 21Q: 3 clusters Score -740217.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -740253.187500 Penalty: 4301.807617 Iteration 22Q: 3 clusters Score -740253.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -740293.875000 Penalty: 4301.807617 Iteration 23Q: 3 clusters Score -740293.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -740333.562500 Penalty: 4301.807617 Iteration 24Q: 3 clusters Score -740333.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -740381.750000 Penalty: 4301.807617 Iteration 25Q: 3 clusters Score -740381.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -740441.375000 Penalty: 4301.807617 Iteration 26Q: 3 clusters Score -740441.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -740505.187500 Penalty: 4301.807617 Iteration 27Q: 3 clusters Score -740505.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -740576.750000 Penalty: 4301.807617 Iteration 28Q: 3 clusters Score -740576.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -740660.062500 Penalty: 4301.807617 Iteration 29Q: 3 clusters Score -740660.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -740753.687500 Penalty: 4301.807617 Iteration 30Q: 3 clusters Score -740753.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4951 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -740879.750000 Penalty: 4301.807617 Iteration 31Q: 3 clusters Score -740879.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -740959.937500 Penalty: 4301.807617 Iteration 32Q: 3 clusters Score -740959.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -741005.875000 Penalty: 4301.807617 Iteration 33Q: 3 clusters Score -741005.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -741029.812500 Penalty: 4301.807617 Iteration 34Q: 3 clusters Score -741029.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -741051.687500 Penalty: 4301.807617 Iteration 35Q: 3 clusters Score -741051.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -741069.687500 Penalty: 4301.807617 Iteration 36Q: 3 clusters Score -741069.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -741086.812500 Penalty: 4301.807617 Iteration 37Q: 3 clusters Score -741086.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -741102.687500 Penalty: 4301.807617 Iteration 38Q: 3 clusters Score -741102.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -741114.375000 Penalty: 4301.807617 Iteration 39Q: 3 clusters Score -741114.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -741121.000000 Penalty: 4301.807617 Iteration 40F: 3 clusters Score -741121 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -741136.125000 Penalty: 4301.807617 Iteration 41Q: 3 clusters Score -741136.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -741151.375000 Penalty: 4301.807617 Iteration 42Q: 3 clusters Score -741151.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -741165.062500 Penalty: 4301.807617 Iteration 43Q: 3 clusters Score -741165.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4832 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -741181.250000 Penalty: 4301.807617 Iteration 44Q: 3 clusters Score -741181.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -741193.125000 Penalty: 4301.807617 Iteration 45Q: 3 clusters Score -741193.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -741201.062500 Penalty: 4301.807617 Iteration 46Q: 3 clusters Score -741201.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -741206.687500 Penalty: 4301.807617 Iteration 47Q: 3 clusters Score -741206.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4777 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -741213.750000 Penalty: 4301.807617 Iteration 48Q: 3 clusters Score -741213.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -741222.375000 Penalty: 4301.807617 Iteration 49Q: 3 clusters Score -741222.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4743 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -741234.687500 Penalty: 4301.807617 Iteration 50Q: 3 clusters Score -741234.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -741252.625000 Penalty: 4301.807617 Iteration 51Q: 3 clusters Score -741252.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -741269.687500 Penalty: 4301.807617 Iteration 52Q: 3 clusters Score -741269.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4667 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -741290.375000 Penalty: 4301.807617 Iteration 53Q: 3 clusters Score -741290.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -741303.687500 Penalty: 4301.807617 Iteration 54Q: 3 clusters Score -741303.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -741317.375000 Penalty: 4301.807617 Iteration 55Q: 3 clusters Score -741317.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -741336.625000 Penalty: 4301.807617 Iteration 56Q: 3 clusters Score -741336.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -741363.375000 Penalty: 4301.807617 Iteration 57Q: 3 clusters Score -741363.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -741383.562500 Penalty: 4301.807617 Iteration 58Q: 3 clusters Score -741383.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -741404.750000 Penalty: 4301.807617 Iteration 59Q: 3 clusters Score -741404.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -741434.000000 Penalty: 4301.807617 Iteration 60F: 3 clusters Score -741434 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -741479.875000 Penalty: 4301.807617 Iteration 61Q: 3 clusters Score -741479.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -741541.000000 Penalty: 4301.807617 Iteration 62Q: 3 clusters Score -741541 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -741608.250000 Penalty: 4301.807617 Iteration 63Q: 3 clusters Score -741608.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -741677.875000 Penalty: 4301.807617 Iteration 64Q: 3 clusters Score -741677.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -741783.187500 Penalty: 4301.807617 Iteration 65Q: 3 clusters Score -741783.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -741921.500000 Penalty: 4301.807617 Iteration 66Q: 3 clusters Score -741921.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -742071.187500 Penalty: 4301.807617 Iteration 67Q: 3 clusters Score -742071.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -742154.375000 Penalty: 4301.807617 Iteration 68Q: 3 clusters Score -742154.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -742207.125000 Penalty: 4301.807617 Iteration 69Q: 3 clusters Score -742207.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -742246.125000 Penalty: 4301.807617 Iteration 70Q: 3 clusters Score -742246.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -742262.125000 Penalty: 4301.807617 Iteration 71Q: 3 clusters Score -742262.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -742265.875000 Penalty: 4301.807617 Iteration 72Q: 3 clusters Score -742265.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -742268.312500 Penalty: 4301.807617 Iteration 73Q: 3 clusters Score -742268.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -742268.937500 Penalty: 4301.807617 Iteration 74Q: 3 clusters Score -742268.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -742282.000000 Penalty: 4301.807617 Iteration 75F: 3 clusters Score -742282 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -742290.437500 Penalty: 4301.807617 Iteration 76Q: 3 clusters Score -742290.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -742291.687500 Penalty: 4301.807617 Iteration 77Q: 3 clusters Score -742291.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -742296.687500 Penalty: 4301.807617 Iteration 78Q: 3 clusters Score -742296.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -742297.125000 Penalty: 4301.807617 Iteration 79Q: 3 clusters Score -742297.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -742296.437500 Penalty: 4301.807617 Iteration 80F: 3 clusters Score -742296.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -742297.187500 Penalty: 4301.807617 Iteration 81Q: 3 clusters Score -742297.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -742297.187500 Penalty: 4301.807617 Iteration 82F: 3 clusters Score -742297.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (16996 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16996 members Entering Unmasked Estep Score: -2157358.000000 Penalty: 2415.701904 Iteration 0F: 2 clusters Score -2157358 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8478 members Mstep: Class 2 contains 8518 members Entering Unmasked Estep Score: -2145215.000000 Penalty: 4831.403809 Iteration 0F: 3 clusters Score -2145215 nChanged 7419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8337 members Mstep: Class 2 contains 8659 members Entering Unmasked Estep Score: -2149098.000000 Penalty: 4831.403809 Iteration 1F: 3 clusters Score -2149098 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8274 members Mstep: Class 2 contains 8722 members Entering Unmasked Estep Score: -2149467.750000 Penalty: 4831.403809 Iteration 2F: 3 clusters Score -2149468 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8229 members Mstep: Class 2 contains 8767 members Entering Unmasked Estep Score: -2149739.000000 Penalty: 4831.403809 Iteration 3Q: 3 clusters Score -2149739 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8158 members Mstep: Class 2 contains 8838 members Entering Unmasked Estep Score: -2149978.750000 Penalty: 4831.403809 Iteration 4Q: 3 clusters Score -2149979 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8084 members Mstep: Class 2 contains 8912 members Entering Unmasked Estep Score: -2150243.000000 Penalty: 4831.403809 Iteration 5Q: 3 clusters Score -2150243 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7990 members Mstep: Class 2 contains 9006 members Entering Unmasked Estep Score: -2150534.750000 Penalty: 4831.403809 Iteration 6Q: 3 clusters Score -2150535 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7916 members Mstep: Class 2 contains 9080 members Entering Unmasked Estep Score: -2150876.250000 Penalty: 4831.403809 Iteration 7Q: 3 clusters Score -2150876 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7837 members Mstep: Class 2 contains 9159 members Entering Unmasked Estep Score: -2151208.000000 Penalty: 4831.403809 Iteration 8Q: 3 clusters Score -2151208 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7792 members Mstep: Class 2 contains 9204 members Entering Unmasked Estep Score: -2151629.500000 Penalty: 4831.403809 Iteration 9Q: 3 clusters Score -2151630 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7820 members Mstep: Class 2 contains 9176 members Entering Unmasked Estep Score: -2152102.750000 Penalty: 4831.403809 Iteration 10Q: 3 clusters Score -2152103 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7869 members Mstep: Class 2 contains 9127 members Entering Unmasked Estep Score: -2152610.500000 Penalty: 4831.403809 Iteration 11Q: 3 clusters Score -2152610 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7967 members Mstep: Class 2 contains 9029 members Entering Unmasked Estep Score: -2153093.000000 Penalty: 4831.403809 Iteration 12Q: 3 clusters Score -2153093 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8070 members Mstep: Class 2 contains 8926 members Entering Unmasked Estep Score: -2153448.250000 Penalty: 4831.403809 Iteration 13Q: 3 clusters Score -2153448 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8192 members Mstep: Class 2 contains 8804 members Entering Unmasked Estep Score: -2153685.500000 Penalty: 4831.403809 Iteration 14Q: 3 clusters Score -2153686 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8315 members Mstep: Class 2 contains 8681 members Entering Unmasked Estep Score: -2153840.500000 Penalty: 4831.403809 Iteration 15Q: 3 clusters Score -2153840 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8445 members Mstep: Class 2 contains 8551 members Entering Unmasked Estep Score: -2153941.500000 Penalty: 4831.403809 Iteration 16Q: 3 clusters Score -2153942 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8567 members Mstep: Class 2 contains 8429 members Entering Unmasked Estep Score: -2154004.500000 Penalty: 4831.403809 Iteration 17Q: 3 clusters Score -2154004 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8692 members Mstep: Class 2 contains 8304 members Entering Unmasked Estep Score: -2154073.750000 Penalty: 4831.403809 Iteration 18Q: 3 clusters Score -2154074 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8835 members Mstep: Class 2 contains 8161 members Entering Unmasked Estep Score: -2154131.750000 Penalty: 4831.403809 Iteration 19Q: 3 clusters Score -2154132 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8974 members Mstep: Class 2 contains 8022 members Entering Unmasked Estep Score: -2154192.250000 Penalty: 4831.403809 Iteration 20F: 3 clusters Score -2154192 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9089 members Mstep: Class 2 contains 7907 members Entering Unmasked Estep Score: -2154231.500000 Penalty: 4831.403809 Iteration 21Q: 3 clusters Score -2154232 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9194 members Mstep: Class 2 contains 7802 members Entering Unmasked Estep Score: -2154271.000000 Penalty: 4831.403809 Iteration 22Q: 3 clusters Score -2154271 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9285 members Mstep: Class 2 contains 7711 members Entering Unmasked Estep Score: -2154299.000000 Penalty: 4831.403809 Iteration 23Q: 3 clusters Score -2154299 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9378 members Mstep: Class 2 contains 7618 members Entering Unmasked Estep Score: -2154331.250000 Penalty: 4831.403809 Iteration 24Q: 3 clusters Score -2154331 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9491 members Mstep: Class 2 contains 7505 members Entering Unmasked Estep Score: -2154376.500000 Penalty: 4831.403809 Iteration 25Q: 3 clusters Score -2154376 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9608 members Mstep: Class 2 contains 7388 members Entering Unmasked Estep Score: -2154423.750000 Penalty: 4831.403809 Iteration 26Q: 3 clusters Score -2154424 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9729 members Mstep: Class 2 contains 7267 members Entering Unmasked Estep Score: -2154465.000000 Penalty: 4831.403809 Iteration 27Q: 3 clusters Score -2154465 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9867 members Mstep: Class 2 contains 7129 members Entering Unmasked Estep Score: -2154531.000000 Penalty: 4831.403809 Iteration 28Q: 3 clusters Score -2154531 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10012 members Mstep: Class 2 contains 6984 members Entering Unmasked Estep Score: -2154586.750000 Penalty: 4831.403809 Iteration 29Q: 3 clusters Score -2154587 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10162 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -2154651.750000 Penalty: 4831.403809 Iteration 30Q: 3 clusters Score -2154652 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10306 members Mstep: Class 2 contains 6690 members Entering Unmasked Estep Score: -2154700.500000 Penalty: 4831.403809 Iteration 31Q: 3 clusters Score -2154700 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10441 members Mstep: Class 2 contains 6555 members Entering Unmasked Estep Score: -2154735.500000 Penalty: 4831.403809 Iteration 32Q: 3 clusters Score -2154736 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10556 members Mstep: Class 2 contains 6440 members Entering Unmasked Estep Score: -2154775.750000 Penalty: 4831.403809 Iteration 33Q: 3 clusters Score -2154776 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10655 members Mstep: Class 2 contains 6341 members Entering Unmasked Estep Score: -2154805.250000 Penalty: 4831.403809 Iteration 34Q: 3 clusters Score -2154805 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10764 members Mstep: Class 2 contains 6232 members Entering Unmasked Estep Score: -2154827.000000 Penalty: 4831.403809 Iteration 35Q: 3 clusters Score -2154827 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10858 members Mstep: Class 2 contains 6138 members Entering Unmasked Estep Score: -2154850.250000 Penalty: 4831.403809 Iteration 36Q: 3 clusters Score -2154850 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10947 members Mstep: Class 2 contains 6049 members Entering Unmasked Estep Score: -2154868.000000 Penalty: 4831.403809 Iteration 37Q: 3 clusters Score -2154868 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11016 members Mstep: Class 2 contains 5980 members Entering Unmasked Estep Score: -2154876.250000 Penalty: 4831.403809 Iteration 38Q: 3 clusters Score -2154876 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11086 members Mstep: Class 2 contains 5910 members Entering Unmasked Estep Score: -2154896.000000 Penalty: 4831.403809 Iteration 39Q: 3 clusters Score -2154896 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11153 members Mstep: Class 2 contains 5843 members Entering Unmasked Estep Score: -2154902.250000 Penalty: 4831.403809 Iteration 40F: 3 clusters Score -2154902 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11219 members Mstep: Class 2 contains 5777 members Entering Unmasked Estep Score: -2154918.500000 Penalty: 4831.403809 Iteration 41Q: 3 clusters Score -2154918 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11284 members Mstep: Class 2 contains 5712 members Entering Unmasked Estep Score: -2154931.250000 Penalty: 4831.403809 Iteration 42Q: 3 clusters Score -2154931 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11361 members Mstep: Class 2 contains 5635 members Entering Unmasked Estep Score: -2154943.000000 Penalty: 4831.403809 Iteration 43Q: 3 clusters Score -2154943 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11432 members Mstep: Class 2 contains 5564 members Entering Unmasked Estep Score: -2154957.750000 Penalty: 4831.403809 Iteration 44Q: 3 clusters Score -2154958 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11494 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -2154970.500000 Penalty: 4831.403809 Iteration 45Q: 3 clusters Score -2154970 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11544 members Mstep: Class 2 contains 5452 members Entering Unmasked Estep Score: -2154981.250000 Penalty: 4831.403809 Iteration 46Q: 3 clusters Score -2154981 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11592 members Mstep: Class 2 contains 5404 members Entering Unmasked Estep Score: -2154987.250000 Penalty: 4831.403809 Iteration 47Q: 3 clusters Score -2154987 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11641 members Mstep: Class 2 contains 5355 members Entering Unmasked Estep Score: -2155000.500000 Penalty: 4831.403809 Iteration 48Q: 3 clusters Score -2155000 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11683 members Mstep: Class 2 contains 5313 members Entering Unmasked Estep Score: -2155007.500000 Penalty: 4831.403809 Iteration 49Q: 3 clusters Score -2155008 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11715 members Mstep: Class 2 contains 5281 members Entering Unmasked Estep Score: -2155007.250000 Penalty: 4831.403809 Iteration 50Q: 3 clusters Score -2155007 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11752 members Mstep: Class 2 contains 5244 members Entering Unmasked Estep Score: -2155013.500000 Penalty: 4831.403809 Iteration 51Q: 3 clusters Score -2155014 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11784 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -2155015.000000 Penalty: 4831.403809 Iteration 52Q: 3 clusters Score -2155015 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11810 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -2155023.250000 Penalty: 4831.403809 Iteration 53Q: 3 clusters Score -2155023 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11828 members Mstep: Class 2 contains 5168 members Entering Unmasked Estep Score: -2155023.750000 Penalty: 4831.403809 Iteration 54Q: 3 clusters Score -2155024 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11840 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -2155021.000000 Penalty: 4831.403809 Iteration 55Q: 3 clusters Score -2155021 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11852 members Mstep: Class 2 contains 5144 members Entering Unmasked Estep Score: -2155023.750000 Penalty: 4831.403809 Iteration 56Q: 3 clusters Score -2155024 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11869 members Mstep: Class 2 contains 5127 members Entering Unmasked Estep Score: -2155026.500000 Penalty: 4831.403809 Iteration 57Q: 3 clusters Score -2155026 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11887 members Mstep: Class 2 contains 5109 members Entering Unmasked Estep Score: -2155029.250000 Penalty: 4831.403809 Iteration 58Q: 3 clusters Score -2155029 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11902 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -2155031.000000 Penalty: 4831.403809 Iteration 59Q: 3 clusters Score -2155031 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11918 members Mstep: Class 2 contains 5078 members Entering Unmasked Estep Score: -2155036.750000 Penalty: 4831.403809 Iteration 60F: 3 clusters Score -2155037 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11934 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -2155036.750000 Penalty: 4831.403809 Iteration 61Q: 3 clusters Score -2155037 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11950 members Mstep: Class 2 contains 5046 members Entering Unmasked Estep Score: -2155040.000000 Penalty: 4831.403809 Iteration 62Q: 3 clusters Score -2155040 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11965 members Mstep: Class 2 contains 5031 members Entering Unmasked Estep Score: -2155038.750000 Penalty: 4831.403809 Iteration 63Q: 3 clusters Score -2155039 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11976 members Mstep: Class 2 contains 5020 members Entering Unmasked Estep Score: -2155036.500000 Penalty: 4831.403809 Iteration 64Q: 3 clusters Score -2155036 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11980 members Mstep: Class 2 contains 5016 members Entering Unmasked Estep Score: -2155039.500000 Penalty: 4831.403809 Iteration 65Q: 3 clusters Score -2155040 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11982 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -2155043.000000 Penalty: 4831.403809 Iteration 66Q: 3 clusters Score -2155043 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11983 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -2155041.250000 Penalty: 4831.403809 Iteration 67Q: 3 clusters Score -2155041 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11984 members Mstep: Class 2 contains 5012 members Entering Unmasked Estep Score: -2155041.500000 Penalty: 4831.403809 Iteration 68Q: 3 clusters Score -2155042 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11986 members Mstep: Class 2 contains 5010 members Entering Unmasked Estep Score: -2155040.750000 Penalty: 4831.403809 Iteration 69Q: 3 clusters Score -2155041 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11989 members Mstep: Class 2 contains 5007 members Entering Unmasked Estep Score: -2155042.500000 Penalty: 4831.403809 Iteration 70Q: 3 clusters Score -2155042 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11994 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -2155042.750000 Penalty: 4831.403809 Iteration 71Q: 3 clusters Score -2155043 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12003 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -2155048.500000 Penalty: 4831.403809 Iteration 72Q: 3 clusters Score -2155048 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12014 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -2155048.250000 Penalty: 4831.403809 Iteration 73Q: 3 clusters Score -2155048 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12025 members Mstep: Class 2 contains 4971 members Entering Unmasked Estep Score: -2155046.750000 Penalty: 4831.403809 Iteration 74Q: 3 clusters Score -2155047 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12037 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -2155046.750000 Penalty: 4831.403809 Iteration 75Q: 3 clusters Score -2155047 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 4949 members Entering Unmasked Estep Score: -2155049.500000 Penalty: 4831.403809 Iteration 76Q: 3 clusters Score -2155050 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12056 members Mstep: Class 2 contains 4940 members Entering Unmasked Estep Score: -2155050.250000 Penalty: 4831.403809 Iteration 77Q: 3 clusters Score -2155050 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12066 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -2155051.250000 Penalty: 4831.403809 Iteration 78Q: 3 clusters Score -2155051 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12079 members Mstep: Class 2 contains 4917 members Entering Unmasked Estep Score: -2155055.000000 Penalty: 4831.403809 Iteration 79Q: 3 clusters Score -2155055 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12091 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -2155055.250000 Penalty: 4831.403809 Iteration 80F: 3 clusters Score -2155055 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12104 members Mstep: Class 2 contains 4892 members Entering Unmasked Estep Score: -2155053.750000 Penalty: 4831.403809 Iteration 81Q: 3 clusters Score -2155054 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12114 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -2155052.750000 Penalty: 4831.403809 Iteration 82Q: 3 clusters Score -2155053 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12127 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -2155058.000000 Penalty: 4831.403809 Iteration 83Q: 3 clusters Score -2155058 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12140 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -2155059.250000 Penalty: 4831.403809 Iteration 84Q: 3 clusters Score -2155059 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12154 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -2155059.000000 Penalty: 4831.403809 Iteration 85Q: 3 clusters Score -2155059 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12164 members Mstep: Class 2 contains 4832 members Entering Unmasked Estep Score: -2155059.500000 Penalty: 4831.403809 Iteration 86Q: 3 clusters Score -2155060 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12173 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -2155063.500000 Penalty: 4831.403809 Iteration 87Q: 3 clusters Score -2155064 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12182 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -2155064.250000 Penalty: 4831.403809 Iteration 88Q: 3 clusters Score -2155064 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12196 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -2155062.750000 Penalty: 4831.403809 Iteration 89Q: 3 clusters Score -2155063 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12206 members Mstep: Class 2 contains 4790 members Entering Unmasked Estep Score: -2155062.500000 Penalty: 4831.403809 Iteration 90Q: 3 clusters Score -2155062 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12218 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -2155064.500000 Penalty: 4831.403809 Iteration 91Q: 3 clusters Score -2155064 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12230 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -2155062.750000 Penalty: 4831.403809 Iteration 92Q: 3 clusters Score -2155063 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12243 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -2155067.750000 Penalty: 4831.403809 Iteration 93Q: 3 clusters Score -2155068 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: 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members Mstep: Class 1 contains 12301 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -2155080.000000 Penalty: 4831.403809 Iteration 98Q: 3 clusters Score -2155080 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12319 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -2155081.500000 Penalty: 4831.403809 Iteration 99Q: 3 clusters Score -2155082 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12348 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -2155084.000000 Penalty: 4831.403809 Iteration 100F: 3 clusters Score -2155084 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12367 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -2155086.750000 Penalty: 4831.403809 Iteration 101Q: 3 clusters Score -2155087 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12384 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -2155085.250000 Penalty: 4831.403809 Iteration 102Q: 3 clusters Score -2155085 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12403 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -2155087.000000 Penalty: 4831.403809 Iteration 103Q: 3 clusters Score -2155087 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12424 members Mstep: Class 2 contains 4572 members Entering Unmasked Estep Score: -2155088.250000 Penalty: 4831.403809 Iteration 104Q: 3 clusters Score -2155088 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12450 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -2155089.500000 Penalty: 4831.403809 Iteration 105Q: 3 clusters Score -2155090 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12474 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -2155096.000000 Penalty: 4831.403809 Iteration 106Q: 3 clusters Score -2155096 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12491 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -2155096.250000 Penalty: 4831.403809 Iteration 107Q: 3 clusters Score -2155096 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12508 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -2155098.500000 Penalty: 4831.403809 Iteration 108Q: 3 clusters Score -2155098 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12534 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -2155105.500000 Penalty: 4831.403809 Iteration 109Q: 3 clusters Score -2155106 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12559 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -2155114.000000 Penalty: 4831.403809 Iteration 110Q: 3 clusters Score -2155114 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12581 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -2155114.750000 Penalty: 4831.403809 Iteration 111Q: 3 clusters Score -2155115 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12603 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -2155116.500000 Penalty: 4831.403809 Iteration 112Q: 3 clusters Score -2155116 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12623 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -2155122.000000 Penalty: 4831.403809 Iteration 113Q: 3 clusters Score -2155122 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12646 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -2155129.000000 Penalty: 4831.403809 Iteration 114Q: 3 clusters Score -2155129 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12676 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -2155137.750000 Penalty: 4831.403809 Iteration 115Q: 3 clusters Score -2155138 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12697 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -2155135.500000 Penalty: 4831.403809 Iteration 116Q: 3 clusters Score -2155136 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12719 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -2155140.250000 Penalty: 4831.403809 Iteration 117Q: 3 clusters Score -2155140 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12752 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -2155154.000000 Penalty: 4831.403809 Iteration 118Q: 3 clusters Score -2155154 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12790 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -2155153.500000 Penalty: 4831.403809 Iteration 119Q: 3 clusters Score -2155154 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12826 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -2155161.500000 Penalty: 4831.403809 Iteration 120F: 3 clusters Score -2155162 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12862 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -2155184.000000 Penalty: 4831.403809 Iteration 125Q: 3 clusters Score -2155184 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13028 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -2155190.250000 Penalty: 4831.403809 Iteration 126Q: 3 clusters Score -2155190 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13062 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -2155201.500000 Penalty: 4831.403809 Iteration 127Q: 3 clusters Score -2155202 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13094 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -2155211.750000 Penalty: 4831.403809 Iteration 128Q: 3 clusters Score -2155212 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13132 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -2155213.750000 Penalty: 4831.403809 Iteration 129Q: 3 clusters Score -2155214 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13166 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -2155219.250000 Penalty: 4831.403809 Iteration 130Q: 3 clusters Score -2155219 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13208 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -2155223.500000 Penalty: 4831.403809 Iteration 131Q: 3 clusters Score -2155224 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13251 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -2155230.250000 Penalty: 4831.403809 Iteration 132Q: 3 clusters Score -2155230 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13289 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -2155244.250000 Penalty: 4831.403809 Iteration 133Q: 3 clusters Score -2155244 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13331 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -2155252.500000 Penalty: 4831.403809 Iteration 134Q: 3 clusters Score -2155252 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13372 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -2155260.750000 Penalty: 4831.403809 Iteration 135Q: 3 clusters Score -2155261 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13414 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -2155270.250000 Penalty: 4831.403809 Iteration 136Q: 3 clusters Score -2155270 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13457 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -2155275.250000 Penalty: 4831.403809 Iteration 137Q: 3 clusters Score -2155275 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13496 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -2155288.500000 Penalty: 4831.403809 Iteration 138Q: 3 clusters Score -2155288 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13541 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -2155298.000000 Penalty: 4831.403809 Iteration 139Q: 3 clusters Score -2155298 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13582 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -2155302.500000 Penalty: 4831.403809 Iteration 140F: 3 clusters Score -2155302 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 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Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -2155383.000000 Penalty: 4831.403809 Iteration 176Q: 3 clusters Score -2155383 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14052 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -2155386.250000 Penalty: 4831.403809 Iteration 177Q: 3 clusters Score -2155386 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14069 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -2155392.250000 Penalty: 4831.403809 Iteration 178Q: 3 clusters Score -2155392 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14085 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -2155396.750000 Penalty: 4831.403809 Iteration 179Q: 3 clusters Score -2155397 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14104 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -2155397.750000 Penalty: 4831.403809 Iteration 180F: 3 clusters Score -2155398 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14123 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -2155403.250000 Penalty: 4831.403809 Iteration 181Q: 3 clusters Score -2155403 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14153 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -2155408.750000 Penalty: 4831.403809 Iteration 182Q: 3 clusters Score -2155409 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14173 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -2155407.000000 Penalty: 4831.403809 Iteration 183Q: 3 clusters Score -2155407 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14193 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -2155410.000000 Penalty: 4831.403809 Iteration 184Q: 3 clusters Score -2155410 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14216 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -2155419.500000 Penalty: 4831.403809 Iteration 185Q: 3 clusters Score -2155420 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14233 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -2155420.750000 Penalty: 4831.403809 Iteration 186Q: 3 clusters Score -2155421 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14248 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -2155419.750000 Penalty: 4831.403809 Iteration 187Q: 3 clusters Score -2155420 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14262 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -2155427.500000 Penalty: 4831.403809 Iteration 188Q: 3 clusters Score -2155428 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14274 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -2155429.000000 Penalty: 4831.403809 Iteration 189Q: 3 clusters Score -2155429 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14281 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -2155431.750000 Penalty: 4831.403809 Iteration 190Q: 3 clusters Score -2155432 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14285 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -2155429.750000 Penalty: 4831.403809 Iteration 191Q: 3 clusters Score -2155430 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14289 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -2155430.500000 Penalty: 4831.403809 Iteration 192Q: 3 clusters Score -2155430 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14292 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -2155429.500000 Penalty: 4831.403809 Iteration 193Q: 3 clusters Score -2155430 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14300 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -2155429.500000 Penalty: 4831.403809 Iteration 194Q: 3 clusters Score -2155430 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14306 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -2155427.750000 Penalty: 4831.403809 Iteration 195Q: 3 clusters Score -2155428 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14312 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -2155432.750000 Penalty: 4831.403809 Iteration 196Q: 3 clusters Score -2155433 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -2155432.250000 Penalty: 4831.403809 Iteration 197Q: 3 clusters Score -2155432 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14319 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -2155430.000000 Penalty: 4831.403809 Iteration 198Q: 3 clusters Score -2155430 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14322 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -2155427.750000 Penalty: 4831.403809 Iteration 199Q: 3 clusters Score -2155428 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14325 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -2155427.250000 Penalty: 4831.403809 Iteration 200F: 3 clusters Score -2155427 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14328 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -2155429.250000 Penalty: 4831.403809 Iteration 201Q: 3 clusters Score -2155429 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14329 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -2155431.000000 Penalty: 4831.403809 Iteration 202Q: 3 clusters Score -2155431 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14331 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -2155433.500000 Penalty: 4831.403809 Iteration 203Q: 3 clusters Score -2155434 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14333 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -2155430.750000 Penalty: 4831.403809 Iteration 204Q: 3 clusters Score -2155431 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14335 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -2155430.000000 Penalty: 4831.403809 Iteration 205Q: 3 clusters Score -2155430 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14337 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -2155432.750000 Penalty: 4831.403809 Iteration 206Q: 3 clusters Score -2155433 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14338 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -2155432.750000 Penalty: 4831.403809 Iteration 207Q: 3 clusters Score -2155433 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14338 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -2155432.750000 Penalty: 4831.403809 Iteration 208F: 3 clusters Score -2155433 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (10660 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10660 members Entering Unmasked Estep Score: -1365266.500000 Penalty: 2300.014893 Iteration 0F: 2 clusters Score -1365266 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 5304 members Entering Unmasked Estep Score: -1357175.875000 Penalty: 4600.029785 Iteration 0F: 3 clusters Score -1357176 nChanged 4421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5475 members Mstep: Class 2 contains 5185 members Entering Unmasked Estep Score: -1359381.875000 Penalty: 4600.029785 Iteration 1F: 3 clusters Score -1359382 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5555 members Mstep: Class 2 contains 5105 members Entering Unmasked Estep Score: -1359667.250000 Penalty: 4600.029785 Iteration 2F: 3 clusters Score -1359667 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5628 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -1359917.375000 Penalty: 4600.029785 Iteration 3F: 3 clusters Score -1359917 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5713 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -1360132.000000 Penalty: 4600.029785 Iteration 4Q: 3 clusters Score -1360132 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5822 members Mstep: Class 2 contains 4838 members Entering Unmasked Estep Score: -1360333.375000 Penalty: 4600.029785 Iteration 5Q: 3 clusters Score -1360333 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5928 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -1360507.750000 Penalty: 4600.029785 Iteration 6Q: 3 clusters Score -1360508 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6012 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -1360669.750000 Penalty: 4600.029785 Iteration 7Q: 3 clusters Score -1360670 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6092 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -1360845.125000 Penalty: 4600.029785 Iteration 8Q: 3 clusters Score -1360845 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6175 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -1361009.875000 Penalty: 4600.029785 Iteration 9Q: 3 clusters Score -1361010 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -1361192.000000 Penalty: 4600.029785 Iteration 10Q: 3 clusters Score -1361192 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -1361396.500000 Penalty: 4600.029785 Iteration 11Q: 3 clusters Score -1361396 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -1361619.500000 Penalty: 4600.029785 Iteration 12Q: 3 clusters Score -1361620 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6456 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -1361824.125000 Penalty: 4600.029785 Iteration 13Q: 3 clusters Score -1361824 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6533 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -1361978.125000 Penalty: 4600.029785 Iteration 14Q: 3 clusters Score -1361978 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6587 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -1362086.125000 Penalty: 4600.029785 Iteration 15Q: 3 clusters Score -1362086 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6639 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -1362170.625000 Penalty: 4600.029785 Iteration 16Q: 3 clusters Score -1362171 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6678 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -1362227.500000 Penalty: 4600.029785 Iteration 17Q: 3 clusters Score -1362228 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6694 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -1362267.000000 Penalty: 4600.029785 Iteration 18Q: 3 clusters Score -1362267 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6712 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -1362296.250000 Penalty: 4600.029785 Iteration 19Q: 3 clusters Score -1362296 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6735 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -1362325.000000 Penalty: 4600.029785 Iteration 20F: 3 clusters Score -1362325 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6753 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -1362341.000000 Penalty: 4600.029785 Iteration 21Q: 3 clusters Score -1362341 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6777 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -1362360.000000 Penalty: 4600.029785 Iteration 22Q: 3 clusters Score -1362360 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6790 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -1362377.125000 Penalty: 4600.029785 Iteration 23Q: 3 clusters Score -1362377 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6811 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -1362390.750000 Penalty: 4600.029785 Iteration 24Q: 3 clusters Score -1362391 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6839 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -1362400.375000 Penalty: 4600.029785 Iteration 25Q: 3 clusters Score -1362400 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6859 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -1362408.000000 Penalty: 4600.029785 Iteration 26Q: 3 clusters Score -1362408 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6873 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -1362412.250000 Penalty: 4600.029785 Iteration 27Q: 3 clusters Score -1362412 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6885 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -1362421.000000 Penalty: 4600.029785 Iteration 28Q: 3 clusters Score -1362421 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6888 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -1362423.250000 Penalty: 4600.029785 Iteration 29Q: 3 clusters Score -1362423 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6891 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -1362423.375000 Penalty: 4600.029785 Iteration 30Q: 3 clusters Score -1362423 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6900 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -1362427.750000 Penalty: 4600.029785 Iteration 31Q: 3 clusters Score -1362428 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6907 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -1362430.000000 Penalty: 4600.029785 Iteration 32Q: 3 clusters Score -1362430 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6912 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -1362429.750000 Penalty: 4600.029785 Iteration 33Q: 3 clusters Score -1362430 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6917 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -1362428.875000 Penalty: 4600.029785 Iteration 34Q: 3 clusters Score -1362429 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6916 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -1362432.500000 Penalty: 4600.029785 Iteration 35Q: 3 clusters Score -1362432 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6915 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -1362433.375000 Penalty: 4600.029785 Iteration 36Q: 3 clusters Score -1362433 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6916 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -1362434.250000 Penalty: 4600.029785 Iteration 37Q: 3 clusters Score -1362434 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6919 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -1362434.125000 Penalty: 4600.029785 Iteration 38Q: 3 clusters Score -1362434 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6920 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -1362432.625000 Penalty: 4600.029785 Iteration 39Q: 3 clusters Score -1362433 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6921 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -1362434.000000 Penalty: 4600.029785 Iteration 40F: 3 clusters Score -1362434 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6921 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -1362432.625000 Penalty: 4600.029785 Iteration 41Q: 3 clusters Score -1362433 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6922 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -1362435.750000 Penalty: 4600.029785 Iteration 42Q: 3 clusters Score -1362436 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6924 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -1362436.000000 Penalty: 4600.029785 Iteration 43Q: 3 clusters Score -1362436 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6929 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -1362438.125000 Penalty: 4600.029785 Iteration 44Q: 3 clusters Score -1362438 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6929 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -1362436.000000 Penalty: 4600.029785 Iteration 45Q: 3 clusters Score -1362436 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6929 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -1362439.125000 Penalty: 4600.029785 Iteration 46Q: 3 clusters Score -1362439 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6928 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -1362439.000000 Penalty: 4600.029785 Iteration 47Q: 3 clusters Score -1362439 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6927 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -1362439.625000 Penalty: 4600.029785 Iteration 48Q: 3 clusters Score -1362440 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6927 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -1362439.625000 Penalty: 4600.029785 Iteration 49F: 3 clusters Score -1362440 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (53568 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53568 members Entering Unmasked Estep Score: -6606924.000000 Penalty: 2700.399414 Iteration 0F: 2 clusters Score -6606924 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26541 members Mstep: Class 2 contains 27027 members Entering Unmasked Estep Score: -6570928.000000 Penalty: 5400.798828 Iteration 0F: 3 clusters Score -6570928 nChanged 24714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24477 members Mstep: Class 2 contains 29091 members Entering Unmasked Estep Score: -6586359.500000 Penalty: 5400.798828 Iteration 1F: 3 clusters Score -6586360 nChanged 3995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22334 members Mstep: Class 2 contains 31234 members Entering Unmasked Estep Score: -6590475.500000 Penalty: 5400.798828 Iteration 2F: 3 clusters Score -6590476 nChanged 5869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18479 members Mstep: Class 2 contains 35089 members Entering Unmasked Estep Score: -6596685.500000 Penalty: 5400.798828 Iteration 3F: 3 clusters Score -6596686 nChanged 6308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13685 members Mstep: Class 2 contains 39883 members Entering Unmasked Estep Score: -6603044.000000 Penalty: 5400.798828 Iteration 4F: 3 clusters Score -6603044 nChanged 4585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9868 members Mstep: Class 2 contains 43700 members Entering Unmasked Estep Score: -6607280.000000 Penalty: 5400.798828 Iteration 5F: 3 clusters Score -6607280 nChanged 2612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7542 members Mstep: Class 2 contains 46026 members Entering Unmasked Estep Score: -6609684.500000 Penalty: 5400.798828 Iteration 6Q: 3 clusters Score -6609684 nChanged 1459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6163 members Mstep: Class 2 contains 47405 members Entering Unmasked Estep Score: -6611003.500000 Penalty: 5400.798828 Iteration 7Q: 3 clusters Score -6611004 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5324 members Mstep: Class 2 contains 48244 members Entering Unmasked Estep Score: -6611556.000000 Penalty: 5400.798828 Iteration 8Q: 3 clusters Score -6611556 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 48759 members Entering Unmasked Estep Score: -6611763.500000 Penalty: 5400.798828 Iteration 9Q: 3 clusters Score -6611764 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 49094 members Entering Unmasked Estep Score: -6611834.000000 Penalty: 5400.798828 Iteration 10Q: 3 clusters Score -6611834 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 49325 members Entering Unmasked Estep Score: -6611887.000000 Penalty: 5400.798828 Iteration 11Q: 3 clusters Score -6611887 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 49497 members Entering Unmasked Estep Score: -6611937.000000 Penalty: 5400.798828 Iteration 12Q: 3 clusters Score -6611937 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 49624 members Entering Unmasked Estep Score: -6611951.500000 Penalty: 5400.798828 Iteration 13Q: 3 clusters Score -6611952 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 49715 members Entering Unmasked Estep Score: -6611953.000000 Penalty: 5400.798828 Iteration 14Q: 3 clusters Score -6611953 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 49780 members Entering Unmasked Estep Score: -6611962.000000 Penalty: 5400.798828 Iteration 15Q: 3 clusters Score -6611962 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 49825 members Entering Unmasked Estep Score: -6611982.500000 Penalty: 5400.798828 Iteration 16Q: 3 clusters Score -6611982 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 49856 members Entering Unmasked Estep Score: -6611997.500000 Penalty: 5400.798828 Iteration 17Q: 3 clusters Score -6611998 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 49876 members Entering Unmasked Estep Score: -6612000.500000 Penalty: 5400.798828 Iteration 18Q: 3 clusters Score -6612000 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 49888 members Entering Unmasked Estep Score: -6612004.000000 Penalty: 5400.798828 Iteration 19Q: 3 clusters Score -6612004 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 49894 members Entering Unmasked Estep Score: -6612001.000000 Penalty: 5400.798828 Iteration 20F: 3 clusters Score -6612001 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 49896 members Entering Unmasked Estep Score: -6612000.500000 Penalty: 5400.798828 Iteration 21Q: 3 clusters Score -6612000 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 49898 members Entering Unmasked Estep Score: -6612002.500000 Penalty: 5400.798828 Iteration 22Q: 3 clusters Score -6612002 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 49900 members Entering Unmasked Estep Score: -6612006.000000 Penalty: 5400.798828 Iteration 23Q: 3 clusters Score -6612006 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 49904 members Entering Unmasked Estep Score: -6612004.000000 Penalty: 5400.798828 Iteration 24Q: 3 clusters Score -6612004 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 49907 members Entering Unmasked Estep Score: -6612008.000000 Penalty: 5400.798828 Iteration 25Q: 3 clusters Score -6612008 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 49910 members Entering Unmasked Estep Score: -6612003.500000 Penalty: 5400.798828 Iteration 26Q: 3 clusters Score -6612004 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 49914 members Entering Unmasked Estep Score: -6612011.500000 Penalty: 5400.798828 Iteration 27Q: 3 clusters Score -6612012 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 49916 members Entering Unmasked Estep Score: -6612007.500000 Penalty: 5400.798828 Iteration 28Q: 3 clusters Score -6612008 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 49919 members Entering Unmasked Estep Score: -6612013.000000 Penalty: 5400.798828 Iteration 29Q: 3 clusters Score -6612013 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 49919 members Entering Unmasked Estep Score: -6612013.000000 Penalty: 5400.798828 Iteration 30F: 3 clusters Score -6612013 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 1 contains 47441 members Mstep: Class 2 contains 206483 members Mstep: Class 3 contains 3150 members Mstep: Class 4 contains 824 members Mstep: Class 5 contains 49919 members Mstep: Class 6 contains 7796 members Mstep: Class 11 contains 11208 members Mstep: Class 12 contains 1342 members Mstep: Class 13 contains 65967 members Mstep: Class 14 contains 5843 members Mstep: Class 15 contains 16996 members Mstep: Class 16 contains 10660 members Mstep: Class 17 contains 3649 members Mstep: Class 19 contains 11343 members Mstep: Class 20 contains 1205 members Mstep: Class 21 contains 1190 members Mstep: Class 22 contains 3518 members Entering Unmasked Estep Score: -55409380.000000 Penalty: 54868.031250 Splitting cluster 17 changes total score from -55358360.000000 to -55409380.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 19 (11343 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11343 members Entering Unmasked Estep Score: -1445330.625000 Penalty: 2315.416260 Iteration 0F: 2 clusters Score -1445331 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5707 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -1436738.750000 Penalty: 4630.832520 Iteration 0F: 3 clusters Score -1436739 nChanged 4841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5814 members Mstep: Class 2 contains 5529 members Entering Unmasked Estep Score: -1439338.375000 Penalty: 4630.832520 Iteration 1F: 3 clusters Score -1439338 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 5385 members Entering Unmasked Estep Score: -1439724.375000 Penalty: 4630.832520 Iteration 2F: 3 clusters Score -1439724 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -1440091.000000 Penalty: 4630.832520 Iteration 3F: 3 clusters Score -1440091 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6579 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -1440526.250000 Penalty: 4630.832520 Iteration 4F: 3 clusters Score -1440526 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7077 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -1441124.750000 Penalty: 4630.832520 Iteration 5F: 3 clusters Score -1441125 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7648 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -1441965.375000 Penalty: 4630.832520 Iteration 6F: 3 clusters Score -1441965 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8246 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -1442874.125000 Penalty: 4630.832520 Iteration 7F: 3 clusters Score -1442874 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8793 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -1443528.250000 Penalty: 4630.832520 Iteration 8F: 3 clusters Score -1443528 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9175 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -1443888.125000 Penalty: 4630.832520 Iteration 9Q: 3 clusters Score -1443888 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9439 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -1444076.875000 Penalty: 4630.832520 Iteration 10Q: 3 clusters Score -1444077 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9604 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -1444177.125000 Penalty: 4630.832520 Iteration 11Q: 3 clusters Score -1444177 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9731 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -1444246.500000 Penalty: 4630.832520 Iteration 12Q: 3 clusters Score -1444246 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9836 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -1444303.875000 Penalty: 4630.832520 Iteration 13Q: 3 clusters Score -1444304 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9927 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -1444343.625000 Penalty: 4630.832520 Iteration 14Q: 3 clusters Score -1444344 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9995 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -1444376.000000 Penalty: 4630.832520 Iteration 15Q: 3 clusters Score -1444376 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10047 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -1444393.875000 Penalty: 4630.832520 Iteration 16Q: 3 clusters Score -1444394 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10088 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -1444412.375000 Penalty: 4630.832520 Iteration 17Q: 3 clusters Score -1444412 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10114 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -1444414.625000 Penalty: 4630.832520 Iteration 18Q: 3 clusters Score -1444415 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10141 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -1444424.375000 Penalty: 4630.832520 Iteration 19Q: 3 clusters Score -1444424 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10166 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -1444436.625000 Penalty: 4630.832520 Iteration 20F: 3 clusters Score -1444437 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10188 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -1444444.250000 Penalty: 4630.832520 Iteration 21Q: 3 clusters Score -1444444 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10209 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -1444450.625000 Penalty: 4630.832520 Iteration 22Q: 3 clusters Score -1444451 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10226 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -1444460.375000 Penalty: 4630.832520 Iteration 23Q: 3 clusters Score -1444460 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10239 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -1444460.625000 Penalty: 4630.832520 Iteration 24Q: 3 clusters Score -1444461 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10250 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -1444464.375000 Penalty: 4630.832520 Iteration 25Q: 3 clusters Score -1444464 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10258 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -1444464.875000 Penalty: 4630.832520 Iteration 26Q: 3 clusters Score -1444465 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10264 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -1444469.500000 Penalty: 4630.832520 Iteration 27Q: 3 clusters Score -1444470 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10269 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -1444468.000000 Penalty: 4630.832520 Iteration 28Q: 3 clusters Score -1444468 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10272 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -1444470.750000 Penalty: 4630.832520 Iteration 29Q: 3 clusters Score -1444471 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10278 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -1444470.625000 Penalty: 4630.832520 Iteration 30Q: 3 clusters Score -1444471 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10282 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -1444472.875000 Penalty: 4630.832520 Iteration 31Q: 3 clusters Score -1444473 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10284 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -1444474.250000 Penalty: 4630.832520 Iteration 32Q: 3 clusters Score -1444474 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10289 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -1444476.875000 Penalty: 4630.832520 Iteration 33Q: 3 clusters Score -1444477 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10296 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -1444479.750000 Penalty: 4630.832520 Iteration 34Q: 3 clusters Score -1444480 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10299 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -1444479.000000 Penalty: 4630.832520 Iteration 35Q: 3 clusters Score -1444479 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10304 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -1444483.000000 Penalty: 4630.832520 Iteration 36Q: 3 clusters Score -1444483 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10308 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -1444481.000000 Penalty: 4630.832520 Iteration 37Q: 3 clusters Score -1444481 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10311 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -1444481.500000 Penalty: 4630.832520 Iteration 38Q: 3 clusters Score -1444482 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10315 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -1444482.750000 Penalty: 4630.832520 Iteration 39Q: 3 clusters Score -1444483 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10319 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -1444483.750000 Penalty: 4630.832520 Iteration 40F: 3 clusters Score -1444484 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10325 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -1444487.875000 Penalty: 4630.832520 Iteration 41Q: 3 clusters Score -1444488 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10328 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -1444489.750000 Penalty: 4630.832520 Iteration 42Q: 3 clusters Score -1444490 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10330 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -1444491.000000 Penalty: 4630.832520 Iteration 43Q: 3 clusters Score -1444491 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10331 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -1444491.000000 Penalty: 4630.832520 Iteration 44Q: 3 clusters Score -1444491 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10333 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -1444488.250000 Penalty: 4630.832520 Iteration 45Q: 3 clusters Score -1444488 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10334 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -1444488.125000 Penalty: 4630.832520 Iteration 46Q: 3 clusters Score -1444488 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10335 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -1444489.625000 Penalty: 4630.832520 Iteration 47Q: 3 clusters Score -1444490 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10338 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -1444488.750000 Penalty: 4630.832520 Iteration 48Q: 3 clusters Score -1444489 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10339 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -1444489.000000 Penalty: 4630.832520 Iteration 49Q: 3 clusters Score -1444489 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10341 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -1444491.625000 Penalty: 4630.832520 Iteration 50Q: 3 clusters Score -1444492 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10348 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -1444497.875000 Penalty: 4630.832520 Iteration 51Q: 3 clusters Score -1444498 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10354 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -1444497.250000 Penalty: 4630.832520 Iteration 52Q: 3 clusters Score -1444497 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10356 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -1444497.000000 Penalty: 4630.832520 Iteration 53Q: 3 clusters Score -1444497 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10357 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -1444497.875000 Penalty: 4630.832520 Iteration 54Q: 3 clusters Score -1444498 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10358 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -1444499.000000 Penalty: 4630.832520 Iteration 55Q: 3 clusters Score -1444499 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10359 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -1444498.000000 Penalty: 4630.832520 Iteration 56Q: 3 clusters Score -1444498 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10360 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -1444500.875000 Penalty: 4630.832520 Iteration 57Q: 3 clusters Score -1444501 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10361 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -1444500.500000 Penalty: 4630.832520 Iteration 58Q: 3 clusters Score -1444500 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10362 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -1444501.625000 Penalty: 4630.832520 Iteration 59Q: 3 clusters Score -1444502 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10363 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -1444502.375000 Penalty: 4630.832520 Iteration 60F: 3 clusters Score -1444502 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10365 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -1444503.625000 Penalty: 4630.832520 Iteration 61Q: 3 clusters Score -1444504 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10366 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -1444504.000000 Penalty: 4630.832520 Iteration 62Q: 3 clusters Score -1444504 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10366 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -1444504.000000 Penalty: 4630.832520 Iteration 63F: 3 clusters Score -1444504 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1205 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Entering Unmasked Estep Score: -120750.406250 Penalty: 1759.370239 Iteration 0F: 2 clusters Score -120750.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -118800.390625 Penalty: 3518.740479 Iteration 0F: 3 clusters Score -118800.4 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -119334.929688 Penalty: 3518.740479 Iteration 1F: 3 clusters Score -119334.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -119788.835938 Penalty: 3518.740479 Iteration 2F: 3 clusters Score -119788.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -120342.421875 Penalty: 3518.740479 Iteration 3F: 3 clusters Score -120342.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -120789.125000 Penalty: 3518.740479 Iteration 4F: 3 clusters Score -120789.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -121246.757812 Penalty: 3518.740479 Iteration 5F: 3 clusters Score -121246.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -121709.609375 Penalty: 3518.740479 Iteration 6F: 3 clusters Score -121709.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -121789.781250 Penalty: 3518.740479 Iteration 7Q: 3 clusters Score -121789.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -121875.398438 Penalty: 3518.740479 Iteration 8Q: 3 clusters Score -121875.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -121924.351562 Penalty: 3518.740479 Iteration 9Q: 3 clusters Score -121924.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -122032.578125 Penalty: 3518.740479 Iteration 10Q: 3 clusters Score -122032.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -122140.703125 Penalty: 3518.740479 Iteration 11Q: 3 clusters Score -122140.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -122368.312500 Penalty: 3518.740479 Iteration 12Q: 3 clusters Score -122368.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -122845.367188 Penalty: 3518.740479 Iteration 13Q: 3 clusters Score -122845.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -123527.898438 Penalty: 3518.740479 Iteration 14Q: 3 clusters Score -123527.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -123599.015625 Penalty: 3518.740479 Iteration 15Q: 3 clusters Score -123599 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -123615.273438 Penalty: 3518.740479 Iteration 16Q: 3 clusters Score -123615.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -123647.812500 Penalty: 3518.740479 Iteration 17Q: 3 clusters Score -123647.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -123707.750000 Penalty: 3518.740479 Iteration 18Q: 3 clusters Score -123707.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -123739.195312 Penalty: 3518.740479 Iteration 19Q: 3 clusters Score -123739.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -123739.835938 Penalty: 3518.740479 Iteration 20F: 3 clusters Score -123739.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 1 contains 47441 members Mstep: Class 2 contains 206483 members Mstep: Class 3 contains 3150 members Mstep: Class 4 contains 824 members Mstep: Class 5 contains 49919 members Mstep: Class 6 contains 7796 members Mstep: Class 7 contains 511 members Mstep: Class 11 contains 11208 members Mstep: Class 12 contains 1342 members Mstep: Class 13 contains 65967 members Mstep: Class 14 contains 5843 members Mstep: Class 15 contains 16996 members Mstep: Class 16 contains 10660 members Mstep: Class 17 contains 3649 members Mstep: Class 19 contains 11343 members Mstep: Class 20 contains 694 members Mstep: Class 21 contains 1190 members Mstep: Class 22 contains 3518 members Entering Unmasked Estep Score: -55410900.000000 Penalty: 58095.562500 Splitting cluster 20 changes total score from -55358360.000000 to -55410900.000000 So it's getting split into cluster 7. Entering ConstructFrom: Trying to split cluster 21 (1190 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Entering Unmasked Estep Score: -121914.937500 Penalty: 1756.263672 Iteration 0F: 2 clusters Score -121914.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -120094.281250 Penalty: 3512.527344 Iteration 0F: 3 clusters Score -120094.3 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -121353.687500 Penalty: 3512.527344 Iteration 1F: 3 clusters Score -121353.7 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -122271.789062 Penalty: 3512.527344 Iteration 2F: 3 clusters Score -122271.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -122564.062500 Penalty: 3512.527344 Iteration 3F: 3 clusters Score -122564.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -122790.382812 Penalty: 3512.527344 Iteration 4Q: 3 clusters Score -122790.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -123309.734375 Penalty: 3512.527344 Iteration 5Q: 3 clusters Score -123309.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -123472.625000 Penalty: 3512.527344 Iteration 6Q: 3 clusters Score -123472.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -123676.625000 Penalty: 3512.527344 Iteration 7Q: 3 clusters Score -123676.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -123874.617188 Penalty: 3512.527344 Iteration 8Q: 3 clusters Score -123874.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -124038.148438 Penalty: 3512.527344 Iteration 9Q: 3 clusters Score -124038.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -124149.312500 Penalty: 3512.527344 Iteration 10Q: 3 clusters Score -124149.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -124251.531250 Penalty: 3512.527344 Iteration 11Q: 3 clusters Score -124251.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -124437.859375 Penalty: 3512.527344 Iteration 12Q: 3 clusters Score -124437.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -124513.937500 Penalty: 3512.527344 Iteration 13Q: 3 clusters Score -124513.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -124548.718750 Penalty: 3512.527344 Iteration 14Q: 3 clusters Score -124548.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -124565.898438 Penalty: 3512.527344 Iteration 15Q: 3 clusters Score -124565.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -124571.890625 Penalty: 3512.527344 Iteration 16Q: 3 clusters Score -124571.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -124578.140625 Penalty: 3512.527344 Iteration 17Q: 3 clusters Score -124578.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -124584.359375 Penalty: 3512.527344 Iteration 18Q: 3 clusters Score -124584.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -124588.523438 Penalty: 3512.527344 Iteration 19Q: 3 clusters Score -124588.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -124596.859375 Penalty: 3512.527344 Iteration 20F: 3 clusters Score -124596.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -124667.234375 Penalty: 3512.527344 Iteration 21Q: 3 clusters Score -124667.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -124713.945312 Penalty: 3512.527344 Iteration 22Q: 3 clusters Score -124713.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -124719.171875 Penalty: 3512.527344 Iteration 23Q: 3 clusters Score -124719.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -124722.843750 Penalty: 3512.527344 Iteration 24Q: 3 clusters Score -124722.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -124723.609375 Penalty: 3512.527344 Iteration 25Q: 3 clusters Score -124723.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -124724.867188 Penalty: 3512.527344 Iteration 26Q: 3 clusters Score -124724.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -124728.242188 Penalty: 3512.527344 Iteration 27Q: 3 clusters Score -124728.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -124728.937500 Penalty: 3512.527344 Iteration 28Q: 3 clusters Score -124728.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -124730.156250 Penalty: 3512.527344 Iteration 29Q: 3 clusters Score -124730.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -124740.312500 Penalty: 3512.527344 Iteration 30F: 3 clusters Score -124740.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -124781.843750 Penalty: 3512.527344 Iteration 31Q: 3 clusters Score -124781.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -124783.601562 Penalty: 3512.527344 Iteration 32Q: 3 clusters Score -124783.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -124785.265625 Penalty: 3512.527344 Iteration 33Q: 3 clusters Score -124785.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -124788.953125 Penalty: 3512.527344 Iteration 34Q: 3 clusters Score -124789 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -124791.906250 Penalty: 3512.527344 Iteration 35Q: 3 clusters Score -124791.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -124798.898438 Penalty: 3512.527344 Iteration 36Q: 3 clusters Score -124798.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -124821.765625 Penalty: 3512.527344 Iteration 37Q: 3 clusters Score -124821.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -124862.929688 Penalty: 3512.527344 Iteration 38Q: 3 clusters Score -124862.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -124919.851562 Penalty: 3512.527344 Iteration 39Q: 3 clusters Score -124919.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -124926.070312 Penalty: 3512.527344 Iteration 40F: 3 clusters Score -124926.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -124931.734375 Penalty: 3512.527344 Iteration 41Q: 3 clusters Score -124931.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -124935.531250 Penalty: 3512.527344 Iteration 42Q: 3 clusters Score -124935.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -124936.312500 Penalty: 3512.527344 Iteration 43Q: 3 clusters Score -124936.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -124936.312500 Penalty: 3512.527344 Iteration 44F: 3 clusters Score -124936.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 1 contains 47441 members Mstep: Class 2 contains 206483 members Mstep: Class 3 contains 3150 members Mstep: Class 4 contains 824 members Mstep: Class 5 contains 49919 members Mstep: Class 6 contains 7796 members Mstep: Class 7 contains 511 members Mstep: Class 8 contains 723 members Mstep: Class 11 contains 11208 members Mstep: Class 12 contains 1342 members Mstep: Class 13 contains 65967 members Mstep: Class 14 contains 5843 members Mstep: Class 15 contains 16996 members Mstep: Class 16 contains 10660 members Mstep: Class 17 contains 3649 members Mstep: Class 19 contains 11343 members Mstep: Class 20 contains 694 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3518 members Entering Unmasked Estep Score: -55412484.000000 Penalty: 61323.093750 Splitting cluster 21 changes total score from -55358360.000000 to -55412484.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 22 (3518 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Entering Unmasked Estep Score: -437522.843750 Penalty: 2025.080566 Iteration 0F: 2 clusters Score -437522.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -433935.468750 Penalty: 4050.161133 Iteration 0F: 3 clusters Score -433935.5 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -434695.500000 Penalty: 4050.161133 Iteration 1F: 3 clusters Score -434695.5 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -434846.812500 Penalty: 4050.161133 Iteration 2F: 3 clusters Score -434846.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -434938.937500 Penalty: 4050.161133 Iteration 3Q: 3 clusters Score -434938.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -435010.468750 Penalty: 4050.161133 Iteration 4Q: 3 clusters Score -435010.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -435066.281250 Penalty: 4050.161133 Iteration 5Q: 3 clusters Score -435066.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -435118.875000 Penalty: 4050.161133 Iteration 6Q: 3 clusters Score -435118.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -435184.156250 Penalty: 4050.161133 Iteration 7Q: 3 clusters Score -435184.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -435270.250000 Penalty: 4050.161133 Iteration 8Q: 3 clusters Score -435270.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -435379.906250 Penalty: 4050.161133 Iteration 9Q: 3 clusters Score -435379.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -435494.562500 Penalty: 4050.161133 Iteration 10Q: 3 clusters Score -435494.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -435633.781250 Penalty: 4050.161133 Iteration 11Q: 3 clusters Score -435633.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -435757.093750 Penalty: 4050.161133 Iteration 12Q: 3 clusters Score -435757.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -435855.343750 Penalty: 4050.161133 Iteration 13Q: 3 clusters Score -435855.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -435950.750000 Penalty: 4050.161133 Iteration 14Q: 3 clusters Score -435950.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -436050.625000 Penalty: 4050.161133 Iteration 15Q: 3 clusters Score -436050.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -436122.687500 Penalty: 4050.161133 Iteration 16Q: 3 clusters Score -436122.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -436182.250000 Penalty: 4050.161133 Iteration 17Q: 3 clusters Score -436182.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -436228.656250 Penalty: 4050.161133 Iteration 18Q: 3 clusters Score -436228.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -436288.906250 Penalty: 4050.161133 Iteration 19Q: 3 clusters Score -436288.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -436345.875000 Penalty: 4050.161133 Iteration 20F: 3 clusters Score -436345.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -436407.000000 Penalty: 4050.161133 Iteration 21Q: 3 clusters Score -436407 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -436474.468750 Penalty: 4050.161133 Iteration 22Q: 3 clusters Score -436474.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -436538.750000 Penalty: 4050.161133 Iteration 23Q: 3 clusters Score -436538.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -436586.000000 Penalty: 4050.161133 Iteration 24Q: 3 clusters Score -436586 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -436637.093750 Penalty: 4050.161133 Iteration 25Q: 3 clusters Score -436637.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -436685.968750 Penalty: 4050.161133 Iteration 26Q: 3 clusters Score -436686 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -436735.218750 Penalty: 4050.161133 Iteration 27Q: 3 clusters Score -436735.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -436772.187500 Penalty: 4050.161133 Iteration 28Q: 3 clusters Score -436772.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -436793.937500 Penalty: 4050.161133 Iteration 29Q: 3 clusters Score -436793.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -436813.187500 Penalty: 4050.161133 Iteration 30Q: 3 clusters Score -436813.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -436825.437500 Penalty: 4050.161133 Iteration 31Q: 3 clusters Score -436825.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -436835.000000 Penalty: 4050.161133 Iteration 32Q: 3 clusters Score -436835 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -436837.500000 Penalty: 4050.161133 Iteration 33Q: 3 clusters Score -436837.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -436839.656250 Penalty: 4050.161133 Iteration 34Q: 3 clusters Score -436839.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -436842.031250 Penalty: 4050.161133 Iteration 35Q: 3 clusters Score -436842 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -436842.531250 Penalty: 4050.161133 Iteration 36Q: 3 clusters Score -436842.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -436842.531250 Penalty: 4050.161133 Iteration 37F: 3 clusters Score -436842.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 2 contains 206483 members Mstep: Class 3 contains 3150 members Mstep: Class 6 contains 7796 members Mstep: Class 11 contains 11208 members Mstep: Class 12 contains 1342 members Mstep: Class 13 contains 65967 members Mstep: Class 14 contains 5843 members Mstep: Class 15 contains 16996 members Mstep: Class 16 contains 10660 members Mstep: Class 17 contains 3649 members Mstep: Class 19 contains 11343 members Mstep: Class 20 contains 694 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3518 members Entering Unmasked Estep ConsiderDeletion Score: -55416048.000000 Penalty: 61323.093750 Iteration 39Q: 20 clusters Score -5.541605e+07 nChanged 10676 Entering Unmasked Mstep Mstep: Class 0 contains 224 members Mstep: Class 1 contains 47294 members Mstep: Class 2 contains 212792 members Mstep: Class 3 contains 3063 members Mstep: Class 4 contains 825 members Mstep: Class 5 contains 46847 members Mstep: Class 6 contains 7648 members Mstep: Class 7 contains 512 members Mstep: Class 8 contains 723 members Mstep: Class 11 contains 10704 members Mstep: Class 12 contains 1548 members Mstep: Class 13 contains 65715 members Mstep: Class 14 contains 5869 members Mstep: Class 15 contains 15629 members Mstep: Class 16 contains 10299 members Mstep: Class 17 contains 3650 members Mstep: Class 19 contains 10749 members Mstep: Class 20 contains 694 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3506 members Entering Unmasked Estep ConsiderDeletion Score: -55420724.000000 Penalty: 61323.093750 Iteration 40F: 20 clusters Score -5.542072e+07 nChanged 7686 Entering Unmasked Mstep Mstep: Class 0 contains 218 members Mstep: Class 1 contains 47644 members Mstep: Class 2 contains 217878 members Mstep: Class 3 contains 3004 members Mstep: Class 4 contains 875 members Mstep: Class 5 contains 44195 members Mstep: Class 6 contains 7373 members Mstep: Class 7 contains 515 members Mstep: Class 8 contains 727 members Mstep: Class 11 contains 10252 members Mstep: Class 12 contains 1623 members Mstep: Class 13 contains 65513 members Mstep: Class 14 contains 5913 members Mstep: Class 15 contains 14484 members Mstep: Class 16 contains 9981 members Mstep: Class 17 contains 3669 members Mstep: Class 19 contains 10232 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3500 members Entering Unmasked Estep ConsiderDeletion Score: -55423620.000000 Penalty: 61323.093750 Iteration 41Q: 20 clusters Score -5.542362e+07 nChanged 6107 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 48060 members Mstep: Class 2 contains 222066 members Mstep: Class 3 contains 2949 members Mstep: Class 4 contains 905 members Mstep: Class 5 contains 41889 members Mstep: Class 6 contains 7193 members Mstep: Class 7 contains 516 members Mstep: Class 8 contains 729 members Mstep: Class 11 contains 9901 members Mstep: Class 12 contains 1668 members Mstep: Class 13 contains 65368 members Mstep: Class 14 contains 5961 members Mstep: Class 15 contains 13488 members Mstep: Class 16 contains 9676 members Mstep: Class 17 contains 3690 members Mstep: Class 19 contains 9824 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3498 members Entering Unmasked Estep ConsiderDeletion Score: -55425580.000000 Penalty: 61323.093750 Iteration 42Q: 20 clusters Score -5.542558e+07 nChanged 5089 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 48418 members Mstep: Class 2 contains 225666 members Mstep: Class 3 contains 2903 members Mstep: Class 4 contains 915 members Mstep: Class 5 contains 39879 members Mstep: Class 6 contains 7088 members Mstep: Class 7 contains 516 members Mstep: Class 8 contains 729 members Mstep: Class 11 contains 9649 members Mstep: Class 12 contains 1697 members Mstep: Class 13 contains 65257 members Mstep: Class 14 contains 6003 members Mstep: Class 15 contains 12572 members Mstep: Class 16 contains 9418 members Mstep: Class 17 contains 3686 members Mstep: Class 19 contains 9490 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3495 members Entering Unmasked Estep ConsiderDeletion Score: -55427000.000000 Penalty: 61323.093750 Iteration 43Q: 20 clusters Score -5.5427e+07 nChanged 4326 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 48757 members Mstep: Class 2 contains 228774 members Mstep: Class 3 contains 2869 members Mstep: Class 4 contains 916 members Mstep: Class 5 contains 38039 members Mstep: Class 6 contains 7012 members Mstep: Class 7 contains 516 members Mstep: Class 8 contains 729 members Mstep: Class 11 contains 9463 members Mstep: Class 12 contains 1716 members Mstep: Class 13 contains 65183 members Mstep: Class 14 contains 6018 members Mstep: Class 15 contains 11786 members Mstep: Class 16 contains 9181 members Mstep: Class 17 contains 3662 members Mstep: Class 19 contains 9265 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3495 members Entering Unmasked Estep ConsiderDeletion Score: -55427960.000000 Penalty: 61323.093750 Iteration 44Q: 20 clusters Score -5.542796e+07 nChanged 3619 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 49040 members Mstep: Class 2 contains 231379 members Mstep: Class 3 contains 2855 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 36405 members Mstep: Class 6 contains 6963 members Mstep: Class 7 contains 516 members Mstep: Class 8 contains 729 members Mstep: Class 11 contains 9346 members Mstep: Class 12 contains 1718 members Mstep: Class 13 contains 65139 members Mstep: Class 14 contains 6036 members Mstep: Class 15 contains 11117 members Mstep: Class 16 contains 8987 members Mstep: Class 17 contains 3626 members Mstep: Class 19 contains 9114 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3494 members Entering Unmasked Estep ConsiderDeletion Score: -55428836.000000 Penalty: 61323.093750 Iteration 45Q: 20 clusters Score -5.542884e+07 nChanged 2979 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 49317 members Mstep: Class 2 contains 233467 members Mstep: Class 3 contains 2844 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 35023 members Mstep: Class 6 contains 6934 members Mstep: Class 7 contains 516 members Mstep: Class 8 contains 729 members Mstep: Class 11 contains 9253 members Mstep: Class 12 contains 1722 members Mstep: Class 13 contains 65106 members Mstep: Class 14 contains 6042 members Mstep: Class 15 contains 10566 members Mstep: Class 16 contains 8841 members Mstep: Class 17 contains 3595 members Mstep: Class 19 contains 9021 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3488 members Entering Unmasked Estep ConsiderDeletion Score: -55429212.000000 Penalty: 61323.093750 Iteration 46Q: 20 clusters Score -5.542921e+07 nChanged 2467 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 49566 members Mstep: Class 2 contains 235056 members Mstep: Class 3 contains 2830 members Mstep: Class 4 contains 916 members Mstep: Class 5 contains 33921 members Mstep: Class 6 contains 6930 members Mstep: Class 7 contains 516 members Mstep: Class 8 contains 729 members Mstep: Class 11 contains 9203 members Mstep: Class 12 contains 1723 members Mstep: Class 13 contains 65082 members Mstep: Class 14 contains 6071 members Mstep: Class 15 contains 10093 members Mstep: Class 16 contains 8725 members Mstep: Class 17 contains 3549 members Mstep: Class 19 contains 8985 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3486 members Entering Unmasked Estep ConsiderDeletion Score: -55429836.000000 Penalty: 61323.093750 Iteration 47Q: 20 clusters Score -5.542984e+07 nChanged 2071 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 49781 members Mstep: Class 2 contains 236330 members Mstep: Class 3 contains 2822 members Mstep: Class 4 contains 916 members Mstep: Class 5 contains 33022 members Mstep: Class 6 contains 6922 members Mstep: Class 7 contains 516 members Mstep: Class 8 contains 729 members Mstep: Class 11 contains 9176 members Mstep: Class 12 contains 1723 members Mstep: Class 13 contains 65052 members Mstep: Class 14 contains 6103 members Mstep: Class 15 contains 9717 members Mstep: Class 16 contains 8630 members Mstep: Class 17 contains 3496 members Mstep: Class 19 contains 8960 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3486 members Entering Unmasked Estep ConsiderDeletion Score: -55430152.000000 Penalty: 61323.093750 Iteration 48Q: 20 clusters Score -5.543015e+07 nChanged 1740 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 49966 members Mstep: Class 2 contains 237385 members Mstep: Class 3 contains 2812 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 32281 members Mstep: Class 6 contains 6919 members Mstep: Class 7 contains 516 members Mstep: Class 8 contains 729 members Mstep: Class 11 contains 9165 members Mstep: Class 12 contains 1722 members Mstep: Class 13 contains 65021 members Mstep: Class 14 contains 6127 members Mstep: Class 15 contains 9390 members Mstep: Class 16 contains 8556 members Mstep: Class 17 contains 3443 members Mstep: Class 19 contains 8948 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3484 members Entering Unmasked Estep ConsiderDeletion Score: -55430272.000000 Penalty: 61323.093750 Iteration 49Q: 20 clusters Score -5.543027e+07 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 50137 members Mstep: Class 2 contains 238203 members Mstep: Class 3 contains 2797 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 31711 members Mstep: Class 6 contains 6910 members Mstep: Class 7 contains 516 members Mstep: Class 8 contains 729 members Mstep: Class 11 contains 9151 members Mstep: Class 12 contains 1722 members Mstep: Class 13 contains 65008 members Mstep: Class 14 contains 6153 members Mstep: Class 15 contains 9122 members Mstep: Class 16 contains 8490 members Mstep: Class 17 contains 3394 members Mstep: Class 19 contains 8938 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55430408.000000 Penalty: 61323.093750 Iteration 50Q: 20 clusters Score -5.543041e+07 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 50264 members Mstep: Class 2 contains 238902 members Mstep: Class 3 contains 2787 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 31206 members Mstep: Class 6 contains 6902 members Mstep: Class 7 contains 516 members Mstep: Class 8 contains 729 members Mstep: Class 11 contains 9143 members Mstep: Class 12 contains 1723 members Mstep: Class 13 contains 65001 members Mstep: Class 14 contains 6176 members Mstep: Class 15 contains 8914 members Mstep: Class 16 contains 8433 members Mstep: Class 17 contains 3353 members Mstep: Class 19 contains 8932 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55430632.000000 Penalty: 61323.093750 Iteration 51Q: 20 clusters Score -5.543063e+07 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 50386 members Mstep: Class 2 contains 239400 members Mstep: Class 3 contains 2784 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 30802 members Mstep: Class 6 contains 6894 members Mstep: Class 7 contains 516 members Mstep: Class 8 contains 729 members Mstep: Class 11 contains 9138 members Mstep: Class 12 contains 1723 members Mstep: Class 13 contains 64993 members Mstep: Class 14 contains 6193 members Mstep: Class 15 contains 8775 members Mstep: Class 16 contains 8399 members Mstep: Class 17 contains 3314 members Mstep: Class 19 contains 8935 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55430836.000000 Penalty: 61323.093750 Iteration 52Q: 20 clusters Score -5.543084e+07 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 50497 members Mstep: Class 2 contains 239830 members Mstep: Class 3 contains 2777 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 30441 members Mstep: Class 6 contains 6886 members Mstep: Class 7 contains 516 members Mstep: Class 8 contains 729 members Mstep: Class 11 contains 9133 members Mstep: Class 12 contains 1723 members Mstep: Class 13 contains 64987 members Mstep: Class 14 contains 6206 members Mstep: Class 15 contains 8662 members Mstep: Class 16 contains 8377 members Mstep: Class 17 contains 3277 members Mstep: Class 19 contains 8940 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55431040.000000 Penalty: 61323.093750 Iteration 53Q: 20 clusters Score -5.543104e+07 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 50579 members Mstep: Class 2 contains 240198 members Mstep: Class 3 contains 2773 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 30150 members Mstep: Class 6 contains 6883 members Mstep: Class 7 contains 516 members Mstep: Class 8 contains 729 members Mstep: Class 11 contains 9127 members Mstep: Class 12 contains 1723 members Mstep: Class 13 contains 64978 members Mstep: Class 14 contains 6219 members Mstep: Class 15 contains 8573 members Mstep: Class 16 contains 8353 members Mstep: Class 17 contains 3237 members Mstep: Class 19 contains 8943 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55430980.000000 Penalty: 61323.093750 Iteration 54Q: 20 clusters Score -5.543098e+07 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 50652 members Mstep: Class 2 contains 240509 members Mstep: Class 3 contains 2768 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 29901 members Mstep: Class 6 contains 6886 members Mstep: Class 7 contains 516 members Mstep: Class 8 contains 729 members Mstep: Class 11 contains 9120 members Mstep: Class 12 contains 1724 members Mstep: Class 13 contains 64977 members Mstep: Class 14 contains 6232 members Mstep: Class 15 contains 8495 members Mstep: Class 16 contains 8323 members Mstep: Class 17 contains 3199 members Mstep: Class 19 contains 8950 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55431116.000000 Penalty: 61323.093750 Iteration 55Q: 20 clusters Score -5.543112e+07 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 50703 members Mstep: Class 2 contains 240766 members Mstep: Class 3 contains 2764 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 29709 members Mstep: Class 6 contains 6892 members Mstep: Class 7 contains 516 members Mstep: Class 8 contains 729 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 1723 members Mstep: Class 13 contains 64975 members Mstep: Class 14 contains 6235 members Mstep: Class 15 contains 8438 members Mstep: Class 16 contains 8303 members Mstep: Class 17 contains 3155 members Mstep: Class 19 contains 8952 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55431112.000000 Penalty: 61323.093750 Iteration 56Q: 20 clusters Score -5.543111e+07 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 50747 members Mstep: Class 2 contains 240959 members Mstep: Class 3 contains 2763 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 29571 members Mstep: Class 6 contains 6893 members Mstep: Class 7 contains 516 members Mstep: Class 8 contains 729 members Mstep: Class 11 contains 9124 members Mstep: Class 12 contains 1723 members Mstep: Class 13 contains 64973 members Mstep: Class 14 contains 6242 members Mstep: Class 15 contains 8391 members Mstep: Class 16 contains 8284 members Mstep: Class 17 contains 3113 members Mstep: Class 19 contains 8953 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55431056.000000 Penalty: 61323.093750 Iteration 57Q: 20 clusters Score -5.543106e+07 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 50787 members Mstep: Class 2 contains 241131 members Mstep: Class 3 contains 2762 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 29436 members Mstep: Class 6 contains 6898 members Mstep: Class 7 contains 516 members Mstep: Class 8 contains 729 members Mstep: Class 11 contains 9125 members Mstep: Class 12 contains 1723 members Mstep: Class 13 contains 64981 members Mstep: Class 14 contains 6245 members Mstep: Class 15 contains 8355 members Mstep: Class 16 contains 8264 members Mstep: Class 17 contains 3074 members Mstep: Class 19 contains 8955 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55431144.000000 Penalty: 61323.093750 Iteration 58Q: 20 clusters Score -5.543114e+07 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 50819 members Mstep: Class 2 contains 241235 members Mstep: Class 3 contains 2762 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 29349 members Mstep: Class 6 contains 6907 members Mstep: Class 7 contains 516 members Mstep: Class 8 contains 729 members Mstep: Class 11 contains 9124 members Mstep: Class 12 contains 1724 members Mstep: Class 13 contains 64986 members Mstep: Class 14 contains 6252 members Mstep: Class 15 contains 8331 members Mstep: Class 16 contains 8257 members Mstep: Class 17 contains 3032 members Mstep: Class 19 contains 8958 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55431244.000000 Penalty: 61323.093750 Iteration 59Q: 20 clusters Score -5.543124e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 215 members Mstep: Class 1 contains 50843 members Mstep: Class 2 contains 241343 members Mstep: Class 3 contains 2760 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 29276 members Mstep: Class 6 contains 6912 members Mstep: Class 7 contains 516 members Mstep: Class 8 contains 729 members Mstep: Class 11 contains 9123 members Mstep: Class 12 contains 1725 members Mstep: Class 13 contains 64986 members Mstep: Class 14 contains 6256 members Mstep: Class 15 contains 8308 members Mstep: Class 16 contains 8254 members Mstep: Class 17 contains 2988 members Mstep: Class 19 contains 8962 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55431628.000000 Penalty: 61323.093750 Iteration 60F: 20 clusters Score -5.543163e+07 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 202 members Mstep: Class 1 contains 50863 members Mstep: Class 2 contains 241445 members Mstep: Class 3 contains 2758 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 29209 members Mstep: Class 6 contains 6916 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 738 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 1726 members Mstep: Class 13 contains 64985 members Mstep: Class 14 contains 6258 members Mstep: Class 15 contains 8287 members Mstep: Class 16 contains 8252 members Mstep: Class 17 contains 2953 members Mstep: Class 19 contains 8963 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55432188.000000 Penalty: 61323.093750 Iteration 61Q: 20 clusters Score -5.543219e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 201 members Mstep: Class 1 contains 50875 members Mstep: Class 2 contains 241549 members Mstep: Class 3 contains 2758 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 29150 members Mstep: Class 6 contains 6917 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 739 members Mstep: Class 11 contains 9122 members Mstep: Class 12 contains 1727 members Mstep: Class 13 contains 64985 members Mstep: Class 14 contains 6259 members Mstep: Class 15 contains 8261 members Mstep: Class 16 contains 8247 members Mstep: Class 17 contains 2922 members Mstep: Class 19 contains 8964 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55432248.000000 Penalty: 61323.093750 Iteration 62Q: 20 clusters Score -5.543225e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 201 members Mstep: Class 1 contains 50886 members Mstep: Class 2 contains 241627 members Mstep: Class 3 contains 2757 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 29095 members Mstep: Class 6 contains 6919 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 739 members Mstep: Class 11 contains 9123 members Mstep: Class 12 contains 1727 members Mstep: Class 13 contains 64985 members Mstep: Class 14 contains 6259 members Mstep: Class 15 contains 8246 members Mstep: Class 16 contains 8246 members Mstep: Class 17 contains 2900 members Mstep: Class 19 contains 8966 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55432340.000000 Penalty: 61323.093750 Iteration 63Q: 20 clusters Score -5.543234e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 201 members Mstep: Class 1 contains 50897 members Mstep: Class 2 contains 241678 members Mstep: Class 3 contains 2754 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 29070 members Mstep: Class 6 contains 6919 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 739 members Mstep: Class 11 contains 9123 members Mstep: Class 12 contains 1727 members Mstep: Class 13 contains 64988 members Mstep: Class 14 contains 6260 members Mstep: Class 15 contains 8238 members Mstep: Class 16 contains 8244 members Mstep: Class 17 contains 2870 members Mstep: Class 19 contains 8967 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3484 members Entering Unmasked Estep ConsiderDeletion Score: -55432332.000000 Penalty: 61323.093750 Iteration 64Q: 20 clusters Score -5.543233e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 201 members Mstep: Class 1 contains 50908 members Mstep: Class 2 contains 241714 members Mstep: Class 3 contains 2754 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 29045 members Mstep: Class 6 contains 6924 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 739 members Mstep: Class 11 contains 9123 members Mstep: Class 12 contains 1727 members Mstep: Class 13 contains 64989 members Mstep: Class 14 contains 6261 members Mstep: Class 15 contains 8231 members Mstep: Class 16 contains 8245 members Mstep: Class 17 contains 2844 members Mstep: Class 19 contains 8970 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3484 members Entering Unmasked Estep ConsiderDeletion Score: -55432324.000000 Penalty: 61323.093750 Iteration 65Q: 20 clusters Score -5.543232e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 201 members Mstep: Class 1 contains 50917 members Mstep: Class 2 contains 241749 members Mstep: Class 3 contains 2754 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 29022 members Mstep: Class 6 contains 6924 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 739 members Mstep: Class 11 contains 9125 members Mstep: Class 12 contains 1728 members Mstep: Class 13 contains 64990 members Mstep: Class 14 contains 6262 members Mstep: Class 15 contains 8224 members Mstep: Class 16 contains 8245 members Mstep: Class 17 contains 2823 members Mstep: Class 19 contains 8972 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3484 members Entering Unmasked Estep ConsiderDeletion Score: -55432316.000000 Penalty: 61323.093750 Iteration 66Q: 20 clusters Score -5.543232e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 201 members Mstep: Class 1 contains 50926 members Mstep: Class 2 contains 241774 members Mstep: Class 3 contains 2755 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 28999 members Mstep: Class 6 contains 6924 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 739 members Mstep: Class 11 contains 9127 members Mstep: Class 12 contains 1728 members Mstep: Class 13 contains 64990 members Mstep: Class 14 contains 6264 members Mstep: Class 15 contains 8218 members Mstep: Class 16 contains 8245 members Mstep: Class 17 contains 2809 members Mstep: Class 19 contains 8976 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3484 members Entering Unmasked Estep ConsiderDeletion Score: -55432408.000000 Penalty: 61323.093750 Iteration 67Q: 20 clusters Score -5.543241e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 201 members Mstep: Class 1 contains 50932 members Mstep: Class 2 contains 241805 members Mstep: Class 3 contains 2754 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 28976 members Mstep: Class 6 contains 6926 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 739 members Mstep: Class 11 contains 9129 members Mstep: Class 12 contains 1730 members Mstep: Class 13 contains 64990 members Mstep: Class 14 contains 6264 members Mstep: Class 15 contains 8211 members Mstep: Class 16 contains 8245 members Mstep: Class 17 contains 2796 members Mstep: Class 19 contains 8977 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3484 members Entering Unmasked Estep ConsiderDeletion Score: -55432380.000000 Penalty: 61323.093750 Iteration 68Q: 20 clusters Score -5.543238e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 201 members Mstep: Class 1 contains 50937 members Mstep: Class 2 contains 241828 members Mstep: Class 3 contains 2753 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 28957 members Mstep: Class 6 contains 6926 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 739 members Mstep: Class 11 contains 9133 members Mstep: Class 12 contains 1730 members Mstep: Class 13 contains 64991 members Mstep: Class 14 contains 6264 members Mstep: Class 15 contains 8208 members Mstep: Class 16 contains 8244 members Mstep: Class 17 contains 2785 members Mstep: Class 19 contains 8979 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3484 members Entering Unmasked Estep ConsiderDeletion Score: -55432412.000000 Penalty: 61323.093750 Iteration 69Q: 20 clusters Score -5.543241e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 201 members Mstep: Class 1 contains 50941 members Mstep: Class 2 contains 241847 members Mstep: Class 3 contains 2752 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 28941 members Mstep: Class 6 contains 6928 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 739 members Mstep: Class 11 contains 9132 members Mstep: Class 12 contains 1730 members Mstep: Class 13 contains 64991 members Mstep: Class 14 contains 6264 members Mstep: Class 15 contains 8207 members Mstep: Class 16 contains 8244 members Mstep: Class 17 contains 2778 members Mstep: Class 19 contains 8980 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3484 members Entering Unmasked Estep ConsiderDeletion Score: -55432408.000000 Penalty: 61323.093750 Iteration 70Q: 20 clusters Score -5.543241e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 201 members Mstep: Class 1 contains 50942 members Mstep: Class 2 contains 241869 members Mstep: Class 3 contains 2752 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 28924 members Mstep: Class 6 contains 6929 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 739 members Mstep: Class 11 contains 9132 members Mstep: Class 12 contains 1730 members Mstep: Class 13 contains 64991 members Mstep: Class 14 contains 6264 members Mstep: Class 15 contains 8204 members Mstep: Class 16 contains 8244 members Mstep: Class 17 contains 2774 members Mstep: Class 19 contains 8980 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3484 members Entering Unmasked Estep ConsiderDeletion Score: -55432420.000000 Penalty: 61323.093750 Iteration 71Q: 20 clusters Score -5.543242e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 201 members Mstep: Class 1 contains 50943 members Mstep: Class 2 contains 241882 members Mstep: Class 3 contains 2751 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 28913 members Mstep: Class 6 contains 6930 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 739 members Mstep: Class 11 contains 9133 members Mstep: Class 12 contains 1730 members Mstep: Class 13 contains 64991 members Mstep: Class 14 contains 6264 members Mstep: Class 15 contains 8202 members Mstep: Class 16 contains 8244 members Mstep: Class 17 contains 2770 members Mstep: Class 19 contains 8982 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3484 members Entering Unmasked Estep ConsiderDeletion Score: -55432424.000000 Penalty: 61323.093750 Iteration 72Q: 20 clusters Score -5.543242e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 201 members Mstep: Class 1 contains 50943 members Mstep: Class 2 contains 241892 members Mstep: Class 3 contains 2750 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 28903 members Mstep: Class 6 contains 6933 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 739 members Mstep: Class 11 contains 9133 members Mstep: Class 12 contains 1730 members Mstep: Class 13 contains 64992 members Mstep: Class 14 contains 6264 members Mstep: Class 15 contains 8200 members Mstep: Class 16 contains 8244 members Mstep: Class 17 contains 2768 members Mstep: Class 19 contains 8983 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3484 members Entering Unmasked Estep ConsiderDeletion Score: -55432448.000000 Penalty: 61323.093750 Iteration 73Q: 20 clusters Score -5.543245e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 201 members Mstep: Class 1 contains 50944 members Mstep: Class 2 contains 241901 members Mstep: Class 3 contains 2749 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 28896 members Mstep: Class 6 contains 6933 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 739 members Mstep: Class 11 contains 9133 members Mstep: Class 12 contains 1730 members Mstep: Class 13 contains 64992 members Mstep: Class 14 contains 6264 members Mstep: Class 15 contains 8200 members Mstep: Class 16 contains 8244 members Mstep: Class 17 contains 2766 members Mstep: Class 19 contains 8983 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3484 members Entering Unmasked Estep ConsiderDeletion Score: -55432416.000000 Penalty: 61323.093750 Iteration 74Q: 20 clusters Score -5.543242e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 201 members Mstep: Class 1 contains 50947 members Mstep: Class 2 contains 241902 members Mstep: Class 3 contains 2748 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 28891 members Mstep: Class 6 contains 6935 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 739 members Mstep: Class 11 contains 9133 members Mstep: Class 12 contains 1730 members Mstep: Class 13 contains 64992 members Mstep: Class 14 contains 6264 members Mstep: Class 15 contains 8200 members Mstep: Class 16 contains 8244 members Mstep: Class 17 contains 2766 members Mstep: Class 19 contains 8983 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3484 members Entering Unmasked Estep ConsiderDeletion Score: -55432408.000000 Penalty: 61323.093750 Iteration 75Q: 20 clusters Score -5.543241e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 201 members Mstep: Class 1 contains 50949 members Mstep: Class 2 contains 241903 members Mstep: Class 3 contains 2745 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 28887 members Mstep: Class 6 contains 6937 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 739 members Mstep: Class 11 contains 9133 members Mstep: Class 12 contains 1730 members Mstep: Class 13 contains 64992 members Mstep: Class 14 contains 6264 members Mstep: Class 15 contains 8201 members Mstep: Class 16 contains 8244 members Mstep: Class 17 contains 2766 members Mstep: Class 19 contains 8984 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3484 members Entering Unmasked Estep ConsiderDeletion Score: -55432444.000000 Penalty: 61323.093750 Iteration 76Q: 20 clusters Score -5.543244e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 201 members Mstep: Class 1 contains 50951 members Mstep: Class 2 contains 241906 members Mstep: Class 3 contains 2743 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 28881 members Mstep: Class 6 contains 6938 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 739 members Mstep: Class 11 contains 9133 members Mstep: Class 12 contains 1730 members Mstep: Class 13 contains 64993 members Mstep: Class 14 contains 6264 members Mstep: Class 15 contains 8200 members Mstep: Class 16 contains 8244 members Mstep: Class 17 contains 2766 members Mstep: Class 19 contains 8986 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3484 members Entering Unmasked Estep ConsiderDeletion Score: -55432452.000000 Penalty: 61323.093750 Iteration 77Q: 20 clusters Score -5.543245e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 201 members Mstep: Class 1 contains 50953 members Mstep: Class 2 contains 241905 members Mstep: Class 3 contains 2741 members Mstep: Class 4 contains 917 members Mstep: Class 5 contains 28878 members Mstep: Class 6 contains 6940 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 739 members Mstep: Class 11 contains 9133 members Mstep: Class 12 contains 1730 members Mstep: Class 13 contains 64993 members Mstep: Class 14 contains 6264 members Mstep: Class 15 contains 8200 members Mstep: Class 16 contains 8244 members Mstep: Class 17 contains 2766 members Mstep: Class 19 contains 8988 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3484 members Entering Unmasked Estep ConsiderDeletion Score: -55432460.000000 Penalty: 61323.093750 Iteration 78Q: 20 clusters Score -5.543246e+07 nChanged 10 Entering ConstructFrom: Score: -55432460.000000 Penalty: 61323.093750 Entering ConstructFrom: Trying to split cluster 1 (50955 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50955 members Entering Unmasked Estep Score: -6513888.000000 Penalty: 2687.997314 Iteration 0F: 2 clusters Score -6513888 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25540 members Mstep: Class 2 contains 25415 members Entering Unmasked Estep Score: -6479507.500000 Penalty: 5375.994629 Iteration 0F: 3 clusters Score -6479508 nChanged 23538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26230 members Mstep: Class 2 contains 24725 members Entering Unmasked Estep Score: -6492653.000000 Penalty: 5375.994629 Iteration 1F: 3 clusters Score -6492653 nChanged 2167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26795 members Mstep: Class 2 contains 24160 members Entering Unmasked Estep Score: -6493347.000000 Penalty: 5375.994629 Iteration 2Q: 3 clusters Score -6493347 nChanged 2156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27621 members Mstep: Class 2 contains 23334 members Entering Unmasked Estep Score: -6494059.000000 Penalty: 5375.994629 Iteration 3Q: 3 clusters Score -6494059 nChanged 2261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28862 members Mstep: Class 2 contains 22093 members Entering Unmasked Estep Score: -6494891.000000 Penalty: 5375.994629 Iteration 4Q: 3 clusters Score -6494891 nChanged 2506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30670 members Mstep: Class 2 contains 20285 members Entering Unmasked Estep Score: -6496003.500000 Penalty: 5375.994629 Iteration 5Q: 3 clusters Score -6496004 nChanged 2899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33129 members Mstep: Class 2 contains 17826 members Entering Unmasked Estep Score: -6497504.000000 Penalty: 5375.994629 Iteration 6F: 3 clusters Score -6497504 nChanged 3308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36191 members Mstep: Class 2 contains 14764 members Entering Unmasked Estep Score: -6499614.000000 Penalty: 5375.994629 Iteration 7F: 3 clusters Score -6499614 nChanged 3668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39757 members Mstep: Class 2 contains 11198 members Entering Unmasked Estep Score: -6502506.000000 Penalty: 5375.994629 Iteration 8F: 3 clusters Score -6502506 nChanged 3582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43293 members Mstep: Class 2 contains 7662 members Entering Unmasked Estep Score: -6505545.500000 Penalty: 5375.994629 Iteration 9F: 3 clusters Score -6505546 nChanged 2921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46182 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -6508154.500000 Penalty: 5375.994629 Iteration 10F: 3 clusters Score -6508154 nChanged 1994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48166 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -6509899.000000 Penalty: 5375.994629 Iteration 11Q: 3 clusters Score -6509899 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49310 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -6510892.500000 Penalty: 5375.994629 Iteration 12Q: 3 clusters Score -6510892 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49900 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -6511352.500000 Penalty: 5375.994629 Iteration 13Q: 3 clusters Score -6511352 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50196 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -6511610.500000 Penalty: 5375.994629 Iteration 14Q: 3 clusters Score -6511610 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50323 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -6511717.500000 Penalty: 5375.994629 Iteration 15Q: 3 clusters Score -6511718 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50390 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -6511780.000000 Penalty: 5375.994629 Iteration 16Q: 3 clusters Score -6511780 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50436 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -6511812.500000 Penalty: 5375.994629 Iteration 17Q: 3 clusters Score -6511812 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50459 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -6511834.500000 Penalty: 5375.994629 Iteration 18Q: 3 clusters Score -6511834 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50471 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -6511849.500000 Penalty: 5375.994629 Iteration 19Q: 3 clusters Score -6511850 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50480 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -6511855.500000 Penalty: 5375.994629 Iteration 20F: 3 clusters Score -6511856 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50489 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -6511866.000000 Penalty: 5375.994629 Iteration 21Q: 3 clusters Score -6511866 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50494 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -6511862.500000 Penalty: 5375.994629 Iteration 22Q: 3 clusters Score -6511862 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50497 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -6511865.000000 Penalty: 5375.994629 Iteration 23Q: 3 clusters Score -6511865 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50501 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -6511871.500000 Penalty: 5375.994629 Iteration 24Q: 3 clusters Score -6511872 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50504 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -6511873.500000 Penalty: 5375.994629 Iteration 25Q: 3 clusters Score -6511874 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50506 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -6511877.000000 Penalty: 5375.994629 Iteration 26Q: 3 clusters Score -6511877 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50506 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -6511877.000000 Penalty: 5375.994629 Iteration 27F: 3 clusters Score -6511877 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (241898 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241898 members Entering Unmasked Estep Score: -30188572.000000 Penalty: 3074.275391 Iteration 0F: 2 clusters Score -3.018857e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120956 members Mstep: Class 2 contains 120942 members Entering Unmasked Estep Score: -30033064.000000 Penalty: 6148.550781 Iteration 0F: 3 clusters Score -3.003306e+07 nChanged 116837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117939 members Mstep: Class 2 contains 123959 members Entering Unmasked Estep Score: -30104102.000000 Penalty: 6148.550781 Iteration 1F: 3 clusters Score -3.01041e+07 nChanged 8720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116969 members Mstep: Class 2 contains 124929 members Entering Unmasked Estep Score: -30106820.000000 Penalty: 6148.550781 Iteration 2Q: 3 clusters Score -3.010682e+07 nChanged 9451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115932 members Mstep: Class 2 contains 125966 members Entering Unmasked Estep Score: -30110120.000000 Penalty: 6148.550781 Iteration 3Q: 3 clusters Score -3.011012e+07 nChanged 10210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114788 members Mstep: Class 2 contains 127110 members Entering Unmasked Estep Score: -30113946.000000 Penalty: 6148.550781 Iteration 4Q: 3 clusters Score -3.011395e+07 nChanged 11065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113437 members Mstep: Class 2 contains 128461 members Entering Unmasked Estep Score: -30118854.000000 Penalty: 6148.550781 Iteration 5Q: 3 clusters Score -3.011885e+07 nChanged 12306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111761 members Mstep: Class 2 contains 130137 members Entering Unmasked Estep Score: -30125370.000000 Penalty: 6148.550781 Iteration 6F: 3 clusters Score -3.012537e+07 nChanged 13556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110327 members Mstep: Class 2 contains 131571 members Entering Unmasked Estep Score: -30133964.000000 Penalty: 6148.550781 Iteration 7F: 3 clusters Score -3.013396e+07 nChanged 13990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109347 members Mstep: Class 2 contains 132551 members Entering Unmasked Estep Score: -30143252.000000 Penalty: 6148.550781 Iteration 8F: 3 clusters Score -3.014325e+07 nChanged 12781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108698 members Mstep: Class 2 contains 133200 members Entering Unmasked Estep Score: -30150172.000000 Penalty: 6148.550781 Iteration 9F: 3 clusters Score -3.015017e+07 nChanged 9432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108260 members Mstep: Class 2 contains 133638 members Entering Unmasked Estep Score: -30153448.000000 Penalty: 6148.550781 Iteration 10Q: 3 clusters Score -3.015345e+07 nChanged 5512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107674 members Mstep: Class 2 contains 134224 members Entering Unmasked Estep Score: -30154480.000000 Penalty: 6148.550781 Iteration 11Q: 3 clusters Score -3.015448e+07 nChanged 3027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106867 members Mstep: Class 2 contains 135031 members Entering Unmasked Estep Score: -30154950.000000 Penalty: 6148.550781 Iteration 12Q: 3 clusters Score -3.015495e+07 nChanged 1909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106024 members Mstep: Class 2 contains 135874 members Entering Unmasked Estep Score: -30155058.000000 Penalty: 6148.550781 Iteration 13Q: 3 clusters Score -3.015506e+07 nChanged 1628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105080 members Mstep: Class 2 contains 136818 members Entering Unmasked Estep Score: -30155140.000000 Penalty: 6148.550781 Iteration 14Q: 3 clusters Score -3.015514e+07 nChanged 1570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104120 members Mstep: Class 2 contains 137778 members Entering Unmasked Estep Score: -30155164.000000 Penalty: 6148.550781 Iteration 15Q: 3 clusters Score -3.015516e+07 nChanged 1537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103151 members Mstep: Class 2 contains 138747 members Entering Unmasked Estep Score: -30155276.000000 Penalty: 6148.550781 Iteration 16Q: 3 clusters Score -3.015528e+07 nChanged 1603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102094 members Mstep: Class 2 contains 139804 members Entering Unmasked Estep Score: -30155456.000000 Penalty: 6148.550781 Iteration 17Q: 3 clusters Score -3.015546e+07 nChanged 1734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100914 members Mstep: Class 2 contains 140984 members Entering Unmasked Estep Score: -30155716.000000 Penalty: 6148.550781 Iteration 18Q: 3 clusters Score -3.015572e+07 nChanged 1776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99620 members Mstep: Class 2 contains 142278 members Entering Unmasked Estep Score: -30156102.000000 Penalty: 6148.550781 Iteration 19Q: 3 clusters Score -3.01561e+07 nChanged 1838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98264 members Mstep: Class 2 contains 143634 members Entering Unmasked Estep Score: -30156320.000000 Penalty: 6148.550781 Iteration 20F: 3 clusters Score -3.015632e+07 nChanged 1946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96744 members Mstep: Class 2 contains 145154 members Entering Unmasked Estep Score: -30156594.000000 Penalty: 6148.550781 Iteration 21Q: 3 clusters Score -3.015659e+07 nChanged 2135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95041 members Mstep: Class 2 contains 146857 members Entering Unmasked Estep Score: -30156996.000000 Penalty: 6148.550781 Iteration 22Q: 3 clusters Score -3.0157e+07 nChanged 2221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93142 members Mstep: Class 2 contains 148756 members Entering Unmasked Estep Score: -30157316.000000 Penalty: 6148.550781 Iteration 23Q: 3 clusters Score -3.015732e+07 nChanged 2359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91089 members Mstep: Class 2 contains 150809 members Entering Unmasked Estep Score: -30157726.000000 Penalty: 6148.550781 Iteration 24Q: 3 clusters Score -3.015773e+07 nChanged 2498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88867 members Mstep: Class 2 contains 153031 members Entering Unmasked Estep Score: -30158238.000000 Penalty: 6148.550781 Iteration 25Q: 3 clusters Score -3.015824e+07 nChanged 2652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86433 members Mstep: Class 2 contains 155465 members Entering Unmasked Estep Score: -30158630.000000 Penalty: 6148.550781 Iteration 26Q: 3 clusters Score -3.015863e+07 nChanged 2795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83876 members Mstep: Class 2 contains 158022 members Entering Unmasked Estep Score: -30159410.000000 Penalty: 6148.550781 Iteration 27Q: 3 clusters Score -3.015941e+07 nChanged 2876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81190 members Mstep: Class 2 contains 160708 members Entering Unmasked Estep Score: -30160088.000000 Penalty: 6148.550781 Iteration 28Q: 3 clusters Score -3.016009e+07 nChanged 2985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78355 members Mstep: Class 2 contains 163543 members Entering Unmasked Estep Score: -30160794.000000 Penalty: 6148.550781 Iteration 29Q: 3 clusters Score -3.016079e+07 nChanged 3232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75293 members Mstep: Class 2 contains 166605 members Entering Unmasked Estep Score: -30161418.000000 Penalty: 6148.550781 Iteration 30Q: 3 clusters Score -3.016142e+07 nChanged 3380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72079 members Mstep: Class 2 contains 169819 members Entering Unmasked Estep Score: -30162190.000000 Penalty: 6148.550781 Iteration 31Q: 3 clusters Score -3.016219e+07 nChanged 3481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68732 members Mstep: Class 2 contains 173166 members Entering Unmasked Estep Score: -30162920.000000 Penalty: 6148.550781 Iteration 32Q: 3 clusters Score -3.016292e+07 nChanged 3539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65319 members Mstep: Class 2 contains 176579 members Entering Unmasked Estep Score: -30163912.000000 Penalty: 6148.550781 Iteration 33Q: 3 clusters Score -3.016391e+07 nChanged 3834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61629 members Mstep: Class 2 contains 180269 members Entering Unmasked Estep Score: -30165080.000000 Penalty: 6148.550781 Iteration 34Q: 3 clusters Score -3.016508e+07 nChanged 4074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57703 members Mstep: Class 2 contains 184195 members Entering Unmasked Estep Score: -30166232.000000 Penalty: 6148.550781 Iteration 35Q: 3 clusters Score -3.016623e+07 nChanged 4103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53764 members Mstep: Class 2 contains 188134 members Entering Unmasked Estep Score: -30167484.000000 Penalty: 6148.550781 Iteration 36Q: 3 clusters Score -3.016748e+07 nChanged 4150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49790 members Mstep: Class 2 contains 192108 members Entering Unmasked Estep Score: -30168948.000000 Penalty: 6148.550781 Iteration 37Q: 3 clusters Score -3.016895e+07 nChanged 4070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45912 members Mstep: Class 2 contains 195986 members Entering Unmasked Estep Score: -30170594.000000 Penalty: 6148.550781 Iteration 38Q: 3 clusters Score -3.017059e+07 nChanged 3941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42129 members Mstep: Class 2 contains 199769 members Entering Unmasked Estep Score: -30172302.000000 Penalty: 6148.550781 Iteration 39Q: 3 clusters Score -3.01723e+07 nChanged 3836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38451 members Mstep: Class 2 contains 203447 members Entering Unmasked Estep Score: -30173860.000000 Penalty: 6148.550781 Iteration 40F: 3 clusters Score -3.017386e+07 nChanged 3663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34918 members Mstep: Class 2 contains 206980 members Entering Unmasked Estep Score: -30175602.000000 Penalty: 6148.550781 Iteration 41Q: 3 clusters Score -3.01756e+07 nChanged 3496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31534 members Mstep: Class 2 contains 210364 members Entering Unmasked Estep Score: -30177506.000000 Penalty: 6148.550781 Iteration 42Q: 3 clusters Score -3.017751e+07 nChanged 3317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28311 members Mstep: Class 2 contains 213587 members Entering Unmasked Estep Score: -30179312.000000 Penalty: 6148.550781 Iteration 43Q: 3 clusters Score -3.017931e+07 nChanged 3162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25233 members Mstep: Class 2 contains 216665 members Entering Unmasked Estep Score: -30181044.000000 Penalty: 6148.550781 Iteration 44Q: 3 clusters Score -3.018104e+07 nChanged 2859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22438 members Mstep: Class 2 contains 219460 members Entering Unmasked Estep Score: -30182492.000000 Penalty: 6148.550781 Iteration 45Q: 3 clusters Score -3.018249e+07 nChanged 2586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19908 members Mstep: Class 2 contains 221990 members Entering Unmasked Estep Score: -30183758.000000 Penalty: 6148.550781 Iteration 46Q: 3 clusters Score -3.018376e+07 nChanged 2301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17647 members Mstep: Class 2 contains 224251 members Entering Unmasked Estep Score: -30185064.000000 Penalty: 6148.550781 Iteration 47Q: 3 clusters Score -3.018506e+07 nChanged 1949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15750 members Mstep: Class 2 contains 226148 members Entering Unmasked Estep Score: -30185876.000000 Penalty: 6148.550781 Iteration 48Q: 3 clusters Score -3.018588e+07 nChanged 1640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14146 members Mstep: Class 2 contains 227752 members Entering Unmasked Estep Score: -30186644.000000 Penalty: 6148.550781 Iteration 49Q: 3 clusters Score -3.018664e+07 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12805 members Mstep: Class 2 contains 229093 members Entering Unmasked Estep Score: -30187132.000000 Penalty: 6148.550781 Iteration 50Q: 3 clusters Score -3.018713e+07 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11693 members Mstep: Class 2 contains 230205 members Entering Unmasked Estep Score: -30187518.000000 Penalty: 6148.550781 Iteration 51Q: 3 clusters Score -3.018752e+07 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10742 members Mstep: Class 2 contains 231156 members Entering Unmasked Estep Score: -30187632.000000 Penalty: 6148.550781 Iteration 52Q: 3 clusters Score -3.018763e+07 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9922 members Mstep: Class 2 contains 231976 members Entering Unmasked Estep Score: -30187754.000000 Penalty: 6148.550781 Iteration 53Q: 3 clusters Score -3.018775e+07 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9218 members Mstep: Class 2 contains 232680 members Entering Unmasked Estep Score: -30187836.000000 Penalty: 6148.550781 Iteration 54Q: 3 clusters Score -3.018784e+07 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8612 members Mstep: Class 2 contains 233286 members Entering Unmasked Estep Score: -30187966.000000 Penalty: 6148.550781 Iteration 55Q: 3 clusters Score -3.018797e+07 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8092 members Mstep: Class 2 contains 233806 members Entering Unmasked Estep Score: -30187984.000000 Penalty: 6148.550781 Iteration 56Q: 3 clusters Score -3.018798e+07 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7665 members Mstep: Class 2 contains 234233 members Entering Unmasked Estep Score: -30188014.000000 Penalty: 6148.550781 Iteration 57Q: 3 clusters Score -3.018801e+07 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7311 members Mstep: Class 2 contains 234587 members Entering Unmasked Estep Score: -30188072.000000 Penalty: 6148.550781 Iteration 58Q: 3 clusters Score -3.018807e+07 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 234892 members Entering Unmasked Estep Score: -30188074.000000 Penalty: 6148.550781 Iteration 59Q: 3 clusters Score -3.018807e+07 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6750 members Mstep: Class 2 contains 235148 members Entering Unmasked Estep Score: -30188024.000000 Penalty: 6148.550781 Iteration 60F: 3 clusters Score -3.018802e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6522 members Mstep: Class 2 contains 235376 members Entering Unmasked Estep Score: -30188088.000000 Penalty: 6148.550781 Iteration 61Q: 3 clusters Score -3.018809e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6335 members Mstep: Class 2 contains 235563 members Entering Unmasked Estep Score: -30188110.000000 Penalty: 6148.550781 Iteration 62Q: 3 clusters Score -3.018811e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6161 members Mstep: Class 2 contains 235737 members Entering Unmasked Estep Score: -30188120.000000 Penalty: 6148.550781 Iteration 63Q: 3 clusters Score -3.018812e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6017 members Mstep: Class 2 contains 235881 members Entering Unmasked Estep Score: -30188108.000000 Penalty: 6148.550781 Iteration 64Q: 3 clusters Score -3.018811e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5902 members Mstep: Class 2 contains 235996 members Entering Unmasked Estep Score: -30188128.000000 Penalty: 6148.550781 Iteration 65Q: 3 clusters Score -3.018813e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5804 members Mstep: Class 2 contains 236094 members Entering Unmasked Estep Score: -30188098.000000 Penalty: 6148.550781 Iteration 66Q: 3 clusters Score -3.01881e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5728 members Mstep: Class 2 contains 236170 members Entering Unmasked Estep Score: -30188128.000000 Penalty: 6148.550781 Iteration 67Q: 3 clusters Score -3.018813e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5663 members Mstep: Class 2 contains 236235 members Entering Unmasked Estep Score: -30188134.000000 Penalty: 6148.550781 Iteration 68Q: 3 clusters Score -3.018813e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 236297 members Entering Unmasked Estep Score: -30188138.000000 Penalty: 6148.550781 Iteration 69Q: 3 clusters Score -3.018814e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5562 members Mstep: Class 2 contains 236336 members Entering Unmasked Estep Score: -30188144.000000 Penalty: 6148.550781 Iteration 70Q: 3 clusters Score -3.018814e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5521 members Mstep: Class 2 contains 236377 members Entering Unmasked Estep Score: -30188150.000000 Penalty: 6148.550781 Iteration 71Q: 3 clusters Score -3.018815e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5489 members Mstep: Class 2 contains 236409 members Entering Unmasked Estep Score: -30188140.000000 Penalty: 6148.550781 Iteration 72Q: 3 clusters Score -3.018814e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5455 members Mstep: Class 2 contains 236443 members Entering Unmasked Estep Score: -30188136.000000 Penalty: 6148.550781 Iteration 73Q: 3 clusters Score -3.018814e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 236466 members Entering Unmasked Estep Score: -30188116.000000 Penalty: 6148.550781 Iteration 74Q: 3 clusters Score -3.018812e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5406 members Mstep: Class 2 contains 236492 members Entering Unmasked Estep Score: -30188112.000000 Penalty: 6148.550781 Iteration 75Q: 3 clusters Score -3.018811e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 236528 members Entering Unmasked Estep Score: -30188124.000000 Penalty: 6148.550781 Iteration 76Q: 3 clusters Score -3.018812e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5352 members Mstep: Class 2 contains 236546 members Entering Unmasked Estep Score: -30188104.000000 Penalty: 6148.550781 Iteration 77Q: 3 clusters Score -3.01881e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5337 members Mstep: Class 2 contains 236561 members Entering Unmasked Estep Score: -30188110.000000 Penalty: 6148.550781 Iteration 78Q: 3 clusters Score -3.018811e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5316 members Mstep: Class 2 contains 236582 members Entering Unmasked Estep Score: -30188096.000000 Penalty: 6148.550781 Iteration 79Q: 3 clusters Score -3.01881e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5290 members Mstep: Class 2 contains 236608 members Entering Unmasked Estep Score: -30188096.000000 Penalty: 6148.550781 Iteration 80F: 3 clusters Score -3.01881e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 236633 members Entering Unmasked Estep Score: -30188084.000000 Penalty: 6148.550781 Iteration 81Q: 3 clusters Score -3.018808e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 236658 members Entering Unmasked Estep Score: -30188074.000000 Penalty: 6148.550781 Iteration 82Q: 3 clusters Score -3.018807e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5214 members Mstep: Class 2 contains 236684 members Entering Unmasked Estep Score: -30188090.000000 Penalty: 6148.550781 Iteration 83Q: 3 clusters Score -3.018809e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 236704 members Entering Unmasked Estep Score: -30188106.000000 Penalty: 6148.550781 Iteration 84Q: 3 clusters Score -3.018811e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5170 members Mstep: Class 2 contains 236728 members Entering Unmasked Estep Score: -30188094.000000 Penalty: 6148.550781 Iteration 85Q: 3 clusters Score -3.018809e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5143 members Mstep: Class 2 contains 236755 members Entering Unmasked Estep Score: -30188130.000000 Penalty: 6148.550781 Iteration 86Q: 3 clusters Score -3.018813e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 236771 members Entering Unmasked Estep Score: -30188136.000000 Penalty: 6148.550781 Iteration 87Q: 3 clusters Score -3.018814e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 236785 members Entering Unmasked Estep Score: -30188144.000000 Penalty: 6148.550781 Iteration 88Q: 3 clusters Score -3.018814e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5106 members Mstep: Class 2 contains 236792 members Entering Unmasked Estep Score: -30188140.000000 Penalty: 6148.550781 Iteration 89Q: 3 clusters Score -3.018814e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5095 members Mstep: Class 2 contains 236803 members Entering Unmasked Estep Score: -30188146.000000 Penalty: 6148.550781 Iteration 90Q: 3 clusters Score -3.018815e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 236812 members Entering Unmasked Estep Score: -30188144.000000 Penalty: 6148.550781 Iteration 91Q: 3 clusters Score -3.018814e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 236825 members Entering Unmasked Estep Score: -30188146.000000 Penalty: 6148.550781 Iteration 92Q: 3 clusters Score -3.018815e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5059 members Mstep: Class 2 contains 236839 members Entering Unmasked Estep Score: -30188140.000000 Penalty: 6148.550781 Iteration 93Q: 3 clusters Score -3.018814e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5052 members Mstep: Class 2 contains 236846 members Entering Unmasked Estep Score: -30188140.000000 Penalty: 6148.550781 Iteration 94Q: 3 clusters Score -3.018814e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 236864 members Entering Unmasked Estep Score: -30188174.000000 Penalty: 6148.550781 Iteration 95Q: 3 clusters Score -3.018817e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5015 members Mstep: Class 2 contains 236883 members Entering Unmasked Estep Score: -30188160.000000 Penalty: 6148.550781 Iteration 96Q: 3 clusters Score -3.018816e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 236898 members Entering Unmasked Estep Score: -30188166.000000 Penalty: 6148.550781 Iteration 97Q: 3 clusters Score -3.018817e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 236912 members Entering Unmasked Estep Score: -30188182.000000 Penalty: 6148.550781 Iteration 98Q: 3 clusters Score -3.018818e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 236922 members Entering Unmasked Estep Score: -30188186.000000 Penalty: 6148.550781 Iteration 99Q: 3 clusters Score -3.018819e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4966 members Mstep: Class 2 contains 236932 members Entering Unmasked Estep Score: -30188178.000000 Penalty: 6148.550781 Iteration 100F: 3 clusters Score -3.018818e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 236943 members Entering Unmasked Estep Score: -30188204.000000 Penalty: 6148.550781 Iteration 101Q: 3 clusters Score -3.01882e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 236953 members Entering Unmasked Estep Score: -30188200.000000 Penalty: 6148.550781 Iteration 102Q: 3 clusters Score -3.01882e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 236966 members Entering Unmasked Estep Score: -30188214.000000 Penalty: 6148.550781 Iteration 103Q: 3 clusters Score -3.018821e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Mstep: Class 2 contains 236982 members Entering Unmasked Estep Score: -30188204.000000 Penalty: 6148.550781 Iteration 104Q: 3 clusters Score -3.01882e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 236994 members Entering Unmasked Estep Score: -30188212.000000 Penalty: 6148.550781 Iteration 105Q: 3 clusters Score -3.018821e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 237011 members Entering Unmasked Estep Score: -30188238.000000 Penalty: 6148.550781 Iteration 106Q: 3 clusters Score -3.018824e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4883 members Mstep: Class 2 contains 237015 members Entering Unmasked Estep Score: -30188222.000000 Penalty: 6148.550781 Iteration 107Q: 3 clusters Score -3.018822e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 237020 members Entering Unmasked Estep Score: -30188200.000000 Penalty: 6148.550781 Iteration 108Q: 3 clusters Score -3.01882e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4874 members Mstep: Class 2 contains 237024 members Entering Unmasked Estep Score: -30188184.000000 Penalty: 6148.550781 Iteration 109Q: 3 clusters Score -3.018818e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 237025 members Entering Unmasked Estep Score: -30188178.000000 Penalty: 6148.550781 Iteration 110Q: 3 clusters Score -3.018818e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4874 members Mstep: Class 2 contains 237024 members Entering Unmasked Estep Score: -30188182.000000 Penalty: 6148.550781 Iteration 111Q: 3 clusters Score -3.018818e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4874 members Mstep: Class 2 contains 237024 members Entering Unmasked Estep Score: -30188194.000000 Penalty: 6148.550781 Iteration 112Q: 3 clusters Score -3.018819e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 237025 members Entering Unmasked Estep Score: -30188194.000000 Penalty: 6148.550781 Iteration 113Q: 3 clusters Score -3.018819e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 237025 members Entering Unmasked Estep Score: -30188194.000000 Penalty: 6148.550781 Iteration 114F: 3 clusters Score -3.018819e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2739 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Entering Unmasked Estep Score: -321002.406250 Penalty: 1963.006348 Iteration 0F: 2 clusters Score -321002.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -317894.687500 Penalty: 3926.012695 Iteration 0F: 3 clusters Score -317894.7 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -318544.281250 Penalty: 3926.012695 Iteration 1F: 3 clusters Score -318544.3 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -318709.000000 Penalty: 3926.012695 Iteration 2F: 3 clusters Score -318709 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -318812.531250 Penalty: 3926.012695 Iteration 3Q: 3 clusters Score -318812.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -318885.812500 Penalty: 3926.012695 Iteration 4Q: 3 clusters Score -318885.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -318948.312500 Penalty: 3926.012695 Iteration 5Q: 3 clusters Score -318948.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -318994.750000 Penalty: 3926.012695 Iteration 6Q: 3 clusters Score -318994.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -319048.437500 Penalty: 3926.012695 Iteration 7Q: 3 clusters Score -319048.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -319102.875000 Penalty: 3926.012695 Iteration 8Q: 3 clusters Score -319102.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -319160.625000 Penalty: 3926.012695 Iteration 9Q: 3 clusters Score -319160.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -319221.593750 Penalty: 3926.012695 Iteration 10Q: 3 clusters Score -319221.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -319277.187500 Penalty: 3926.012695 Iteration 11Q: 3 clusters Score -319277.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -319321.187500 Penalty: 3926.012695 Iteration 12Q: 3 clusters Score -319321.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -319349.531250 Penalty: 3926.012695 Iteration 13Q: 3 clusters Score -319349.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -319380.000000 Penalty: 3926.012695 Iteration 14Q: 3 clusters Score -319380 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -319410.187500 Penalty: 3926.012695 Iteration 15Q: 3 clusters Score -319410.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -319441.093750 Penalty: 3926.012695 Iteration 16Q: 3 clusters Score -319441.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -319464.937500 Penalty: 3926.012695 Iteration 17Q: 3 clusters Score -319464.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -319478.187500 Penalty: 3926.012695 Iteration 18Q: 3 clusters Score -319478.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -319488.281250 Penalty: 3926.012695 Iteration 19Q: 3 clusters Score -319488.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -319494.500000 Penalty: 3926.012695 Iteration 20F: 3 clusters Score -319494.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -319500.656250 Penalty: 3926.012695 Iteration 21Q: 3 clusters Score -319500.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -319504.468750 Penalty: 3926.012695 Iteration 22Q: 3 clusters Score -319504.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -319508.781250 Penalty: 3926.012695 Iteration 23Q: 3 clusters Score -319508.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -319511.437500 Penalty: 3926.012695 Iteration 24Q: 3 clusters Score -319511.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -319512.812500 Penalty: 3926.012695 Iteration 25Q: 3 clusters Score -319512.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -319515.812500 Penalty: 3926.012695 Iteration 26Q: 3 clusters Score -319515.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -319517.500000 Penalty: 3926.012695 Iteration 27Q: 3 clusters Score -319517.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -319517.906250 Penalty: 3926.012695 Iteration 28Q: 3 clusters Score -319517.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -319520.093750 Penalty: 3926.012695 Iteration 29Q: 3 clusters Score -319520.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -319521.687500 Penalty: 3926.012695 Iteration 30Q: 3 clusters Score -319521.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -319524.062500 Penalty: 3926.012695 Iteration 31Q: 3 clusters Score -319524.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -319526.843750 Penalty: 3926.012695 Iteration 32Q: 3 clusters Score -319526.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -319528.437500 Penalty: 3926.012695 Iteration 33Q: 3 clusters Score -319528.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -319530.406250 Penalty: 3926.012695 Iteration 34Q: 3 clusters Score -319530.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -319536.562500 Penalty: 3926.012695 Iteration 35Q: 3 clusters Score -319536.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -319541.875000 Penalty: 3926.012695 Iteration 36Q: 3 clusters Score -319541.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -319547.375000 Penalty: 3926.012695 Iteration 37Q: 3 clusters Score -319547.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -319552.312500 Penalty: 3926.012695 Iteration 38Q: 3 clusters Score -319552.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -319555.062500 Penalty: 3926.012695 Iteration 39Q: 3 clusters Score -319555.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -319561.156250 Penalty: 3926.012695 Iteration 40F: 3 clusters Score -319561.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -319566.562500 Penalty: 3926.012695 Iteration 41Q: 3 clusters Score -319566.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -319572.687500 Penalty: 3926.012695 Iteration 42Q: 3 clusters Score -319572.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -319576.906250 Penalty: 3926.012695 Iteration 43Q: 3 clusters Score -319576.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -319577.906250 Penalty: 3926.012695 Iteration 44Q: 3 clusters Score -319577.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -319580.906250 Penalty: 3926.012695 Iteration 45Q: 3 clusters Score -319580.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -319583.468750 Penalty: 3926.012695 Iteration 46Q: 3 clusters Score -319583.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -319584.000000 Penalty: 3926.012695 Iteration 47Q: 3 clusters Score -319584 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -319584.718750 Penalty: 3926.012695 Iteration 48Q: 3 clusters Score -319584.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -319584.718750 Penalty: 3926.012695 Iteration 49F: 3 clusters Score -319584.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (917 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Entering Unmasked Estep Score: -104766.640625 Penalty: 1691.634644 Iteration 0F: 2 clusters Score -104766.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -103025.382812 Penalty: 3383.269287 Iteration 0F: 3 clusters Score -103025.4 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -103626.882812 Penalty: 3383.269287 Iteration 1F: 3 clusters Score -103626.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -103939.289062 Penalty: 3383.269287 Iteration 2F: 3 clusters Score -103939.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -104364.695312 Penalty: 3383.269287 Iteration 3F: 3 clusters Score -104364.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -104932.640625 Penalty: 3383.269287 Iteration 4F: 3 clusters Score -104932.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -105380.289062 Penalty: 3383.269287 Iteration 5F: 3 clusters Score -105380.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -105793.515625 Penalty: 3383.269287 Iteration 6F: 3 clusters Score -105793.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -106163.929688 Penalty: 3383.269287 Iteration 7Q: 3 clusters Score -106163.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -106248.937500 Penalty: 3383.269287 Iteration 8Q: 3 clusters Score -106248.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -106277.187500 Penalty: 3383.269287 Iteration 9Q: 3 clusters Score -106277.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -106297.351562 Penalty: 3383.269287 Iteration 10Q: 3 clusters Score -106297.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -106307.820312 Penalty: 3383.269287 Iteration 11Q: 3 clusters Score -106307.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -106350.546875 Penalty: 3383.269287 Iteration 12Q: 3 clusters Score -106350.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -106350.546875 Penalty: 3383.269287 Iteration 13F: 3 clusters Score -106350.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 201 members Mstep: Class 1 contains 50955 members Mstep: Class 2 contains 241898 members Mstep: Class 3 contains 2739 members Mstep: Class 4 contains 732 members Mstep: Class 5 contains 28879 members Mstep: Class 6 contains 6944 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 739 members Mstep: Class 9 contains 185 members Mstep: Class 11 contains 9134 members Mstep: Class 12 contains 1730 members Mstep: Class 13 contains 64993 members Mstep: Class 14 contains 6264 members Mstep: Class 15 contains 8200 members Mstep: Class 16 contains 8244 members Mstep: Class 17 contains 2765 members Mstep: Class 19 contains 8990 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3484 members Entering Unmasked Estep Score: -55432488.000000 Penalty: 64550.628906 Splitting cluster 4 changes total score from -55432460.000000 to -55432488.000000 So it's getting split into cluster 9. Entering ConstructFrom: Trying to split cluster 5 (28879 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28879 members Entering Unmasked Estep Score: -3572768.500000 Penalty: 2547.175781 Iteration 0F: 2 clusters Score -3572768 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14486 members Mstep: Class 2 contains 14393 members Entering Unmasked Estep Score: -3552910.000000 Penalty: 5094.351562 Iteration 0F: 3 clusters Score -3552910 nChanged 13030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14738 members Mstep: Class 2 contains 14141 members Entering Unmasked Estep Score: -3559935.500000 Penalty: 5094.351562 Iteration 1F: 3 clusters Score -3559936 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14858 members Mstep: Class 2 contains 14021 members Entering Unmasked Estep Score: -3560412.750000 Penalty: 5094.351562 Iteration 2Q: 3 clusters Score -3560413 nChanged 1203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14997 members Mstep: Class 2 contains 13882 members Entering Unmasked Estep Score: -3560782.750000 Penalty: 5094.351562 Iteration 3Q: 3 clusters Score -3560783 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15145 members Mstep: Class 2 contains 13734 members Entering Unmasked Estep Score: -3561173.250000 Penalty: 5094.351562 Iteration 4Q: 3 clusters Score -3561173 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15332 members Mstep: Class 2 contains 13547 members Entering Unmasked Estep Score: -3561573.750000 Penalty: 5094.351562 Iteration 5Q: 3 clusters Score -3561574 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15562 members Mstep: Class 2 contains 13317 members Entering Unmasked Estep Score: -3561946.500000 Penalty: 5094.351562 Iteration 6Q: 3 clusters Score -3561946 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15823 members Mstep: Class 2 contains 13056 members Entering Unmasked Estep Score: -3562318.250000 Penalty: 5094.351562 Iteration 7Q: 3 clusters Score -3562318 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16187 members Mstep: Class 2 contains 12692 members Entering Unmasked Estep Score: -3562756.250000 Penalty: 5094.351562 Iteration 8Q: 3 clusters Score -3562756 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16628 members Mstep: Class 2 contains 12251 members Entering Unmasked Estep Score: -3563240.250000 Penalty: 5094.351562 Iteration 9Q: 3 clusters Score -3563240 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17213 members Mstep: Class 2 contains 11666 members Entering Unmasked Estep Score: -3563817.500000 Penalty: 5094.351562 Iteration 10Q: 3 clusters Score -3563818 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17915 members Mstep: Class 2 contains 10964 members Entering Unmasked Estep Score: -3564474.000000 Penalty: 5094.351562 Iteration 11Q: 3 clusters Score -3564474 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18744 members Mstep: Class 2 contains 10135 members Entering Unmasked Estep Score: -3565261.500000 Penalty: 5094.351562 Iteration 12Q: 3 clusters Score -3565262 nChanged 1295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19669 members Mstep: Class 2 contains 9210 members Entering Unmasked Estep Score: -3566120.250000 Penalty: 5094.351562 Iteration 13Q: 3 clusters Score -3566120 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20561 members Mstep: Class 2 contains 8318 members Entering Unmasked Estep Score: -3567022.250000 Penalty: 5094.351562 Iteration 14Q: 3 clusters Score -3567022 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21441 members Mstep: Class 2 contains 7438 members Entering Unmasked Estep Score: -3567910.750000 Penalty: 5094.351562 Iteration 15Q: 3 clusters Score -3567911 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22220 members Mstep: Class 2 contains 6659 members Entering Unmasked Estep Score: -3568618.250000 Penalty: 5094.351562 Iteration 16Q: 3 clusters Score -3568618 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22894 members Mstep: Class 2 contains 5985 members Entering Unmasked Estep Score: -3569189.250000 Penalty: 5094.351562 Iteration 17Q: 3 clusters Score -3569189 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23421 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -3569560.250000 Penalty: 5094.351562 Iteration 18Q: 3 clusters Score -3569560 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23849 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -3569801.000000 Penalty: 5094.351562 Iteration 19Q: 3 clusters Score -3569801 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24202 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -3569977.250000 Penalty: 5094.351562 Iteration 20F: 3 clusters Score -3569977 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24489 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -3570072.750000 Penalty: 5094.351562 Iteration 21Q: 3 clusters Score -3570073 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24743 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -3570165.000000 Penalty: 5094.351562 Iteration 22Q: 3 clusters Score -3570165 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24962 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -3570239.000000 Penalty: 5094.351562 Iteration 23Q: 3 clusters Score -3570239 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25139 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -3570285.500000 Penalty: 5094.351562 Iteration 24Q: 3 clusters Score -3570286 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25288 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -3570333.000000 Penalty: 5094.351562 Iteration 25Q: 3 clusters Score -3570333 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25420 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -3570380.000000 Penalty: 5094.351562 Iteration 26Q: 3 clusters Score -3570380 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25547 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -3570406.250000 Penalty: 5094.351562 Iteration 27Q: 3 clusters Score -3570406 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25669 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -3570434.500000 Penalty: 5094.351562 Iteration 28Q: 3 clusters Score -3570434 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25769 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -3570460.750000 Penalty: 5094.351562 Iteration 29Q: 3 clusters Score -3570461 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25849 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -3570477.750000 Penalty: 5094.351562 Iteration 30Q: 3 clusters Score -3570478 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25921 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -3570498.000000 Penalty: 5094.351562 Iteration 31Q: 3 clusters Score -3570498 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25993 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -3570522.000000 Penalty: 5094.351562 Iteration 32Q: 3 clusters Score -3570522 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26055 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -3570532.750000 Penalty: 5094.351562 Iteration 33Q: 3 clusters Score -3570533 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26108 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -3570534.750000 Penalty: 5094.351562 Iteration 34Q: 3 clusters Score -3570535 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26154 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -3570550.000000 Penalty: 5094.351562 Iteration 35Q: 3 clusters Score -3570550 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26191 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -3570552.750000 Penalty: 5094.351562 Iteration 36Q: 3 clusters Score -3570553 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26228 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -3570559.500000 Penalty: 5094.351562 Iteration 37Q: 3 clusters Score -3570560 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26255 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -3570559.250000 Penalty: 5094.351562 Iteration 38Q: 3 clusters Score -3570559 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26286 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -3570567.500000 Penalty: 5094.351562 Iteration 39Q: 3 clusters Score -3570568 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26313 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -3570577.750000 Penalty: 5094.351562 Iteration 40F: 3 clusters Score -3570578 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26344 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -3570571.250000 Penalty: 5094.351562 Iteration 41Q: 3 clusters Score -3570571 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26374 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -3570584.750000 Penalty: 5094.351562 Iteration 42Q: 3 clusters Score -3570585 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26396 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -3570590.750000 Penalty: 5094.351562 Iteration 43Q: 3 clusters Score -3570591 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26414 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -3570593.750000 Penalty: 5094.351562 Iteration 44Q: 3 clusters Score -3570594 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26432 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -3570606.250000 Penalty: 5094.351562 Iteration 45Q: 3 clusters Score -3570606 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26458 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -3570613.500000 Penalty: 5094.351562 Iteration 46Q: 3 clusters Score -3570614 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26481 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -3570610.750000 Penalty: 5094.351562 Iteration 47Q: 3 clusters Score -3570611 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26500 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -3570623.000000 Penalty: 5094.351562 Iteration 48Q: 3 clusters Score -3570623 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26520 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -3570616.750000 Penalty: 5094.351562 Iteration 49Q: 3 clusters Score -3570617 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26546 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -3570622.250000 Penalty: 5094.351562 Iteration 50Q: 3 clusters Score -3570622 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26569 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -3570632.500000 Penalty: 5094.351562 Iteration 51Q: 3 clusters Score -3570632 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26592 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -3570634.250000 Penalty: 5094.351562 Iteration 52Q: 3 clusters Score -3570634 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26610 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -3570643.750000 Penalty: 5094.351562 Iteration 53Q: 3 clusters Score -3570644 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26623 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -3570647.000000 Penalty: 5094.351562 Iteration 54Q: 3 clusters Score -3570647 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26631 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -3570653.250000 Penalty: 5094.351562 Iteration 55Q: 3 clusters Score -3570653 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26639 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -3570649.500000 Penalty: 5094.351562 Iteration 56Q: 3 clusters Score -3570650 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26641 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -3570654.500000 Penalty: 5094.351562 Iteration 57Q: 3 clusters Score -3570654 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26647 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -3570657.000000 Penalty: 5094.351562 Iteration 58Q: 3 clusters Score -3570657 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26652 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -3570655.250000 Penalty: 5094.351562 Iteration 59Q: 3 clusters Score -3570655 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26659 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -3570650.500000 Penalty: 5094.351562 Iteration 60F: 3 clusters Score -3570650 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26666 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -3570647.750000 Penalty: 5094.351562 Iteration 61Q: 3 clusters Score -3570648 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26672 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -3570651.750000 Penalty: 5094.351562 Iteration 62Q: 3 clusters Score -3570652 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26674 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -3570655.000000 Penalty: 5094.351562 Iteration 63Q: 3 clusters Score -3570655 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26675 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -3570653.250000 Penalty: 5094.351562 Iteration 64Q: 3 clusters Score -3570653 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26677 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -3570653.000000 Penalty: 5094.351562 Iteration 65Q: 3 clusters Score -3570653 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26680 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -3570650.500000 Penalty: 5094.351562 Iteration 66Q: 3 clusters Score -3570650 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26680 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -3570650.000000 Penalty: 5094.351562 Iteration 67Q: 3 clusters Score -3570650 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26684 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -3570657.500000 Penalty: 5094.351562 Iteration 68Q: 3 clusters Score -3570658 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26685 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -3570659.000000 Penalty: 5094.351562 Iteration 69Q: 3 clusters Score -3570659 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26688 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -3570660.750000 Penalty: 5094.351562 Iteration 70Q: 3 clusters Score -3570661 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26689 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -3570658.750000 Penalty: 5094.351562 Iteration 71Q: 3 clusters Score -3570659 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26689 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -3570658.750000 Penalty: 5094.351562 Iteration 72F: 3 clusters Score -3570659 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (6944 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6944 members Entering Unmasked Estep Score: -882784.562500 Penalty: 2193.717041 Iteration 0F: 2 clusters Score -882784.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -877003.062500 Penalty: 4387.434082 Iteration 0F: 3 clusters Score -877003.1 nChanged 2832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -878566.812500 Penalty: 4387.434082 Iteration 1F: 3 clusters Score -878566.8 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -878825.250000 Penalty: 4387.434082 Iteration 2F: 3 clusters Score -878825.2 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -879020.812500 Penalty: 4387.434082 Iteration 3F: 3 clusters Score -879020.8 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -879205.312500 Penalty: 4387.434082 Iteration 4Q: 3 clusters Score -879205.3 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -879398.812500 Penalty: 4387.434082 Iteration 5Q: 3 clusters Score -879398.8 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -879648.625000 Penalty: 4387.434082 Iteration 6Q: 3 clusters Score -879648.6 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -880016.000000 Penalty: 4387.434082 Iteration 7F: 3 clusters Score -880016 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -880461.437500 Penalty: 4387.434082 Iteration 8F: 3 clusters Score -880461.4 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -880887.062500 Penalty: 4387.434082 Iteration 9F: 3 clusters Score -880887.1 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -881193.562500 Penalty: 4387.434082 Iteration 10F: 3 clusters Score -881193.6 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -881390.750000 Penalty: 4387.434082 Iteration 11Q: 3 clusters Score -881390.8 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -881514.937500 Penalty: 4387.434082 Iteration 12Q: 3 clusters Score -881514.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -881627.125000 Penalty: 4387.434082 Iteration 13Q: 3 clusters Score -881627.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -881713.125000 Penalty: 4387.434082 Iteration 14Q: 3 clusters Score -881713.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -881783.937500 Penalty: 4387.434082 Iteration 15Q: 3 clusters Score -881783.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -881848.625000 Penalty: 4387.434082 Iteration 16Q: 3 clusters Score -881848.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -881906.875000 Penalty: 4387.434082 Iteration 17Q: 3 clusters Score -881906.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -881950.250000 Penalty: 4387.434082 Iteration 18Q: 3 clusters Score -881950.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -881982.437500 Penalty: 4387.434082 Iteration 19Q: 3 clusters Score -881982.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -882005.562500 Penalty: 4387.434082 Iteration 20F: 3 clusters Score -882005.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -882017.125000 Penalty: 4387.434082 Iteration 21Q: 3 clusters Score -882017.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -882026.875000 Penalty: 4387.434082 Iteration 22Q: 3 clusters Score -882026.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -882035.250000 Penalty: 4387.434082 Iteration 23Q: 3 clusters Score -882035.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -882035.187500 Penalty: 4387.434082 Iteration 24Q: 3 clusters Score -882035.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -882038.812500 Penalty: 4387.434082 Iteration 25Q: 3 clusters Score -882038.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -882041.875000 Penalty: 4387.434082 Iteration 26Q: 3 clusters Score -882041.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 4838 members Entering Unmasked Estep Score: -882044.937500 Penalty: 4387.434082 Iteration 27Q: 3 clusters Score -882044.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -882046.187500 Penalty: 4387.434082 Iteration 28Q: 3 clusters Score -882046.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -882049.000000 Penalty: 4387.434082 Iteration 29Q: 3 clusters Score -882049 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 4853 members Entering Unmasked Estep Score: -882047.812500 Penalty: 4387.434082 Iteration 30Q: 3 clusters Score -882047.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -882048.125000 Penalty: 4387.434082 Iteration 31Q: 3 clusters Score -882048.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -882050.812500 Penalty: 4387.434082 Iteration 32Q: 3 clusters Score -882050.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -882053.312500 Penalty: 4387.434082 Iteration 33Q: 3 clusters Score -882053.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 4875 members Entering Unmasked Estep Score: -882053.812500 Penalty: 4387.434082 Iteration 34Q: 3 clusters Score -882053.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -882054.812500 Penalty: 4387.434082 Iteration 35Q: 3 clusters Score -882054.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 4877 members Entering Unmasked Estep Score: -882055.000000 Penalty: 4387.434082 Iteration 36Q: 3 clusters Score -882055 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -882054.500000 Penalty: 4387.434082 Iteration 37Q: 3 clusters Score -882054.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -882054.500000 Penalty: 4387.434082 Iteration 38F: 3 clusters Score -882054.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (520 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Entering Unmasked Estep Score: -53581.199219 Penalty: 1550.949585 Iteration 0F: 2 clusters Score -53581.2 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 243 members Entering Unmasked Estep Score: -52121.945312 Penalty: 3101.899170 Iteration 0F: 3 clusters Score -52121.95 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -52428.203125 Penalty: 3101.899170 Iteration 1F: 3 clusters Score -52428.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -52626.265625 Penalty: 3101.899170 Iteration 2F: 3 clusters Score -52626.27 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -52965.257812 Penalty: 3101.899170 Iteration 3F: 3 clusters Score -52965.26 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -53223.441406 Penalty: 3101.899170 Iteration 4F: 3 clusters Score -53223.44 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -53341.718750 Penalty: 3101.899170 Iteration 5Q: 3 clusters Score -53341.72 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -53423.316406 Penalty: 3101.899170 Iteration 6Q: 3 clusters Score -53423.32 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -53493.539062 Penalty: 3101.899170 Iteration 7Q: 3 clusters Score -53493.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -53521.375000 Penalty: 3101.899170 Iteration 8Q: 3 clusters Score -53521.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -53536.570312 Penalty: 3101.899170 Iteration 9Q: 3 clusters Score -53536.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -53536.570312 Penalty: 3101.899170 Iteration 10F: 3 clusters Score -53536.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (739 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Entering Unmasked Estep Score: -76327.554688 Penalty: 1638.113892 Iteration 0F: 2 clusters Score -76327.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -74881.476562 Penalty: 3276.227783 Iteration 0F: 3 clusters Score -74881.48 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -75818.179688 Penalty: 3276.227783 Iteration 1F: 3 clusters Score -75818.18 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -76268.039062 Penalty: 3276.227783 Iteration 2F: 3 clusters Score -76268.04 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -76778.656250 Penalty: 3276.227783 Iteration 3F: 3 clusters Score -76778.66 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -76893.273438 Penalty: 3276.227783 Iteration 4Q: 3 clusters Score -76893.27 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -76944.867188 Penalty: 3276.227783 Iteration 5Q: 3 clusters Score -76944.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -76982.601562 Penalty: 3276.227783 Iteration 6Q: 3 clusters Score -76982.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -76986.234375 Penalty: 3276.227783 Iteration 7Q: 3 clusters Score -76986.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -76986.234375 Penalty: 3276.227783 Iteration 8F: 3 clusters Score -76986.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 201 members Mstep: Class 1 contains 50955 members Mstep: Class 2 contains 241898 members Mstep: Class 3 contains 2739 members Mstep: Class 4 contains 732 members Mstep: Class 5 contains 28879 members Mstep: Class 6 contains 6944 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 165 members Mstep: Class 9 contains 185 members Mstep: Class 10 contains 574 members Mstep: Class 11 contains 9134 members Mstep: Class 12 contains 1730 members Mstep: Class 13 contains 64993 members Mstep: Class 14 contains 6264 members Mstep: Class 15 contains 8200 members Mstep: Class 16 contains 8244 members Mstep: Class 17 contains 2765 members Mstep: Class 19 contains 8990 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3484 members Entering Unmasked Estep Score: -55431540.000000 Penalty: 67778.156250 Splitting cluster 8 changes total score from -55432460.000000 to -55431540.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (9134 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9134 members Entering Unmasked Estep Score: -1167679.250000 Penalty: 2261.700195 Iteration 0F: 2 clusters Score -1167679 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -1160650.250000 Penalty: 4523.400391 Iteration 0F: 3 clusters Score -1160650 nChanged 3725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -1162532.875000 Penalty: 4523.400391 Iteration 1F: 3 clusters Score -1162533 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -1162793.875000 Penalty: 4523.400391 Iteration 2F: 3 clusters Score -1162794 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -1162997.875000 Penalty: 4523.400391 Iteration 3Q: 3 clusters Score -1162998 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -1163191.000000 Penalty: 4523.400391 Iteration 4Q: 3 clusters Score -1163191 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -1163396.500000 Penalty: 4523.400391 Iteration 5Q: 3 clusters Score -1163396 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -1163598.375000 Penalty: 4523.400391 Iteration 6Q: 3 clusters Score -1163598 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5620 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -1163806.750000 Penalty: 4523.400391 Iteration 7Q: 3 clusters Score -1163807 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5889 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -1164028.750000 Penalty: 4523.400391 Iteration 8Q: 3 clusters Score -1164029 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6189 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -1164282.125000 Penalty: 4523.400391 Iteration 9Q: 3 clusters Score -1164282 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6512 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -1164581.875000 Penalty: 4523.400391 Iteration 10Q: 3 clusters Score -1164582 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6839 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -1164844.500000 Penalty: 4523.400391 Iteration 11Q: 3 clusters Score -1164844 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7139 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -1165063.375000 Penalty: 4523.400391 Iteration 12Q: 3 clusters Score -1165063 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7393 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -1165240.500000 Penalty: 4523.400391 Iteration 13Q: 3 clusters Score -1165240 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7592 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -1165373.000000 Penalty: 4523.400391 Iteration 14Q: 3 clusters Score -1165373 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7764 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -1165494.625000 Penalty: 4523.400391 Iteration 15Q: 3 clusters Score -1165495 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7925 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -1165600.875000 Penalty: 4523.400391 Iteration 16Q: 3 clusters Score -1165601 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8054 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -1165699.875000 Penalty: 4523.400391 Iteration 17Q: 3 clusters Score -1165700 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8166 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -1165776.000000 Penalty: 4523.400391 Iteration 18Q: 3 clusters Score -1165776 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8249 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -1165834.250000 Penalty: 4523.400391 Iteration 19Q: 3 clusters Score -1165834 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8300 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -1165870.500000 Penalty: 4523.400391 Iteration 20F: 3 clusters Score -1165870 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8335 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -1165890.500000 Penalty: 4523.400391 Iteration 21Q: 3 clusters Score -1165890 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8364 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -1165908.625000 Penalty: 4523.400391 Iteration 22Q: 3 clusters Score -1165909 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8389 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -1165918.250000 Penalty: 4523.400391 Iteration 23Q: 3 clusters Score -1165918 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8406 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -1165931.625000 Penalty: 4523.400391 Iteration 24Q: 3 clusters Score -1165932 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8419 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -1165936.875000 Penalty: 4523.400391 Iteration 25Q: 3 clusters Score -1165937 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8429 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -1165944.000000 Penalty: 4523.400391 Iteration 26Q: 3 clusters Score -1165944 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8438 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -1165950.000000 Penalty: 4523.400391 Iteration 27Q: 3 clusters Score -1165950 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8451 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -1165958.250000 Penalty: 4523.400391 Iteration 28Q: 3 clusters Score -1165958 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8455 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -1165959.500000 Penalty: 4523.400391 Iteration 29Q: 3 clusters Score -1165960 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8462 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -1165963.375000 Penalty: 4523.400391 Iteration 30Q: 3 clusters Score -1165963 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8466 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -1165963.500000 Penalty: 4523.400391 Iteration 31Q: 3 clusters Score -1165964 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8467 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -1165965.250000 Penalty: 4523.400391 Iteration 32Q: 3 clusters Score -1165965 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8467 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -1165965.250000 Penalty: 4523.400391 Iteration 33F: 3 clusters Score -1165965 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1730 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Entering Unmasked Estep Score: -200592.218750 Penalty: 1849.057495 Iteration 0F: 2 clusters Score -200592.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -198193.140625 Penalty: 3698.114990 Iteration 0F: 3 clusters Score -198193.1 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -198713.250000 Penalty: 3698.114990 Iteration 1F: 3 clusters Score -198713.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -198943.109375 Penalty: 3698.114990 Iteration 2F: 3 clusters Score -198943.1 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -199214.468750 Penalty: 3698.114990 Iteration 3F: 3 clusters Score -199214.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -199584.656250 Penalty: 3698.114990 Iteration 4F: 3 clusters Score -199584.7 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -199896.062500 Penalty: 3698.114990 Iteration 5F: 3 clusters Score -199896.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -200480.765625 Penalty: 3698.114990 Iteration 6F: 3 clusters Score -200480.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -201617.734375 Penalty: 3698.114990 Iteration 7F: 3 clusters Score -201617.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -202470.843750 Penalty: 3698.114990 Iteration 8F: 3 clusters Score -202470.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -202708.453125 Penalty: 3698.114990 Iteration 9Q: 3 clusters Score -202708.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -202779.359375 Penalty: 3698.114990 Iteration 10Q: 3 clusters Score -202779.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -202853.187500 Penalty: 3698.114990 Iteration 11Q: 3 clusters Score -202853.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -202910.843750 Penalty: 3698.114990 Iteration 12Q: 3 clusters Score -202910.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -202920.718750 Penalty: 3698.114990 Iteration 13Q: 3 clusters Score -202920.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -202920.718750 Penalty: 3698.114990 Iteration 14F: 3 clusters Score -202920.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 201 members Mstep: Class 1 contains 50955 members Mstep: Class 2 contains 241898 members Mstep: Class 3 contains 2739 members Mstep: Class 4 contains 732 members Mstep: Class 5 contains 28879 members Mstep: Class 6 contains 6944 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 739 members Mstep: Class 9 contains 185 members Mstep: Class 10 contains 1155 members Mstep: Class 11 contains 9134 members Mstep: Class 12 contains 575 members Mstep: Class 13 contains 64993 members Mstep: Class 14 contains 6264 members Mstep: Class 15 contains 8200 members Mstep: Class 16 contains 8244 members Mstep: Class 17 contains 2765 members Mstep: Class 19 contains 8990 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3484 members Entering Unmasked Estep Score: -55433484.000000 Penalty: 67778.156250 Splitting cluster 12 changes total score from -55432460.000000 to -55433484.000000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 13 (64993 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64993 members Entering Unmasked Estep Score: -8165550.000000 Penalty: 2748.344727 Iteration 0F: 2 clusters Score -8165550 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32244 members Mstep: Class 2 contains 32749 members Entering Unmasked Estep Score: -8122098.000000 Penalty: 5496.689453 Iteration 0F: 3 clusters Score -8122098 nChanged 30204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29910 members Mstep: Class 2 contains 35083 members Entering Unmasked Estep Score: -8139041.500000 Penalty: 5496.689453 Iteration 1F: 3 clusters Score -8139042 nChanged 2683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28445 members Mstep: Class 2 contains 36548 members Entering Unmasked Estep Score: -8140000.000000 Penalty: 5496.689453 Iteration 2Q: 3 clusters Score -8140000 nChanged 2944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26283 members Mstep: Class 2 contains 38710 members Entering Unmasked Estep Score: -8141250.500000 Penalty: 5496.689453 Iteration 3Q: 3 clusters Score -8141250 nChanged 3430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23185 members Mstep: Class 2 contains 41808 members Entering Unmasked Estep Score: -8143070.500000 Penalty: 5496.689453 Iteration 4F: 3 clusters Score -8143070 nChanged 4260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19041 members Mstep: Class 2 contains 45952 members Entering Unmasked Estep Score: -8145999.500000 Penalty: 5496.689453 Iteration 5F: 3 clusters Score -8146000 nChanged 5219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13882 members Mstep: Class 2 contains 51111 members Entering Unmasked Estep Score: -8150299.000000 Penalty: 5496.689453 Iteration 6F: 3 clusters Score -8150299 nChanged 5337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8579 members Mstep: Class 2 contains 56414 members Entering Unmasked Estep Score: -8155298.000000 Penalty: 5496.689453 Iteration 7F: 3 clusters Score -8155298 nChanged 4254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 60592 members Entering Unmasked Estep Score: -8159560.500000 Penalty: 5496.689453 Iteration 8F: 3 clusters Score -8159560 nChanged 2462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 62964 members Entering Unmasked Estep Score: -8161994.500000 Penalty: 5496.689453 Iteration 9Q: 3 clusters Score -8161994 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 63852 members Entering Unmasked Estep Score: -8162860.000000 Penalty: 5496.689453 Iteration 10Q: 3 clusters Score -8162860 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 64136 members Entering Unmasked Estep Score: -8163196.500000 Penalty: 5496.689453 Iteration 11Q: 3 clusters Score -8163196 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 64232 members Entering Unmasked Estep Score: -8163367.500000 Penalty: 5496.689453 Iteration 12Q: 3 clusters Score -8163368 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 64271 members Entering Unmasked Estep Score: -8163434.500000 Penalty: 5496.689453 Iteration 13Q: 3 clusters Score -8163434 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 64299 members Entering Unmasked Estep Score: -8163486.500000 Penalty: 5496.689453 Iteration 14Q: 3 clusters Score -8163486 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 64308 members Entering Unmasked Estep Score: -8163499.000000 Penalty: 5496.689453 Iteration 15Q: 3 clusters Score -8163499 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 64313 members Entering Unmasked Estep Score: -8163511.500000 Penalty: 5496.689453 Iteration 16Q: 3 clusters Score -8163512 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 64311 members Entering Unmasked Estep Score: -8163517.000000 Penalty: 5496.689453 Iteration 17Q: 3 clusters Score -8163517 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 64316 members Entering Unmasked Estep Score: -8163530.000000 Penalty: 5496.689453 Iteration 18Q: 3 clusters Score -8163530 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 64317 members Entering Unmasked Estep Score: -8163532.500000 Penalty: 5496.689453 Iteration 19Q: 3 clusters Score -8163532 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 64321 members Entering Unmasked Estep Score: -8163555.000000 Penalty: 5496.689453 Iteration 20F: 3 clusters Score -8163555 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 64313 members Entering Unmasked Estep Score: -8163586.500000 Penalty: 5496.689453 Iteration 21Q: 3 clusters Score -8163586 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 64315 members Entering Unmasked Estep Score: -8163610.000000 Penalty: 5496.689453 Iteration 22Q: 3 clusters Score -8163610 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 64321 members Entering Unmasked Estep Score: -8163634.500000 Penalty: 5496.689453 Iteration 23Q: 3 clusters Score -8163634 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 64323 members Entering Unmasked Estep Score: -8163647.500000 Penalty: 5496.689453 Iteration 24Q: 3 clusters Score -8163648 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 64322 members Entering Unmasked Estep Score: -8163673.000000 Penalty: 5496.689453 Iteration 25Q: 3 clusters Score -8163673 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 64310 members Entering Unmasked Estep Score: -8163697.000000 Penalty: 5496.689453 Iteration 26Q: 3 clusters Score -8163697 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 64304 members Entering Unmasked Estep Score: -8163734.000000 Penalty: 5496.689453 Iteration 27Q: 3 clusters Score -8163734 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 64304 members Entering Unmasked Estep Score: -8163738.000000 Penalty: 5496.689453 Iteration 28Q: 3 clusters Score -8163738 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 64308 members Entering Unmasked Estep Score: -8163747.000000 Penalty: 5496.689453 Iteration 29Q: 3 clusters Score -8163747 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 64304 members Entering Unmasked Estep Score: -8163756.000000 Penalty: 5496.689453 Iteration 30Q: 3 clusters Score -8163756 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 64303 members Entering Unmasked Estep Score: -8163756.500000 Penalty: 5496.689453 Iteration 31Q: 3 clusters Score -8163756 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 64303 members Entering Unmasked Estep Score: -8163753.000000 Penalty: 5496.689453 Iteration 32Q: 3 clusters Score -8163753 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 64303 members Entering Unmasked Estep Score: -8163754.500000 Penalty: 5496.689453 Iteration 33Q: 3 clusters Score -8163754 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 64301 members Entering Unmasked Estep Score: -8163762.000000 Penalty: 5496.689453 Iteration 34Q: 3 clusters Score -8163762 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 64300 members Entering Unmasked Estep Score: -8163762.000000 Penalty: 5496.689453 Iteration 35Q: 3 clusters Score -8163762 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 64297 members Entering Unmasked Estep Score: -8163764.000000 Penalty: 5496.689453 Iteration 36Q: 3 clusters Score -8163764 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 64296 members Entering Unmasked Estep Score: -8163762.500000 Penalty: 5496.689453 Iteration 37Q: 3 clusters Score -8163762 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 64295 members Entering Unmasked Estep Score: -8163762.000000 Penalty: 5496.689453 Iteration 38Q: 3 clusters Score -8163762 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 64295 members Entering Unmasked Estep Score: -8163762.000000 Penalty: 5496.689453 Iteration 39F: 3 clusters Score -8163762 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 64294 members Entering Unmasked Estep Score: -8163761.500000 Penalty: 5496.689453 Iteration 40F: 3 clusters Score -8163762 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 64291 members Entering Unmasked Estep Score: -8163767.000000 Penalty: 5496.689453 Iteration 41Q: 3 clusters Score -8163767 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 64293 members Entering Unmasked Estep Score: -8163763.000000 Penalty: 5496.689453 Iteration 42Q: 3 clusters Score -8163763 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 64291 members Entering Unmasked Estep Score: -8163766.000000 Penalty: 5496.689453 Iteration 43Q: 3 clusters Score -8163766 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 64291 members Entering Unmasked Estep Score: -8163766.000000 Penalty: 5496.689453 Iteration 44F: 3 clusters Score -8163766 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (6264 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6264 members Entering Unmasked Estep Score: -795981.062500 Penalty: 2168.158447 Iteration 0F: 2 clusters Score -795981.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -790636.125000 Penalty: 4336.316895 Iteration 0F: 3 clusters Score -790636.1 nChanged 2465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -792079.562500 Penalty: 4336.316895 Iteration 1F: 3 clusters Score -792079.6 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -792285.937500 Penalty: 4336.316895 Iteration 2F: 3 clusters Score -792285.9 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -792418.250000 Penalty: 4336.316895 Iteration 3Q: 3 clusters Score -792418.2 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -792510.125000 Penalty: 4336.316895 Iteration 4Q: 3 clusters Score -792510.1 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -792587.312500 Penalty: 4336.316895 Iteration 5Q: 3 clusters Score -792587.3 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -792669.500000 Penalty: 4336.316895 Iteration 6Q: 3 clusters Score -792669.5 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -792741.812500 Penalty: 4336.316895 Iteration 7Q: 3 clusters Score -792741.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -792813.312500 Penalty: 4336.316895 Iteration 8Q: 3 clusters Score -792813.3 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -792891.062500 Penalty: 4336.316895 Iteration 9Q: 3 clusters Score -792891.1 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -792982.250000 Penalty: 4336.316895 Iteration 10Q: 3 clusters Score -792982.2 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -793091.937500 Penalty: 4336.316895 Iteration 11Q: 3 clusters Score -793091.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -793195.250000 Penalty: 4336.316895 Iteration 12Q: 3 clusters Score -793195.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -793299.187500 Penalty: 4336.316895 Iteration 13Q: 3 clusters Score -793299.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -793398.187500 Penalty: 4336.316895 Iteration 14Q: 3 clusters Score -793398.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -793484.562500 Penalty: 4336.316895 Iteration 15Q: 3 clusters Score -793484.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -793571.250000 Penalty: 4336.316895 Iteration 16Q: 3 clusters Score -793571.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5090 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -793638.187500 Penalty: 4336.316895 Iteration 17Q: 3 clusters Score -793638.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5177 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -793713.500000 Penalty: 4336.316895 Iteration 18Q: 3 clusters Score -793713.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5272 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -793794.625000 Penalty: 4336.316895 Iteration 19Q: 3 clusters Score -793794.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5363 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -793866.187500 Penalty: 4336.316895 Iteration 20F: 3 clusters Score -793866.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -793909.625000 Penalty: 4336.316895 Iteration 21Q: 3 clusters Score -793909.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -793942.500000 Penalty: 4336.316895 Iteration 22Q: 3 clusters Score -793942.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -793976.812500 Penalty: 4336.316895 Iteration 23Q: 3 clusters Score -793976.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5551 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -794009.875000 Penalty: 4336.316895 Iteration 24Q: 3 clusters Score -794009.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5592 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -794038.125000 Penalty: 4336.316895 Iteration 25Q: 3 clusters Score -794038.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -794057.875000 Penalty: 4336.316895 Iteration 26Q: 3 clusters Score -794057.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5645 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -794074.125000 Penalty: 4336.316895 Iteration 27Q: 3 clusters Score -794074.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5666 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -794088.375000 Penalty: 4336.316895 Iteration 28Q: 3 clusters Score -794088.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5683 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -794099.250000 Penalty: 4336.316895 Iteration 29Q: 3 clusters Score -794099.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5700 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -794115.375000 Penalty: 4336.316895 Iteration 30Q: 3 clusters Score -794115.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -794128.750000 Penalty: 4336.316895 Iteration 31Q: 3 clusters Score -794128.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5733 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -794144.000000 Penalty: 4336.316895 Iteration 32Q: 3 clusters Score -794144 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5741 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -794155.750000 Penalty: 4336.316895 Iteration 33Q: 3 clusters Score -794155.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5747 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -794160.750000 Penalty: 4336.316895 Iteration 34Q: 3 clusters Score -794160.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5752 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -794166.937500 Penalty: 4336.316895 Iteration 35Q: 3 clusters Score -794166.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -794172.000000 Penalty: 4336.316895 Iteration 36Q: 3 clusters Score -794172 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5766 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -794178.437500 Penalty: 4336.316895 Iteration 37Q: 3 clusters Score -794178.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5769 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -794181.312500 Penalty: 4336.316895 Iteration 38Q: 3 clusters Score -794181.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5773 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -794182.625000 Penalty: 4336.316895 Iteration 39Q: 3 clusters Score -794182.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5776 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -794186.625000 Penalty: 4336.316895 Iteration 40F: 3 clusters Score -794186.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5777 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -794188.125000 Penalty: 4336.316895 Iteration 41Q: 3 clusters Score -794188.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5777 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -794188.125000 Penalty: 4336.316895 Iteration 42F: 3 clusters Score -794188.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8200 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8200 members Entering Unmasked Estep Score: -1049970.500000 Penalty: 2234.948486 Iteration 0F: 2 clusters Score -1049970 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -1043434.687500 Penalty: 4469.896973 Iteration 0F: 3 clusters Score -1043435 nChanged 3316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -1045289.187500 Penalty: 4469.896973 Iteration 1F: 3 clusters Score -1045289 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -1045573.000000 Penalty: 4469.896973 Iteration 2F: 3 clusters Score -1045573 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -1045742.187500 Penalty: 4469.896973 Iteration 3Q: 3 clusters Score -1045742 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -1045854.687500 Penalty: 4469.896973 Iteration 4Q: 3 clusters Score -1045855 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -1045943.125000 Penalty: 4469.896973 Iteration 5Q: 3 clusters Score -1045943 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -1046022.125000 Penalty: 4469.896973 Iteration 6Q: 3 clusters Score -1046022 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -1046092.125000 Penalty: 4469.896973 Iteration 7Q: 3 clusters Score -1046092 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -1046147.875000 Penalty: 4469.896973 Iteration 8Q: 3 clusters Score -1046148 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -1046205.000000 Penalty: 4469.896973 Iteration 9Q: 3 clusters Score -1046205 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -1046269.625000 Penalty: 4469.896973 Iteration 10Q: 3 clusters Score -1046270 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -1046332.687500 Penalty: 4469.896973 Iteration 11Q: 3 clusters Score -1046333 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -1046417.687500 Penalty: 4469.896973 Iteration 12Q: 3 clusters Score -1046418 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -1046537.625000 Penalty: 4469.896973 Iteration 13Q: 3 clusters Score -1046538 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -1046671.250000 Penalty: 4469.896973 Iteration 14Q: 3 clusters Score -1046671 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -1046808.312500 Penalty: 4469.896973 Iteration 15Q: 3 clusters Score -1046808 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 5312 members Entering Unmasked Estep Score: -1046924.375000 Penalty: 4469.896973 Iteration 16Q: 3 clusters Score -1046924 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 5389 members Entering Unmasked Estep Score: -1047030.875000 Penalty: 4469.896973 Iteration 17Q: 3 clusters Score -1047031 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 5474 members Entering Unmasked Estep Score: -1047111.250000 Penalty: 4469.896973 Iteration 18Q: 3 clusters Score -1047111 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 5544 members Entering Unmasked Estep Score: -1047180.125000 Penalty: 4469.896973 Iteration 19Q: 3 clusters Score -1047180 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 5611 members Entering Unmasked Estep Score: -1047237.375000 Penalty: 4469.896973 Iteration 20F: 3 clusters Score -1047237 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 5666 members Entering Unmasked Estep Score: -1047284.875000 Penalty: 4469.896973 Iteration 21Q: 3 clusters Score -1047285 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 5731 members Entering Unmasked Estep Score: -1047333.937500 Penalty: 4469.896973 Iteration 22Q: 3 clusters Score -1047334 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 5797 members Entering Unmasked Estep Score: -1047382.875000 Penalty: 4469.896973 Iteration 23Q: 3 clusters Score -1047383 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -1047411.687500 Penalty: 4469.896973 Iteration 24Q: 3 clusters Score -1047412 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -1047443.687500 Penalty: 4469.896973 Iteration 25Q: 3 clusters Score -1047444 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -1047464.375000 Penalty: 4469.896973 Iteration 26Q: 3 clusters Score -1047464 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 5982 members Entering Unmasked Estep Score: -1047482.937500 Penalty: 4469.896973 Iteration 27Q: 3 clusters Score -1047483 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -1047497.812500 Penalty: 4469.896973 Iteration 28Q: 3 clusters Score -1047498 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 6032 members Entering Unmasked Estep Score: -1047501.125000 Penalty: 4469.896973 Iteration 29Q: 3 clusters Score -1047501 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -1047501.875000 Penalty: 4469.896973 Iteration 30Q: 3 clusters Score -1047502 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 6056 members Entering Unmasked Estep Score: -1047508.187500 Penalty: 4469.896973 Iteration 31Q: 3 clusters Score -1047508 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 6068 members Entering Unmasked Estep Score: -1047512.812500 Penalty: 4469.896973 Iteration 32Q: 3 clusters Score -1047513 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 6080 members Entering Unmasked Estep Score: -1047515.437500 Penalty: 4469.896973 Iteration 33Q: 3 clusters Score -1047515 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 6094 members Entering Unmasked Estep Score: -1047519.937500 Penalty: 4469.896973 Iteration 34Q: 3 clusters Score -1047520 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 6109 members Entering Unmasked Estep Score: -1047525.500000 Penalty: 4469.896973 Iteration 35Q: 3 clusters Score -1047526 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 6124 members Entering Unmasked Estep Score: -1047526.750000 Penalty: 4469.896973 Iteration 36Q: 3 clusters Score -1047527 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 6141 members Entering Unmasked Estep Score: -1047533.125000 Penalty: 4469.896973 Iteration 37Q: 3 clusters Score -1047533 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 6154 members Entering Unmasked Estep Score: -1047534.125000 Penalty: 4469.896973 Iteration 38Q: 3 clusters Score -1047534 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 6168 members Entering Unmasked Estep Score: -1047540.250000 Penalty: 4469.896973 Iteration 39Q: 3 clusters Score -1047540 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 6187 members Entering Unmasked Estep Score: -1047544.500000 Penalty: 4469.896973 Iteration 40F: 3 clusters Score -1047544 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 6208 members Entering Unmasked Estep Score: -1047551.187500 Penalty: 4469.896973 Iteration 41Q: 3 clusters Score -1047551 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 6229 members Entering Unmasked Estep Score: -1047559.937500 Penalty: 4469.896973 Iteration 42Q: 3 clusters Score -1047560 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 6247 members Entering Unmasked Estep Score: -1047565.375000 Penalty: 4469.896973 Iteration 43Q: 3 clusters Score -1047565 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 6258 members Entering Unmasked Estep Score: -1047569.875000 Penalty: 4469.896973 Iteration 44Q: 3 clusters Score -1047570 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 6268 members Entering Unmasked Estep Score: -1047570.562500 Penalty: 4469.896973 Iteration 45Q: 3 clusters Score -1047571 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 6271 members Entering Unmasked Estep Score: -1047572.125000 Penalty: 4469.896973 Iteration 46Q: 3 clusters Score -1047572 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -1047574.500000 Penalty: 4469.896973 Iteration 47Q: 3 clusters Score -1047574 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 6277 members Entering Unmasked Estep Score: -1047575.625000 Penalty: 4469.896973 Iteration 48Q: 3 clusters Score -1047576 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 6286 members Entering Unmasked Estep Score: -1047578.062500 Penalty: 4469.896973 Iteration 49Q: 3 clusters Score -1047578 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 6293 members Entering Unmasked Estep Score: -1047578.562500 Penalty: 4469.896973 Iteration 50Q: 3 clusters Score -1047579 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 6300 members Entering Unmasked Estep Score: -1047578.500000 Penalty: 4469.896973 Iteration 51Q: 3 clusters Score -1047578 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 6304 members Entering Unmasked Estep Score: -1047580.687500 Penalty: 4469.896973 Iteration 52Q: 3 clusters Score -1047581 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 6307 members Entering Unmasked Estep Score: -1047580.812500 Penalty: 4469.896973 Iteration 53Q: 3 clusters Score -1047581 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -1047581.750000 Penalty: 4469.896973 Iteration 54Q: 3 clusters Score -1047582 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 6318 members Entering Unmasked Estep Score: -1047582.750000 Penalty: 4469.896973 Iteration 55Q: 3 clusters Score -1047583 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -1047583.000000 Penalty: 4469.896973 Iteration 56Q: 3 clusters Score -1047583 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 6327 members Entering Unmasked Estep Score: -1047582.375000 Penalty: 4469.896973 Iteration 57Q: 3 clusters Score -1047582 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 6330 members Entering Unmasked Estep Score: -1047583.437500 Penalty: 4469.896973 Iteration 58Q: 3 clusters Score -1047583 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 6333 members Entering Unmasked Estep Score: -1047584.875000 Penalty: 4469.896973 Iteration 59Q: 3 clusters Score -1047585 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 6339 members Entering Unmasked Estep Score: -1047585.687500 Penalty: 4469.896973 Iteration 60F: 3 clusters Score -1047586 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -1047585.875000 Penalty: 4469.896973 Iteration 61Q: 3 clusters Score -1047586 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 6341 members Entering Unmasked Estep Score: -1047585.437500 Penalty: 4469.896973 Iteration 62Q: 3 clusters Score -1047585 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 6341 members Entering Unmasked Estep Score: -1047585.437500 Penalty: 4469.896973 Iteration 63F: 3 clusters Score -1047585 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (8244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8244 members Entering Unmasked Estep Score: -1059947.500000 Penalty: 2236.275635 Iteration 0F: 2 clusters Score -1059948 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -1053445.250000 Penalty: 4472.551270 Iteration 0F: 3 clusters Score -1053445 nChanged 3359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -1055192.375000 Penalty: 4472.551270 Iteration 1F: 3 clusters Score -1055192 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -1055454.875000 Penalty: 4472.551270 Iteration 2F: 3 clusters Score -1055455 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -1055666.625000 Penalty: 4472.551270 Iteration 3Q: 3 clusters Score -1055667 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -1055841.125000 Penalty: 4472.551270 Iteration 4Q: 3 clusters Score -1055841 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -1055979.625000 Penalty: 4472.551270 Iteration 5Q: 3 clusters Score -1055980 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -1056085.375000 Penalty: 4472.551270 Iteration 6Q: 3 clusters Score -1056085 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -1056178.375000 Penalty: 4472.551270 Iteration 7Q: 3 clusters Score -1056178 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -1056265.375000 Penalty: 4472.551270 Iteration 8Q: 3 clusters Score -1056265 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -1056344.750000 Penalty: 4472.551270 Iteration 9Q: 3 clusters Score -1056345 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -1056428.125000 Penalty: 4472.551270 Iteration 10Q: 3 clusters Score -1056428 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 4917 members Entering Unmasked Estep Score: -1056500.125000 Penalty: 4472.551270 Iteration 11Q: 3 clusters Score -1056500 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -1056570.375000 Penalty: 4472.551270 Iteration 12Q: 3 clusters Score -1056570 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -1056647.250000 Penalty: 4472.551270 Iteration 13Q: 3 clusters Score -1056647 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 5219 members Entering Unmasked Estep Score: -1056713.625000 Penalty: 4472.551270 Iteration 14Q: 3 clusters Score -1056714 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 5346 members Entering Unmasked Estep Score: -1056791.500000 Penalty: 4472.551270 Iteration 15Q: 3 clusters Score -1056792 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -1056869.000000 Penalty: 4472.551270 Iteration 16Q: 3 clusters Score -1056869 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 5603 members Entering Unmasked Estep Score: -1056937.750000 Penalty: 4472.551270 Iteration 17Q: 3 clusters Score -1056938 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -1057017.250000 Penalty: 4472.551270 Iteration 18Q: 3 clusters Score -1057017 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 5858 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1057373.500000 Penalty: 4472.551270 Iteration 23Q: 3 clusters Score -1057374 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 6389 members Entering Unmasked Estep Score: -1057414.125000 Penalty: 4472.551270 Iteration 24Q: 3 clusters Score -1057414 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 6455 members Entering Unmasked Estep Score: -1057449.750000 Penalty: 4472.551270 Iteration 25Q: 3 clusters Score -1057450 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 6523 members Entering Unmasked Estep Score: -1057492.125000 Penalty: 4472.551270 Iteration 26Q: 3 clusters Score -1057492 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 6579 members Entering Unmasked Estep Score: -1057524.250000 Penalty: 4472.551270 Iteration 27Q: 3 clusters Score -1057524 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 6628 members Entering Unmasked Estep Score: -1057544.875000 Penalty: 4472.551270 Iteration 28Q: 3 clusters Score -1057545 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 6667 members Entering Unmasked Estep Score: -1057570.000000 Penalty: 4472.551270 Iteration 29Q: 3 clusters Score -1057570 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 6700 members Entering Unmasked Estep Score: -1057588.000000 Penalty: 4472.551270 Iteration 30Q: 3 clusters Score -1057588 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 6742 members Entering Unmasked Estep Score: -1057604.750000 Penalty: 4472.551270 Iteration 31Q: 3 clusters Score -1057605 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 6782 members Entering Unmasked Estep Score: -1057628.875000 Penalty: 4472.551270 Iteration 32Q: 3 clusters Score -1057629 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -1057641.375000 Penalty: 4472.551270 Iteration 33Q: 3 clusters Score -1057641 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -1057658.250000 Penalty: 4472.551270 Iteration 34Q: 3 clusters Score -1057658 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -1057670.500000 Penalty: 4472.551270 Iteration 35Q: 3 clusters Score -1057670 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 6910 members Entering Unmasked Estep Score: -1057679.250000 Penalty: 4472.551270 Iteration 36Q: 3 clusters Score -1057679 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 6929 members Entering Unmasked Estep Score: -1057683.250000 Penalty: 4472.551270 Iteration 37Q: 3 clusters Score -1057683 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 6951 members Entering Unmasked Estep Score: -1057694.000000 Penalty: 4472.551270 Iteration 38Q: 3 clusters Score -1057694 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 6970 members Entering Unmasked Estep Score: -1057705.500000 Penalty: 4472.551270 Iteration 39Q: 3 clusters Score -1057706 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 6988 members Entering Unmasked Estep Score: -1057713.125000 Penalty: 4472.551270 Iteration 40F: 3 clusters Score -1057713 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 7007 members Entering Unmasked Estep Score: -1057719.750000 Penalty: 4472.551270 Iteration 41Q: 3 clusters Score -1057720 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 7030 members Entering Unmasked Estep Score: -1057737.500000 Penalty: 4472.551270 Iteration 42Q: 3 clusters Score -1057738 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 7055 members Entering Unmasked Estep Score: -1057753.750000 Penalty: 4472.551270 Iteration 43Q: 3 clusters Score -1057754 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 7086 members Entering Unmasked Estep Score: -1057767.625000 Penalty: 4472.551270 Iteration 44Q: 3 clusters Score -1057768 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 7118 members Entering Unmasked Estep Score: -1057783.125000 Penalty: 4472.551270 Iteration 45Q: 3 clusters Score -1057783 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 7136 members Entering Unmasked Estep Score: -1057792.375000 Penalty: 4472.551270 Iteration 46Q: 3 clusters Score -1057792 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -1057801.375000 Penalty: 4472.551270 Iteration 47Q: 3 clusters Score -1057801 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 7178 members Entering Unmasked Estep Score: -1057810.625000 Penalty: 4472.551270 Iteration 48Q: 3 clusters Score -1057811 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 7199 members Entering Unmasked Estep Score: -1057824.000000 Penalty: 4472.551270 Iteration 49Q: 3 clusters Score -1057824 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 7219 members Entering Unmasked Estep Score: -1057831.000000 Penalty: 4472.551270 Iteration 50Q: 3 clusters Score -1057831 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 7242 members Entering Unmasked Estep Score: -1057839.125000 Penalty: 4472.551270 Iteration 51Q: 3 clusters Score -1057839 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 7256 members Entering Unmasked Estep Score: -1057846.625000 Penalty: 4472.551270 Iteration 52Q: 3 clusters Score -1057847 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 7276 members Entering Unmasked Estep Score: -1057858.000000 Penalty: 4472.551270 Iteration 53Q: 3 clusters Score -1057858 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 7300 members Entering Unmasked Estep Score: -1057866.125000 Penalty: 4472.551270 Iteration 54Q: 3 clusters Score -1057866 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 7313 members Entering Unmasked Estep Score: -1057872.250000 Penalty: 4472.551270 Iteration 55Q: 3 clusters Score -1057872 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 7323 members Entering Unmasked Estep Score: -1057878.125000 Penalty: 4472.551270 Iteration 56Q: 3 clusters Score -1057878 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 7330 members Entering Unmasked Estep Score: -1057880.875000 Penalty: 4472.551270 Iteration 57Q: 3 clusters Score -1057881 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 7338 members Entering Unmasked Estep Score: -1057882.000000 Penalty: 4472.551270 Iteration 58Q: 3 clusters Score -1057882 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 7343 members Entering Unmasked Estep Score: -1057884.125000 Penalty: 4472.551270 Iteration 59Q: 3 clusters Score -1057884 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 7346 members Entering Unmasked Estep Score: -1057885.375000 Penalty: 4472.551270 Iteration 60F: 3 clusters Score -1057885 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 7349 members Entering Unmasked Estep Score: -1057889.000000 Penalty: 4472.551270 Iteration 61Q: 3 clusters Score -1057889 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 7356 members Entering Unmasked Estep Score: -1057892.000000 Penalty: 4472.551270 Iteration 62Q: 3 clusters Score -1057892 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 7364 members Entering Unmasked Estep Score: -1057897.125000 Penalty: 4472.551270 Iteration 63Q: 3 clusters Score -1057897 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 7373 members Entering Unmasked Estep Score: -1057898.375000 Penalty: 4472.551270 Iteration 64Q: 3 clusters Score -1057898 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 7379 members Entering Unmasked Estep Score: -1057902.375000 Penalty: 4472.551270 Iteration 65Q: 3 clusters Score -1057902 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 7382 members Entering Unmasked Estep Score: -1057902.875000 Penalty: 4472.551270 Iteration 66Q: 3 clusters Score -1057903 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 7387 members Entering Unmasked Estep Score: -1057908.250000 Penalty: 4472.551270 Iteration 67Q: 3 clusters Score -1057908 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 7395 members Entering Unmasked Estep Score: -1057909.625000 Penalty: 4472.551270 Iteration 68Q: 3 clusters Score -1057910 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 7402 members Entering Unmasked Estep Score: -1057913.500000 Penalty: 4472.551270 Iteration 69Q: 3 clusters Score -1057914 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 7403 members Entering Unmasked Estep Score: -1057915.250000 Penalty: 4472.551270 Iteration 70Q: 3 clusters Score -1057915 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 7405 members Entering Unmasked Estep Score: -1057914.000000 Penalty: 4472.551270 Iteration 71Q: 3 clusters Score -1057914 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 7406 members Entering Unmasked Estep Score: -1057914.500000 Penalty: 4472.551270 Iteration 72Q: 3 clusters Score -1057914 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 7406 members Entering Unmasked Estep Score: -1057914.500000 Penalty: 4472.551270 Iteration 73F: 3 clusters Score -1057914 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2765 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Entering Unmasked Estep Score: -333065.031250 Penalty: 1965.349487 Iteration 0F: 2 clusters Score -333065 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -329988.281250 Penalty: 3930.698975 Iteration 0F: 3 clusters Score -329988.3 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -330666.312500 Penalty: 3930.698975 Iteration 1F: 3 clusters Score -330666.3 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -330894.125000 Penalty: 3930.698975 Iteration 2F: 3 clusters Score -330894.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -331026.875000 Penalty: 3930.698975 Iteration 3F: 3 clusters Score -331026.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -331139.562500 Penalty: 3930.698975 Iteration 4Q: 3 clusters Score -331139.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -331230.468750 Penalty: 3930.698975 Iteration 5Q: 3 clusters Score -331230.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -331295.625000 Penalty: 3930.698975 Iteration 6Q: 3 clusters Score -331295.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -331333.562500 Penalty: 3930.698975 Iteration 7Q: 3 clusters Score -331333.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -331363.906250 Penalty: 3930.698975 Iteration 8Q: 3 clusters Score -331363.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -331392.875000 Penalty: 3930.698975 Iteration 9Q: 3 clusters Score -331392.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -331422.593750 Penalty: 3930.698975 Iteration 10Q: 3 clusters Score -331422.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -331454.375000 Penalty: 3930.698975 Iteration 11Q: 3 clusters Score -331454.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -331480.187500 Penalty: 3930.698975 Iteration 12Q: 3 clusters Score -331480.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -331499.281250 Penalty: 3930.698975 Iteration 13Q: 3 clusters Score -331499.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -331517.156250 Penalty: 3930.698975 Iteration 14Q: 3 clusters Score -331517.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -331532.593750 Penalty: 3930.698975 Iteration 15Q: 3 clusters Score -331532.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -331546.218750 Penalty: 3930.698975 Iteration 16Q: 3 clusters Score -331546.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -331559.312500 Penalty: 3930.698975 Iteration 17Q: 3 clusters Score -331559.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -331572.843750 Penalty: 3930.698975 Iteration 18Q: 3 clusters Score -331572.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -331584.562500 Penalty: 3930.698975 Iteration 19Q: 3 clusters Score -331584.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -331597.312500 Penalty: 3930.698975 Iteration 20F: 3 clusters Score -331597.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -331606.937500 Penalty: 3930.698975 Iteration 21Q: 3 clusters Score -331606.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -331615.562500 Penalty: 3930.698975 Iteration 22Q: 3 clusters Score -331615.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -331625.500000 Penalty: 3930.698975 Iteration 23Q: 3 clusters Score -331625.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -331630.250000 Penalty: 3930.698975 Iteration 24Q: 3 clusters Score -331630.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -331634.468750 Penalty: 3930.698975 Iteration 25Q: 3 clusters Score -331634.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -331637.031250 Penalty: 3930.698975 Iteration 26Q: 3 clusters Score -331637 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -331638.500000 Penalty: 3930.698975 Iteration 27Q: 3 clusters Score -331638.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -331639.500000 Penalty: 3930.698975 Iteration 28Q: 3 clusters Score -331639.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -331641.093750 Penalty: 3930.698975 Iteration 29Q: 3 clusters Score -331641.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -331642.968750 Penalty: 3930.698975 Iteration 30Q: 3 clusters Score -331643 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -331646.343750 Penalty: 3930.698975 Iteration 31Q: 3 clusters Score -331646.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -331650.031250 Penalty: 3930.698975 Iteration 32Q: 3 clusters Score -331650 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -331655.281250 Penalty: 3930.698975 Iteration 33Q: 3 clusters Score -331655.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -331658.437500 Penalty: 3930.698975 Iteration 34Q: 3 clusters Score -331658.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -331660.812500 Penalty: 3930.698975 Iteration 35Q: 3 clusters Score -331660.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -331661.687500 Penalty: 3930.698975 Iteration 36Q: 3 clusters Score -331661.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -331662.656250 Penalty: 3930.698975 Iteration 37Q: 3 clusters Score -331662.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -331664.343750 Penalty: 3930.698975 Iteration 38Q: 3 clusters Score -331664.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -331665.187500 Penalty: 3930.698975 Iteration 39Q: 3 clusters Score -331665.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -331665.937500 Penalty: 3930.698975 Iteration 40F: 3 clusters Score -331665.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (8990 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8990 members Entering Unmasked Estep Score: -1147567.750000 Penalty: 2257.759277 Iteration 0F: 2 clusters Score -1147568 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4469 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -1140552.250000 Penalty: 4515.518555 Iteration 0F: 3 clusters Score -1140552 nChanged 3683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -1142557.250000 Penalty: 4515.518555 Iteration 1F: 3 clusters Score -1142557 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -1142840.625000 Penalty: 4515.518555 Iteration 2F: 3 clusters Score -1142841 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4282 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -1143077.375000 Penalty: 4515.518555 Iteration 3Q: 3 clusters Score -1143077 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -1143338.375000 Penalty: 4515.518555 Iteration 4Q: 3 clusters Score -1143338 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -1143718.000000 Penalty: 4515.518555 Iteration 5Q: 3 clusters Score -1143718 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 5350 members Entering Unmasked Estep Score: -1144227.875000 Penalty: 4515.518555 Iteration 6F: 3 clusters Score -1144228 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 5718 members Entering Unmasked Estep Score: -1144764.500000 Penalty: 4515.518555 Iteration 7F: 3 clusters Score -1144764 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 6128 members Entering Unmasked Estep Score: -1145235.250000 Penalty: 4515.518555 Iteration 8F: 3 clusters Score -1145235 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 6518 members Entering Unmasked Estep Score: -1145606.500000 Penalty: 4515.518555 Iteration 9F: 3 clusters Score -1145606 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 6862 members Entering Unmasked Estep Score: -1145892.375000 Penalty: 4515.518555 Iteration 10Q: 3 clusters Score -1145892 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 7106 members Entering Unmasked Estep Score: -1146064.750000 Penalty: 4515.518555 Iteration 11Q: 3 clusters Score -1146065 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 7301 members Entering Unmasked Estep Score: -1146187.125000 Penalty: 4515.518555 Iteration 12Q: 3 clusters Score -1146187 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 7451 members Entering Unmasked Estep Score: -1146284.000000 Penalty: 4515.518555 Iteration 13Q: 3 clusters Score -1146284 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 7580 members Entering Unmasked Estep Score: -1146362.375000 Penalty: 4515.518555 Iteration 14Q: 3 clusters Score -1146362 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 7678 members Entering Unmasked Estep Score: -1146413.000000 Penalty: 4515.518555 Iteration 15Q: 3 clusters Score -1146413 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 7746 members Entering Unmasked Estep Score: -1146441.875000 Penalty: 4515.518555 Iteration 16Q: 3 clusters Score -1146442 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 7794 members Entering Unmasked Estep Score: -1146463.000000 Penalty: 4515.518555 Iteration 17Q: 3 clusters Score -1146463 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 7827 members Entering Unmasked Estep Score: -1146475.500000 Penalty: 4515.518555 Iteration 18Q: 3 clusters Score -1146476 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 7858 members Entering Unmasked Estep Score: -1146485.125000 Penalty: 4515.518555 Iteration 19Q: 3 clusters Score -1146485 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 7877 members Entering Unmasked Estep Score: -1146497.250000 Penalty: 4515.518555 Iteration 20F: 3 clusters Score -1146497 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 7894 members Entering Unmasked Estep Score: -1146502.625000 Penalty: 4515.518555 Iteration 21Q: 3 clusters Score -1146503 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 7905 members Entering Unmasked Estep Score: -1146508.250000 Penalty: 4515.518555 Iteration 22Q: 3 clusters Score -1146508 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 7913 members Entering Unmasked Estep Score: -1146511.000000 Penalty: 4515.518555 Iteration 23Q: 3 clusters Score -1146511 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 7923 members Entering Unmasked Estep Score: -1146510.750000 Penalty: 4515.518555 Iteration 24Q: 3 clusters Score -1146511 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 7931 members Entering Unmasked Estep Score: -1146511.375000 Penalty: 4515.518555 Iteration 25Q: 3 clusters Score -1146511 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 7936 members Entering Unmasked Estep Score: -1146514.000000 Penalty: 4515.518555 Iteration 26Q: 3 clusters Score -1146514 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 7942 members Entering Unmasked Estep Score: -1146515.625000 Penalty: 4515.518555 Iteration 27Q: 3 clusters Score -1146516 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 7947 members Entering Unmasked Estep Score: -1146517.875000 Penalty: 4515.518555 Iteration 28Q: 3 clusters Score -1146518 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 7953 members Entering Unmasked Estep Score: -1146519.250000 Penalty: 4515.518555 Iteration 29Q: 3 clusters Score -1146519 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 7957 members Entering Unmasked Estep Score: -1146519.625000 Penalty: 4515.518555 Iteration 30Q: 3 clusters Score -1146520 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 7958 members Entering Unmasked Estep Score: -1146519.375000 Penalty: 4515.518555 Iteration 31Q: 3 clusters Score -1146519 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 7961 members Entering Unmasked Estep Score: -1146522.375000 Penalty: 4515.518555 Iteration 32Q: 3 clusters Score -1146522 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 7961 members Entering Unmasked Estep Score: -1146522.375000 Penalty: 4515.518555 Iteration 33F: 3 clusters Score -1146522 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (695 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Entering Unmasked Estep Score: -71902.710938 Penalty: 1622.890137 Iteration 0F: 2 clusters Score -71902.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -70272.015625 Penalty: 3245.780273 Iteration 0F: 3 clusters Score -70272.02 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -70807.460938 Penalty: 3245.780273 Iteration 1F: 3 clusters Score -70807.46 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -71065.539062 Penalty: 3245.780273 Iteration 2F: 3 clusters Score -71065.54 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -71175.320312 Penalty: 3245.780273 Iteration 3F: 3 clusters Score -71175.32 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -71254.976562 Penalty: 3245.780273 Iteration 4Q: 3 clusters Score -71254.98 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -71321.781250 Penalty: 3245.780273 Iteration 5Q: 3 clusters Score -71321.78 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -71371.265625 Penalty: 3245.780273 Iteration 6Q: 3 clusters Score -71371.27 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -71395.515625 Penalty: 3245.780273 Iteration 7Q: 3 clusters Score -71395.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -71409.117188 Penalty: 3245.780273 Iteration 8Q: 3 clusters Score -71409.12 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -71431.171875 Penalty: 3245.780273 Iteration 9Q: 3 clusters Score -71431.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -71443.218750 Penalty: 3245.780273 Iteration 10Q: 3 clusters Score -71443.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -71449.585938 Penalty: 3245.780273 Iteration 11Q: 3 clusters Score -71449.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -71449.585938 Penalty: 3245.780273 Iteration 12F: 3 clusters Score -71449.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (467 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Entering Unmasked Estep Score: -50679.050781 Penalty: 1524.289673 Iteration 0F: 2 clusters Score -50679.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -49262.968750 Penalty: 3048.579346 Iteration 0F: 3 clusters Score -49262.97 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -49553.351562 Penalty: 3048.579346 Iteration 1F: 3 clusters Score -49553.35 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -49668.011719 Penalty: 3048.579346 Iteration 2F: 3 clusters Score -49668.01 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -49764.601562 Penalty: 3048.579346 Iteration 3Q: 3 clusters Score -49764.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -49808.734375 Penalty: 3048.579346 Iteration 4Q: 3 clusters Score -49808.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -49859.609375 Penalty: 3048.579346 Iteration 5Q: 3 clusters Score -49859.61 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -49909.906250 Penalty: 3048.579346 Iteration 6Q: 3 clusters Score -49909.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -49949.371094 Penalty: 3048.579346 Iteration 7Q: 3 clusters Score -49949.37 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -49986.863281 Penalty: 3048.579346 Iteration 8Q: 3 clusters Score -49986.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -50017.242188 Penalty: 3048.579346 Iteration 9Q: 3 clusters Score -50017.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -50060.296875 Penalty: 3048.579346 Iteration 10Q: 3 clusters Score -50060.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -50091.222656 Penalty: 3048.579346 Iteration 11Q: 3 clusters Score -50091.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -50104.222656 Penalty: 3048.579346 Iteration 12Q: 3 clusters Score -50104.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -50124.011719 Penalty: 3048.579346 Iteration 13Q: 3 clusters Score -50124.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -50145.007812 Penalty: 3048.579346 Iteration 14Q: 3 clusters Score -50145.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -50155.167969 Penalty: 3048.579346 Iteration 15Q: 3 clusters Score -50155.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -50175.019531 Penalty: 3048.579346 Iteration 16Q: 3 clusters Score -50175.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -50182.570312 Penalty: 3048.579346 Iteration 17Q: 3 clusters Score -50182.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -50188.925781 Penalty: 3048.579346 Iteration 18F: 3 clusters Score -50188.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -50204.312500 Penalty: 3048.579346 Iteration 19Q: 3 clusters Score -50204.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -50204.312500 Penalty: 3048.579346 Iteration 20F: 3 clusters Score -50204.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3484 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Entering Unmasked Estep Score: -433281.062500 Penalty: 2022.672241 Iteration 0F: 2 clusters Score -433281.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -429702.906250 Penalty: 4045.344482 Iteration 0F: 3 clusters Score -429702.9 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -430453.093750 Penalty: 4045.344482 Iteration 1F: 3 clusters Score -430453.1 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -430632.718750 Penalty: 4045.344482 Iteration 2F: 3 clusters Score -430632.7 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -430713.500000 Penalty: 4045.344482 Iteration 3Q: 3 clusters Score -430713.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -430760.781250 Penalty: 4045.344482 Iteration 4Q: 3 clusters Score -430760.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -430800.625000 Penalty: 4045.344482 Iteration 5Q: 3 clusters Score -430800.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -430831.156250 Penalty: 4045.344482 Iteration 6Q: 3 clusters Score -430831.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -430856.000000 Penalty: 4045.344482 Iteration 7Q: 3 clusters Score -430856 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -430875.281250 Penalty: 4045.344482 Iteration 8Q: 3 clusters Score -430875.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -430897.875000 Penalty: 4045.344482 Iteration 9Q: 3 clusters Score -430897.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -430919.843750 Penalty: 4045.344482 Iteration 10Q: 3 clusters Score -430919.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -430939.968750 Penalty: 4045.344482 Iteration 11Q: 3 clusters Score -430940 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -430960.187500 Penalty: 4045.344482 Iteration 12Q: 3 clusters Score -430960.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -430983.625000 Penalty: 4045.344482 Iteration 13Q: 3 clusters Score -430983.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -431009.187500 Penalty: 4045.344482 Iteration 14Q: 3 clusters Score -431009.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -431026.281250 Penalty: 4045.344482 Iteration 15Q: 3 clusters Score -431026.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -431043.250000 Penalty: 4045.344482 Iteration 16Q: 3 clusters Score -431043.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -431062.343750 Penalty: 4045.344482 Iteration 17Q: 3 clusters Score -431062.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -431088.187500 Penalty: 4045.344482 Iteration 18Q: 3 clusters Score -431088.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -431120.906250 Penalty: 4045.344482 Iteration 19Q: 3 clusters Score -431120.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -431150.750000 Penalty: 4045.344482 Iteration 20F: 3 clusters Score -431150.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -431180.781250 Penalty: 4045.344482 Iteration 21Q: 3 clusters Score -431180.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -431211.875000 Penalty: 4045.344482 Iteration 22Q: 3 clusters Score -431211.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -431243.468750 Penalty: 4045.344482 Iteration 23Q: 3 clusters Score -431243.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -431278.906250 Penalty: 4045.344482 Iteration 24Q: 3 clusters Score -431278.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -431319.625000 Penalty: 4045.344482 Iteration 25Q: 3 clusters Score -431319.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -431373.531250 Penalty: 4045.344482 Iteration 26Q: 3 clusters Score -431373.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -431439.250000 Penalty: 4045.344482 Iteration 27Q: 3 clusters Score -431439.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -431531.062500 Penalty: 4045.344482 Iteration 28Q: 3 clusters Score -431531.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -431615.250000 Penalty: 4045.344482 Iteration 29Q: 3 clusters Score -431615.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -431730.687500 Penalty: 4045.344482 Iteration 30Q: 3 clusters Score -431730.7 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -431869.718750 Penalty: 4045.344482 Iteration 31Q: 3 clusters Score -431869.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -431965.875000 Penalty: 4045.344482 Iteration 32Q: 3 clusters Score -431965.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -432016.875000 Penalty: 4045.344482 Iteration 33Q: 3 clusters Score -432016.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -432054.468750 Penalty: 4045.344482 Iteration 34Q: 3 clusters Score -432054.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -432072.156250 Penalty: 4045.344482 Iteration 35Q: 3 clusters Score -432072.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -432087.500000 Penalty: 4045.344482 Iteration 36Q: 3 clusters Score -432087.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -432100.937500 Penalty: 4045.344482 Iteration 37Q: 3 clusters Score -432100.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -432109.062500 Penalty: 4045.344482 Iteration 38Q: 3 clusters Score -432109.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -432117.906250 Penalty: 4045.344482 Iteration 39Q: 3 clusters Score -432117.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -432124.000000 Penalty: 4045.344482 Iteration 40F: 3 clusters Score -432124 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -432132.812500 Penalty: 4045.344482 Iteration 41Q: 3 clusters Score -432132.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -432139.718750 Penalty: 4045.344482 Iteration 42Q: 3 clusters Score -432139.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -432143.593750 Penalty: 4045.344482 Iteration 43Q: 3 clusters Score -432143.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -432145.187500 Penalty: 4045.344482 Iteration 44Q: 3 clusters Score -432145.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -432145.562500 Penalty: 4045.344482 Iteration 45Q: 3 clusters Score -432145.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -432146.312500 Penalty: 4045.344482 Iteration 46Q: 3 clusters Score -432146.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -432150.187500 Penalty: 4045.344482 Iteration 47Q: 3 clusters Score -432150.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -432152.187500 Penalty: 4045.344482 Iteration 48Q: 3 clusters Score -432152.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -432154.687500 Penalty: 4045.344482 Iteration 49Q: 3 clusters Score -432154.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -432155.750000 Penalty: 4045.344482 Iteration 50Q: 3 clusters Score -432155.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -432156.781250 Penalty: 4045.344482 Iteration 51Q: 3 clusters Score -432156.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -432156.781250 Penalty: 4045.344482 Iteration 52F: 3 clusters Score -432156.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 201 members Mstep: Class 1 contains 50955 members Mstep: Class 2 contains 241898 members Mstep: Class 3 contains 2739 members Mstep: Class 4 contains 732 members Mstep: Class 5 contains 28879 members Mstep: Class 6 contains 6944 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 739 members Mstep: Class 11 contains 9134 members Mstep: Class 12 contains 575 members Mstep: Class 13 contains 64993 members Mstep: Class 14 contains 6264 members Mstep: Class 15 contains 8200 members Mstep: Class 16 contains 8244 members Mstep: Class 17 contains 2765 members Mstep: Class 19 contains 8990 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 467 members Mstep: Class 22 contains 3484 members Entering Unmasked Estep ConsiderDeletion Score: -55433964.000000 Penalty: 67778.156250 Iteration 79Q: 22 clusters Score -5.543396e+07 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 201 members Mstep: Class 1 contains 50949 members Mstep: Class 2 contains 241847 members Mstep: Class 3 contains 2763 members Mstep: Class 4 contains 768 members Mstep: Class 5 contains 28877 members Mstep: Class 6 contains 6946 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 739 members Mstep: Class 9 contains 190 members Mstep: Class 10 contains 1312 members Mstep: Class 11 contains 9131 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 64837 members Mstep: Class 14 contains 6264 members Mstep: Class 15 contains 8200 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2765 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 468 members Mstep: Class 22 contains 3484 members Entering Unmasked Estep ConsiderDeletion Score: -55435160.000000 Penalty: 67778.156250 Iteration 80F: 22 clusters Score -5.543516e+07 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 174 members Mstep: Class 1 contains 50940 members Mstep: Class 2 contains 241775 members Mstep: Class 3 contains 2752 members Mstep: Class 4 contains 778 members Mstep: Class 5 contains 28839 members Mstep: Class 6 contains 6951 members Mstep: Class 7 contains 529 members Mstep: Class 8 contains 759 members Mstep: Class 9 contains 202 members Mstep: Class 10 contains 1717 members Mstep: Class 11 contains 9127 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 64557 members Mstep: Class 14 contains 6265 members Mstep: Class 15 contains 8194 members Mstep: Class 16 contains 8242 members Mstep: Class 17 contains 2756 members Mstep: Class 19 contains 8985 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 468 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55437368.000000 Penalty: 67778.156250 Iteration 81Q: 22 clusters Score -5.543737e+07 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 50939 members Mstep: Class 2 contains 241768 members Mstep: Class 3 contains 2756 members Mstep: Class 4 contains 782 members Mstep: Class 5 contains 28809 members Mstep: Class 6 contains 6953 members Mstep: Class 7 contains 533 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 206 members Mstep: Class 10 contains 1956 members Mstep: Class 11 contains 9125 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 64358 members Mstep: Class 14 contains 6266 members Mstep: Class 15 contains 8184 members Mstep: Class 16 contains 8242 members Mstep: Class 17 contains 2751 members Mstep: Class 19 contains 8985 members Mstep: Class 20 contains 695 members Mstep: Class 21 contains 469 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55437592.000000 Penalty: 67778.156250 Iteration 82Q: 22 clusters Score -5.543759e+07 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 50940 members Mstep: Class 2 contains 241771 members Mstep: Class 3 contains 2753 members Mstep: Class 4 contains 785 members Mstep: Class 5 contains 28791 members Mstep: Class 6 contains 6957 members Mstep: Class 7 contains 532 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 208 members Mstep: Class 10 contains 2099 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 64231 members Mstep: Class 14 contains 6269 members Mstep: Class 15 contains 8182 members Mstep: Class 16 contains 8242 members Mstep: Class 17 contains 2746 members Mstep: Class 19 contains 8985 members Mstep: Class 20 contains 696 members Mstep: Class 21 contains 469 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55437764.000000 Penalty: 67778.156250 Iteration 83Q: 22 clusters Score -5.543776e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 50943 members Mstep: Class 2 contains 241777 members Mstep: Class 3 contains 2749 members Mstep: Class 4 contains 790 members Mstep: Class 5 contains 28768 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 531 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2188 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 64146 members Mstep: Class 14 contains 6275 members Mstep: Class 15 contains 8182 members Mstep: Class 16 contains 8242 members Mstep: Class 17 contains 2746 members Mstep: Class 19 contains 8987 members Mstep: Class 20 contains 697 members Mstep: Class 21 contains 469 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55437688.000000 Penalty: 67778.156250 Iteration 84Q: 22 clusters Score -5.543769e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 50942 members Mstep: Class 2 contains 241777 members Mstep: Class 3 contains 2745 members Mstep: Class 4 contains 794 members Mstep: Class 5 contains 28752 members Mstep: Class 6 contains 6966 members Mstep: Class 7 contains 531 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 204 members Mstep: Class 10 contains 2256 members Mstep: Class 11 contains 9122 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 64082 members Mstep: Class 14 contains 6278 members Mstep: Class 15 contains 8184 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2746 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 697 members Mstep: Class 21 contains 469 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55437768.000000 Penalty: 67778.156250 Iteration 85Q: 22 clusters Score -5.543777e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 50944 members Mstep: Class 2 contains 241785 members Mstep: Class 3 contains 2743 members Mstep: Class 4 contains 798 members Mstep: Class 5 contains 28740 members Mstep: Class 6 contains 6966 members Mstep: Class 7 contains 531 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 206 members Mstep: Class 10 contains 2302 members Mstep: Class 11 contains 9122 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 64033 members Mstep: Class 14 contains 6276 members Mstep: Class 15 contains 8187 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2746 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 697 members Mstep: Class 21 contains 469 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55437792.000000 Penalty: 67778.156250 Iteration 86Q: 22 clusters Score -5.543779e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 50949 members Mstep: Class 2 contains 241779 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 802 members Mstep: Class 5 contains 28735 members Mstep: Class 6 contains 6966 members Mstep: Class 7 contains 531 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 206 members Mstep: Class 10 contains 2332 members Mstep: Class 11 contains 9122 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 64004 members Mstep: Class 14 contains 6275 members Mstep: Class 15 contains 8189 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2745 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 697 members Mstep: Class 21 contains 469 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55437800.000000 Penalty: 67778.156250 Iteration 87Q: 22 clusters Score -5.54378e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 50952 members Mstep: Class 2 contains 241775 members Mstep: Class 3 contains 2743 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28724 members Mstep: Class 6 contains 6966 members Mstep: Class 7 contains 531 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2360 members Mstep: Class 11 contains 9122 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63989 members Mstep: Class 14 contains 6275 members Mstep: Class 15 contains 8189 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2743 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 697 members Mstep: Class 21 contains 469 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55437836.000000 Penalty: 67778.156250 Iteration 88Q: 22 clusters Score -5.543784e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 50955 members Mstep: Class 2 contains 241773 members Mstep: Class 3 contains 2743 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28722 members Mstep: Class 6 contains 6964 members Mstep: Class 7 contains 531 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2378 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63976 members Mstep: Class 14 contains 6275 members Mstep: Class 15 contains 8189 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2742 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 697 members Mstep: Class 21 contains 469 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55437820.000000 Penalty: 67778.156250 Iteration 89Q: 22 clusters Score -5.543782e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 50956 members Mstep: Class 2 contains 241775 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28720 members Mstep: Class 6 contains 6962 members Mstep: Class 7 contains 531 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2387 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63968 members Mstep: Class 14 contains 6275 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2742 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 697 members Mstep: Class 21 contains 469 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55437816.000000 Penalty: 67778.156250 Iteration 90Q: 22 clusters Score -5.543782e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 50956 members Mstep: Class 2 contains 241775 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28718 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 531 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2396 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63962 members Mstep: Class 14 contains 6276 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2741 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 697 members Mstep: Class 21 contains 469 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55437844.000000 Penalty: 67778.156250 Iteration 91Q: 22 clusters Score -5.543784e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 50956 members Mstep: Class 2 contains 241776 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28715 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 531 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2400 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63959 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2741 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 697 members Mstep: Class 21 contains 469 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55437820.000000 Penalty: 67778.156250 Iteration 92Q: 22 clusters Score -5.543782e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 50960 members Mstep: Class 2 contains 241771 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28714 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 531 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2405 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63956 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2741 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 697 members Mstep: Class 21 contains 469 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55437872.000000 Penalty: 67778.156250 Iteration 93Q: 22 clusters Score -5.543787e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 50964 members Mstep: Class 2 contains 241768 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28713 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 531 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2409 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63952 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2741 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 697 members Mstep: Class 21 contains 469 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55437808.000000 Penalty: 67778.156250 Iteration 94Q: 22 clusters Score -5.543781e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 50966 members Mstep: Class 2 contains 241768 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28710 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 531 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2741 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 697 members Mstep: Class 21 contains 469 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55437820.000000 Penalty: 67778.156250 Iteration 95Q: 22 clusters Score -5.543782e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 50968 members Mstep: Class 2 contains 241767 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28710 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 531 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 697 members Mstep: Class 21 contains 469 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55437804.000000 Penalty: 67778.156250 Iteration 96Q: 22 clusters Score -5.54378e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241767 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28709 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 531 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 697 members Mstep: Class 21 contains 469 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55437808.000000 Penalty: 67778.156250 Iteration 97Q: 22 clusters Score -5.543781e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241768 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28708 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 531 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 697 members Mstep: Class 21 contains 469 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55437812.000000 Penalty: 67778.156250 Iteration 98Q: 22 clusters Score -5.543781e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241773 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28703 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 531 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 697 members Mstep: Class 21 contains 469 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55437836.000000 Penalty: 67778.156250 Iteration 99Q: 22 clusters Score -5.543784e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241778 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28698 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 531 members Mstep: Class 8 contains 760 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 697 members Mstep: Class 21 contains 469 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55439932.000000 Penalty: 67778.156250 Iteration 100F: 22 clusters Score -5.543993e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241781 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28695 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 546 members Mstep: Class 8 contains 791 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 697 members Mstep: Class 21 contains 469 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55441208.000000 Penalty: 67778.156250 Iteration 101Q: 22 clusters Score -5.544121e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 121 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241786 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28690 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 546 members Mstep: Class 8 contains 791 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 697 members Mstep: Class 21 contains 470 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55441212.000000 Penalty: 67778.156250 Iteration 102Q: 22 clusters Score -5.544121e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 121 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241790 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28686 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 546 members Mstep: Class 8 contains 791 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 697 members Mstep: Class 21 contains 470 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55441208.000000 Penalty: 67778.156250 Iteration 103Q: 22 clusters Score -5.544121e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 121 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 546 members Mstep: Class 8 contains 791 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 697 members Mstep: Class 21 contains 470 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55441220.000000 Penalty: 67778.156250 Iteration 104Q: 22 clusters Score -5.544122e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 121 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 546 members Mstep: Class 8 contains 791 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 697 members Mstep: Class 21 contains 470 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55441724.000000 Penalty: 67778.156250 Iteration 105F: 22 clusters Score -5.544172e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 551 members Mstep: Class 8 contains 800 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 697 members Mstep: Class 21 contains 470 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55442076.000000 Penalty: 67778.156250 Iteration 106Q: 22 clusters Score -5.544208e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 550 members Mstep: Class 8 contains 799 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 700 members Mstep: Class 21 contains 471 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55442100.000000 Penalty: 67778.156250 Iteration 107Q: 22 clusters Score -5.54421e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 549 members Mstep: Class 8 contains 797 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 701 members Mstep: Class 21 contains 473 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55442100.000000 Penalty: 67778.156250 Iteration 108Q: 22 clusters Score -5.54421e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 549 members Mstep: Class 8 contains 796 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 701 members Mstep: Class 21 contains 474 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55442104.000000 Penalty: 67778.156250 Iteration 109Q: 22 clusters Score -5.54421e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 105 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 549 members Mstep: Class 8 contains 796 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 701 members Mstep: Class 21 contains 474 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55442328.000000 Penalty: 67778.156250 Iteration 110F: 22 clusters Score -5.544233e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 97 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 557 members Mstep: Class 8 contains 796 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 701 members Mstep: Class 21 contains 474 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55442784.000000 Penalty: 67778.156250 Iteration 111Q: 22 clusters Score -5.544278e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 559 members Mstep: Class 8 contains 796 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 702 members Mstep: Class 21 contains 474 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55442808.000000 Penalty: 67778.156250 Iteration 112Q: 22 clusters Score -5.544281e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 559 members Mstep: Class 8 contains 796 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 702 members Mstep: Class 21 contains 474 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55443920.000000 Penalty: 67778.156250 Iteration 113F: 22 clusters Score -5.544392e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 582 members Mstep: Class 8 contains 796 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 702 members Mstep: Class 21 contains 474 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55444712.000000 Penalty: 67778.156250 Iteration 114Q: 22 clusters Score -5.544471e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 581 members Mstep: Class 8 contains 796 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 704 members Mstep: Class 21 contains 474 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55444740.000000 Penalty: 67778.156250 Iteration 115Q: 22 clusters Score -5.544474e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 576 members Mstep: Class 8 contains 796 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 709 members Mstep: Class 21 contains 474 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55444744.000000 Penalty: 67778.156250 Iteration 116Q: 22 clusters Score -5.544474e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 575 members Mstep: Class 8 contains 796 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 710 members Mstep: Class 21 contains 474 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55444756.000000 Penalty: 67778.156250 Iteration 117Q: 22 clusters Score -5.544476e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 573 members Mstep: Class 8 contains 796 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 712 members Mstep: Class 21 contains 474 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55444764.000000 Penalty: 67778.156250 Iteration 118Q: 22 clusters Score -5.544476e+07 nChanged 2 Entering ConstructFrom: Score: -55444764.000000 Penalty: 67778.156250 Entering ConstructFrom: Trying to split cluster 1 (50969 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50969 members Entering Unmasked Estep Score: -6516157.000000 Penalty: 2688.065430 Iteration 0F: 2 clusters Score -6516157 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25374 members Mstep: Class 2 contains 25595 members Entering Unmasked Estep Score: -6481906.500000 Penalty: 5376.130859 Iteration 0F: 3 clusters Score -6481906 nChanged 23520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24910 members Mstep: Class 2 contains 26059 members Entering Unmasked Estep Score: -6494712.000000 Penalty: 5376.130859 Iteration 1F: 3 clusters Score -6494712 nChanged 1957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24631 members Mstep: Class 2 contains 26338 members Entering Unmasked Estep Score: -6495277.000000 Penalty: 5376.130859 Iteration 2Q: 3 clusters Score -6495277 nChanged 1931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24190 members Mstep: Class 2 contains 26779 members Entering Unmasked Estep Score: -6495789.500000 Penalty: 5376.130859 Iteration 3Q: 3 clusters Score -6495790 nChanged 1803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23661 members Mstep: Class 2 contains 27308 members Entering Unmasked Estep Score: -6496338.000000 Penalty: 5376.130859 Iteration 4Q: 3 clusters Score -6496338 nChanged 1821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22850 members Mstep: Class 2 contains 28119 members Entering Unmasked Estep Score: -6496998.000000 Penalty: 5376.130859 Iteration 5Q: 3 clusters Score -6496998 nChanged 1822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21754 members Mstep: Class 2 contains 29215 members Entering Unmasked Estep Score: -6497669.500000 Penalty: 5376.130859 Iteration 6Q: 3 clusters Score -6497670 nChanged 1919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20367 members Mstep: Class 2 contains 30602 members Entering Unmasked Estep Score: -6498499.000000 Penalty: 5376.130859 Iteration 7Q: 3 clusters Score -6498499 nChanged 2164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18537 members Mstep: Class 2 contains 32432 members Entering Unmasked Estep Score: -6499556.000000 Penalty: 5376.130859 Iteration 8Q: 3 clusters Score -6499556 nChanged 2471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16226 members Mstep: Class 2 contains 34743 members Entering Unmasked Estep Score: -6500900.000000 Penalty: 5376.130859 Iteration 9Q: 3 clusters Score -6500900 nChanged 2927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13359 members Mstep: Class 2 contains 37610 members Entering Unmasked Estep Score: -6502836.000000 Penalty: 5376.130859 Iteration 10F: 3 clusters Score -6502836 nChanged 3391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9974 members Mstep: Class 2 contains 40995 members Entering Unmasked Estep Score: -6505331.000000 Penalty: 5376.130859 Iteration 11F: 3 clusters Score -6505331 nChanged 3473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6501 members Mstep: Class 2 contains 44468 members Entering Unmasked Estep Score: -6508258.500000 Penalty: 5376.130859 Iteration 12F: 3 clusters Score -6508258 nChanged 2840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 47306 members Entering Unmasked Estep Score: -6510696.000000 Penalty: 5376.130859 Iteration 13F: 3 clusters Score -6510696 nChanged 1853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 49157 members Entering Unmasked Estep Score: -6512322.500000 Penalty: 5376.130859 Iteration 14Q: 3 clusters Score -6512322 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 50032 members Entering Unmasked Estep Score: -6513051.500000 Penalty: 5376.130859 Iteration 15Q: 3 clusters Score -6513052 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 50393 members Entering Unmasked Estep Score: -6513387.000000 Penalty: 5376.130859 Iteration 16Q: 3 clusters Score -6513387 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 50549 members Entering Unmasked Estep Score: -6513553.000000 Penalty: 5376.130859 Iteration 17Q: 3 clusters Score -6513553 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 50621 members Entering Unmasked Estep Score: -6513642.500000 Penalty: 5376.130859 Iteration 18Q: 3 clusters Score -6513642 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 50648 members Entering Unmasked Estep Score: -6513689.000000 Penalty: 5376.130859 Iteration 19Q: 3 clusters Score -6513689 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 50662 members Entering Unmasked Estep Score: -6513734.500000 Penalty: 5376.130859 Iteration 20F: 3 clusters Score -6513734 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 50675 members Entering Unmasked Estep Score: -6513748.000000 Penalty: 5376.130859 Iteration 21Q: 3 clusters Score -6513748 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 50684 members Entering Unmasked Estep Score: -6513767.000000 Penalty: 5376.130859 Iteration 22Q: 3 clusters Score -6513767 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 50686 members Entering Unmasked Estep Score: -6513771.500000 Penalty: 5376.130859 Iteration 23Q: 3 clusters Score -6513772 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 50693 members Entering Unmasked Estep Score: -6513783.500000 Penalty: 5376.130859 Iteration 24Q: 3 clusters Score -6513784 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 50695 members Entering Unmasked Estep Score: -6513787.500000 Penalty: 5376.130859 Iteration 25Q: 3 clusters Score -6513788 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 50695 members Entering Unmasked Estep Score: -6513789.000000 Penalty: 5376.130859 Iteration 26Q: 3 clusters Score -6513789 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 50696 members Entering Unmasked Estep Score: -6513787.000000 Penalty: 5376.130859 Iteration 27Q: 3 clusters Score -6513787 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 50699 members Entering Unmasked Estep Score: -6513790.500000 Penalty: 5376.130859 Iteration 28Q: 3 clusters Score -6513790 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 50701 members Entering Unmasked Estep Score: -6513798.500000 Penalty: 5376.130859 Iteration 29Q: 3 clusters Score -6513798 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 50702 members Entering Unmasked Estep Score: -6513796.500000 Penalty: 5376.130859 Iteration 30Q: 3 clusters Score -6513796 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 50705 members Entering Unmasked Estep Score: -6513798.500000 Penalty: 5376.130859 Iteration 31Q: 3 clusters Score -6513798 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 50708 members Entering Unmasked Estep Score: -6513793.000000 Penalty: 5376.130859 Iteration 32Q: 3 clusters Score -6513793 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 50709 members Entering Unmasked Estep Score: -6513802.000000 Penalty: 5376.130859 Iteration 33Q: 3 clusters Score -6513802 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 50708 members Entering Unmasked Estep Score: -6513804.000000 Penalty: 5376.130859 Iteration 34Q: 3 clusters Score -6513804 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 50709 members Entering Unmasked Estep Score: -6513808.000000 Penalty: 5376.130859 Iteration 35Q: 3 clusters Score -6513808 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 50710 members Entering Unmasked Estep Score: -6513809.000000 Penalty: 5376.130859 Iteration 36Q: 3 clusters Score -6513809 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 50711 members Entering Unmasked Estep Score: -6513815.000000 Penalty: 5376.130859 Iteration 37Q: 3 clusters Score -6513815 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 50712 members Entering Unmasked Estep Score: -6513813.000000 Penalty: 5376.130859 Iteration 38Q: 3 clusters Score -6513813 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 50712 members Entering Unmasked Estep Score: -6513813.000000 Penalty: 5376.130859 Iteration 39F: 3 clusters Score -6513813 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (241792 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241792 members Entering Unmasked Estep Score: -30176708.000000 Penalty: 3074.166504 Iteration 0F: 2 clusters Score -3.017671e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121192 members Mstep: Class 2 contains 120600 members Entering Unmasked Estep Score: -30021642.000000 Penalty: 6148.333008 Iteration 0F: 3 clusters Score -3.002164e+07 nChanged 116961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125751 members Mstep: Class 2 contains 116041 members Entering Unmasked Estep Score: -30090614.000000 Penalty: 6148.333008 Iteration 1F: 3 clusters Score -3.009061e+07 nChanged 7497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128858 members Mstep: Class 2 contains 112934 members Entering Unmasked Estep Score: -30092458.000000 Penalty: 6148.333008 Iteration 2Q: 3 clusters Score -3.009246e+07 nChanged 8711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133521 members Mstep: Class 2 contains 108271 members Entering Unmasked Estep Score: -30095388.000000 Penalty: 6148.333008 Iteration 3Q: 3 clusters Score -3.009539e+07 nChanged 10562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140527 members Mstep: Class 2 contains 101265 members Entering Unmasked Estep Score: -30100052.000000 Penalty: 6148.333008 Iteration 4Q: 3 clusters Score -3.010005e+07 nChanged 13123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150472 members Mstep: Class 2 contains 91320 members Entering Unmasked Estep Score: -30107422.000000 Penalty: 6148.333008 Iteration 5F: 3 clusters Score -3.010742e+07 nChanged 15816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163550 members Mstep: Class 2 contains 78242 members Entering Unmasked Estep Score: -30118666.000000 Penalty: 6148.333008 Iteration 6F: 3 clusters Score -3.011867e+07 nChanged 17878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179126 members Mstep: Class 2 contains 62666 members Entering Unmasked Estep Score: -30133438.000000 Penalty: 6148.333008 Iteration 7F: 3 clusters Score -3.013344e+07 nChanged 17168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194434 members Mstep: Class 2 contains 47358 members Entering Unmasked Estep Score: -30148732.000000 Penalty: 6148.333008 Iteration 8F: 3 clusters Score -3.014873e+07 nChanged 13813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206471 members Mstep: Class 2 contains 35321 members Entering Unmasked Estep Score: -30160690.000000 Penalty: 6148.333008 Iteration 9F: 3 clusters Score -3.016069e+07 nChanged 9606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214481 members Mstep: Class 2 contains 27311 members Entering Unmasked Estep Score: -30168010.000000 Penalty: 6148.333008 Iteration 10Q: 3 clusters Score -3.016801e+07 nChanged 6255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219454 members Mstep: Class 2 contains 22338 members Entering Unmasked Estep Score: -30171892.000000 Penalty: 6148.333008 Iteration 11Q: 3 clusters Score -3.017189e+07 nChanged 4167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222735 members Mstep: Class 2 contains 19057 members Entering Unmasked Estep Score: -30173888.000000 Penalty: 6148.333008 Iteration 12Q: 3 clusters Score -3.017389e+07 nChanged 2887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225150 members Mstep: Class 2 contains 16642 members Entering Unmasked Estep Score: -30175022.000000 Penalty: 6148.333008 Iteration 13Q: 3 clusters Score -3.017502e+07 nChanged 2022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226902 members Mstep: Class 2 contains 14890 members Entering Unmasked Estep Score: -30175540.000000 Penalty: 6148.333008 Iteration 14Q: 3 clusters Score -3.017554e+07 nChanged 1582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228322 members Mstep: Class 2 contains 13470 members Entering Unmasked Estep Score: -30175974.000000 Penalty: 6148.333008 Iteration 15Q: 3 clusters Score -3.017597e+07 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229466 members Mstep: Class 2 contains 12326 members Entering Unmasked Estep Score: -30176078.000000 Penalty: 6148.333008 Iteration 16Q: 3 clusters Score -3.017608e+07 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230390 members Mstep: Class 2 contains 11402 members Entering Unmasked Estep Score: -30176144.000000 Penalty: 6148.333008 Iteration 17Q: 3 clusters Score -3.017614e+07 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231128 members Mstep: Class 2 contains 10664 members Entering Unmasked Estep Score: -30176080.000000 Penalty: 6148.333008 Iteration 18Q: 3 clusters Score -3.017608e+07 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231730 members Mstep: Class 2 contains 10062 members Entering Unmasked Estep Score: -30176076.000000 Penalty: 6148.333008 Iteration 19Q: 3 clusters Score -3.017608e+07 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232227 members Mstep: Class 2 contains 9565 members Entering Unmasked Estep Score: -30176130.000000 Penalty: 6148.333008 Iteration 20F: 3 clusters Score -3.017613e+07 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232623 members Mstep: Class 2 contains 9169 members Entering Unmasked Estep Score: -30176228.000000 Penalty: 6148.333008 Iteration 21Q: 3 clusters Score -3.017623e+07 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232988 members Mstep: Class 2 contains 8804 members Entering Unmasked Estep Score: -30176274.000000 Penalty: 6148.333008 Iteration 22Q: 3 clusters Score -3.017627e+07 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233343 members Mstep: Class 2 contains 8449 members Entering Unmasked Estep Score: -30176292.000000 Penalty: 6148.333008 Iteration 23Q: 3 clusters Score -3.017629e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233624 members Mstep: Class 2 contains 8168 members Entering Unmasked Estep Score: -30176338.000000 Penalty: 6148.333008 Iteration 24Q: 3 clusters Score -3.017634e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233850 members Mstep: Class 2 contains 7942 members Entering Unmasked Estep Score: -30176338.000000 Penalty: 6148.333008 Iteration 25Q: 3 clusters Score -3.017634e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234029 members Mstep: Class 2 contains 7763 members Entering Unmasked Estep Score: -30176328.000000 Penalty: 6148.333008 Iteration 26Q: 3 clusters Score -3.017633e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234197 members Mstep: Class 2 contains 7595 members Entering Unmasked Estep Score: -30176324.000000 Penalty: 6148.333008 Iteration 27Q: 3 clusters Score -3.017632e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234341 members Mstep: Class 2 contains 7451 members Entering Unmasked Estep Score: -30176316.000000 Penalty: 6148.333008 Iteration 28Q: 3 clusters Score -3.017632e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234475 members Mstep: Class 2 contains 7317 members Entering Unmasked Estep Score: -30176326.000000 Penalty: 6148.333008 Iteration 29Q: 3 clusters Score -3.017633e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234575 members Mstep: Class 2 contains 7217 members Entering Unmasked Estep Score: -30176322.000000 Penalty: 6148.333008 Iteration 30Q: 3 clusters Score -3.017632e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234662 members Mstep: Class 2 contains 7130 members Entering Unmasked Estep Score: -30176314.000000 Penalty: 6148.333008 Iteration 31Q: 3 clusters Score -3.017631e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234721 members Mstep: Class 2 contains 7071 members Entering Unmasked Estep Score: -30176348.000000 Penalty: 6148.333008 Iteration 32Q: 3 clusters Score -3.017635e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234779 members Mstep: Class 2 contains 7013 members Entering Unmasked Estep Score: -30176338.000000 Penalty: 6148.333008 Iteration 33Q: 3 clusters Score -3.017634e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234823 members Mstep: Class 2 contains 6969 members Entering Unmasked Estep Score: -30176316.000000 Penalty: 6148.333008 Iteration 34Q: 3 clusters Score -3.017632e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234860 members Mstep: Class 2 contains 6932 members Entering Unmasked Estep Score: -30176288.000000 Penalty: 6148.333008 Iteration 35Q: 3 clusters Score -3.017629e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234900 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -30176270.000000 Penalty: 6148.333008 Iteration 36Q: 3 clusters Score -3.017627e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234943 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -30176246.000000 Penalty: 6148.333008 Iteration 37Q: 3 clusters Score -3.017625e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234977 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -30176216.000000 Penalty: 6148.333008 Iteration 38Q: 3 clusters Score -3.017622e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235015 members Mstep: Class 2 contains 6777 members Entering Unmasked Estep Score: -30176222.000000 Penalty: 6148.333008 Iteration 39Q: 3 clusters Score -3.017622e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235050 members Mstep: Class 2 contains 6742 members Entering Unmasked Estep Score: -30176216.000000 Penalty: 6148.333008 Iteration 40F: 3 clusters Score -3.017622e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235087 members Mstep: Class 2 contains 6705 members Entering Unmasked Estep Score: -30176224.000000 Penalty: 6148.333008 Iteration 41Q: 3 clusters Score -3.017622e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235120 members Mstep: Class 2 contains 6672 members Entering Unmasked Estep Score: -30176218.000000 Penalty: 6148.333008 Iteration 42Q: 3 clusters Score -3.017622e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235148 members Mstep: Class 2 contains 6644 members Entering Unmasked Estep Score: -30176194.000000 Penalty: 6148.333008 Iteration 43Q: 3 clusters Score -3.017619e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235162 members Mstep: Class 2 contains 6630 members Entering Unmasked Estep Score: -30176212.000000 Penalty: 6148.333008 Iteration 44Q: 3 clusters Score -3.017621e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235177 members Mstep: Class 2 contains 6615 members Entering Unmasked Estep Score: -30176210.000000 Penalty: 6148.333008 Iteration 45Q: 3 clusters Score -3.017621e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235192 members Mstep: Class 2 contains 6600 members Entering Unmasked Estep Score: -30176238.000000 Penalty: 6148.333008 Iteration 46Q: 3 clusters Score -3.017624e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235200 members Mstep: Class 2 contains 6592 members Entering Unmasked Estep Score: -30176250.000000 Penalty: 6148.333008 Iteration 47Q: 3 clusters Score -3.017625e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235219 members Mstep: Class 2 contains 6573 members Entering Unmasked Estep Score: -30176234.000000 Penalty: 6148.333008 Iteration 48Q: 3 clusters Score -3.017623e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235238 members Mstep: Class 2 contains 6554 members Entering Unmasked Estep Score: -30176240.000000 Penalty: 6148.333008 Iteration 49Q: 3 clusters Score -3.017624e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235252 members Mstep: Class 2 contains 6540 members Entering Unmasked Estep Score: -30176234.000000 Penalty: 6148.333008 Iteration 50Q: 3 clusters Score -3.017623e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235269 members Mstep: Class 2 contains 6523 members Entering Unmasked Estep Score: -30176246.000000 Penalty: 6148.333008 Iteration 51Q: 3 clusters Score -3.017625e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235283 members Mstep: Class 2 contains 6509 members Entering Unmasked Estep Score: -30176222.000000 Penalty: 6148.333008 Iteration 52Q: 3 clusters Score -3.017622e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235299 members Mstep: Class 2 contains 6493 members Entering Unmasked Estep Score: -30176252.000000 Penalty: 6148.333008 Iteration 53Q: 3 clusters Score -3.017625e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235315 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -30176252.000000 Penalty: 6148.333008 Iteration 54Q: 3 clusters Score -3.017625e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235327 members Mstep: Class 2 contains 6465 members Entering Unmasked Estep Score: -30176236.000000 Penalty: 6148.333008 Iteration 55Q: 3 clusters Score -3.017624e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235337 members Mstep: Class 2 contains 6455 members Entering Unmasked Estep Score: -30176224.000000 Penalty: 6148.333008 Iteration 56Q: 3 clusters Score -3.017622e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235342 members Mstep: Class 2 contains 6450 members Entering Unmasked Estep Score: -30176230.000000 Penalty: 6148.333008 Iteration 57Q: 3 clusters Score -3.017623e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235344 members Mstep: Class 2 contains 6448 members Entering Unmasked Estep Score: -30176256.000000 Penalty: 6148.333008 Iteration 58Q: 3 clusters Score -3.017626e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235349 members Mstep: Class 2 contains 6443 members Entering Unmasked Estep Score: -30176246.000000 Penalty: 6148.333008 Iteration 59Q: 3 clusters Score -3.017625e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235353 members Mstep: Class 2 contains 6439 members Entering Unmasked Estep Score: -30176238.000000 Penalty: 6148.333008 Iteration 60F: 3 clusters Score -3.017624e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235358 members Mstep: Class 2 contains 6434 members Entering Unmasked Estep Score: -30176250.000000 Penalty: 6148.333008 Iteration 61Q: 3 clusters Score -3.017625e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235366 members Mstep: Class 2 contains 6426 members Entering Unmasked Estep Score: -30176238.000000 Penalty: 6148.333008 Iteration 62Q: 3 clusters Score -3.017624e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235367 members Mstep: Class 2 contains 6425 members Entering Unmasked Estep Score: -30176232.000000 Penalty: 6148.333008 Iteration 63Q: 3 clusters Score -3.017623e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235369 members Mstep: Class 2 contains 6423 members Entering Unmasked Estep Score: -30176242.000000 Penalty: 6148.333008 Iteration 64Q: 3 clusters Score -3.017624e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235370 members Mstep: Class 2 contains 6422 members Entering Unmasked Estep Score: -30176238.000000 Penalty: 6148.333008 Iteration 65Q: 3 clusters Score -3.017624e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235372 members Mstep: Class 2 contains 6420 members Entering Unmasked Estep Score: -30176246.000000 Penalty: 6148.333008 Iteration 66Q: 3 clusters Score -3.017625e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235374 members Mstep: Class 2 contains 6418 members Entering Unmasked Estep Score: -30176258.000000 Penalty: 6148.333008 Iteration 67Q: 3 clusters Score -3.017626e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235379 members Mstep: Class 2 contains 6413 members Entering Unmasked Estep Score: -30176228.000000 Penalty: 6148.333008 Iteration 68Q: 3 clusters Score -3.017623e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235384 members Mstep: Class 2 contains 6408 members Entering Unmasked Estep Score: -30176230.000000 Penalty: 6148.333008 Iteration 69Q: 3 clusters Score -3.017623e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235396 members Mstep: Class 2 contains 6396 members Entering Unmasked Estep Score: -30176198.000000 Penalty: 6148.333008 Iteration 70Q: 3 clusters Score -3.01762e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235406 members Mstep: Class 2 contains 6386 members Entering Unmasked Estep Score: -30176222.000000 Penalty: 6148.333008 Iteration 71Q: 3 clusters Score -3.017622e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235414 members Mstep: Class 2 contains 6378 members Entering Unmasked Estep Score: -30176202.000000 Penalty: 6148.333008 Iteration 72Q: 3 clusters Score -3.01762e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235422 members Mstep: Class 2 contains 6370 members Entering Unmasked Estep Score: -30176196.000000 Penalty: 6148.333008 Iteration 73Q: 3 clusters Score -3.01762e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235430 members Mstep: Class 2 contains 6362 members Entering Unmasked Estep Score: -30176204.000000 Penalty: 6148.333008 Iteration 74Q: 3 clusters Score -3.01762e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235440 members Mstep: Class 2 contains 6352 members Entering Unmasked Estep Score: -30176202.000000 Penalty: 6148.333008 Iteration 75Q: 3 clusters Score -3.01762e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235445 members Mstep: Class 2 contains 6347 members Entering Unmasked Estep Score: -30176202.000000 Penalty: 6148.333008 Iteration 76Q: 3 clusters Score -3.01762e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235450 members Mstep: Class 2 contains 6342 members Entering Unmasked Estep Score: -30176184.000000 Penalty: 6148.333008 Iteration 77Q: 3 clusters Score -3.017618e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235455 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -30176184.000000 Penalty: 6148.333008 Iteration 78Q: 3 clusters Score -3.017618e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235463 members Mstep: Class 2 contains 6329 members Entering Unmasked Estep Score: -30176196.000000 Penalty: 6148.333008 Iteration 79Q: 3 clusters Score -3.01762e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235472 members Mstep: Class 2 contains 6320 members Entering Unmasked Estep Score: -30176198.000000 Penalty: 6148.333008 Iteration 80F: 3 clusters Score -3.01762e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235483 members Mstep: Class 2 contains 6309 members Entering Unmasked Estep Score: -30176182.000000 Penalty: 6148.333008 Iteration 81Q: 3 clusters Score -3.017618e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235488 members Mstep: Class 2 contains 6304 members Entering Unmasked Estep Score: -30176186.000000 Penalty: 6148.333008 Iteration 82Q: 3 clusters Score -3.017619e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235495 members Mstep: Class 2 contains 6297 members Entering Unmasked Estep Score: -30176178.000000 Penalty: 6148.333008 Iteration 83Q: 3 clusters Score -3.017618e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235499 members Mstep: Class 2 contains 6293 members Entering Unmasked Estep Score: -30176176.000000 Penalty: 6148.333008 Iteration 84Q: 3 clusters Score -3.017618e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235503 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -30176168.000000 Penalty: 6148.333008 Iteration 85Q: 3 clusters Score -3.017617e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235509 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -30176154.000000 Penalty: 6148.333008 Iteration 86Q: 3 clusters Score -3.017615e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235518 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -30176164.000000 Penalty: 6148.333008 Iteration 87Q: 3 clusters Score -3.017616e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235522 members Mstep: Class 2 contains 6270 members Entering Unmasked Estep Score: -30176162.000000 Penalty: 6148.333008 Iteration 88Q: 3 clusters Score -3.017616e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235527 members Mstep: Class 2 contains 6265 members Entering Unmasked Estep Score: -30176168.000000 Penalty: 6148.333008 Iteration 89Q: 3 clusters Score -3.017617e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235534 members Mstep: Class 2 contains 6258 members Entering Unmasked Estep Score: -30176164.000000 Penalty: 6148.333008 Iteration 90Q: 3 clusters Score -3.017616e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235539 members Mstep: Class 2 contains 6253 members Entering Unmasked Estep Score: -30176146.000000 Penalty: 6148.333008 Iteration 91Q: 3 clusters Score -3.017615e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235544 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -30176124.000000 Penalty: 6148.333008 Iteration 92Q: 3 clusters Score -3.017612e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235550 members Mstep: Class 2 contains 6242 members Entering Unmasked Estep Score: -30176136.000000 Penalty: 6148.333008 Iteration 93Q: 3 clusters Score -3.017614e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235555 members Mstep: Class 2 contains 6237 members Entering Unmasked Estep Score: -30176142.000000 Penalty: 6148.333008 Iteration 94Q: 3 clusters Score -3.017614e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235558 members Mstep: Class 2 contains 6234 members Entering Unmasked Estep Score: -30176146.000000 Penalty: 6148.333008 Iteration 95Q: 3 clusters Score -3.017615e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235560 members Mstep: Class 2 contains 6232 members Entering Unmasked Estep Score: -30176128.000000 Penalty: 6148.333008 Iteration 96Q: 3 clusters Score -3.017613e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235566 members Mstep: Class 2 contains 6226 members Entering Unmasked Estep Score: -30176150.000000 Penalty: 6148.333008 Iteration 97Q: 3 clusters Score -3.017615e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235572 members Mstep: Class 2 contains 6220 members Entering Unmasked Estep Score: -30176158.000000 Penalty: 6148.333008 Iteration 98Q: 3 clusters Score -3.017616e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235577 members Mstep: Class 2 contains 6215 members Entering Unmasked Estep Score: -30176154.000000 Penalty: 6148.333008 Iteration 99Q: 3 clusters Score -3.017615e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235582 members Mstep: Class 2 contains 6210 members Entering Unmasked Estep Score: -30176146.000000 Penalty: 6148.333008 Iteration 100F: 3 clusters Score -3.017615e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235584 members Mstep: Class 2 contains 6208 members Entering Unmasked Estep Score: -30176162.000000 Penalty: 6148.333008 Iteration 101Q: 3 clusters Score -3.017616e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235585 members Mstep: Class 2 contains 6207 members Entering Unmasked Estep Score: -30176172.000000 Penalty: 6148.333008 Iteration 102Q: 3 clusters Score -3.017617e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235586 members Mstep: Class 2 contains 6206 members Entering Unmasked Estep Score: -30176160.000000 Penalty: 6148.333008 Iteration 103Q: 3 clusters Score -3.017616e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235588 members Mstep: Class 2 contains 6204 members Entering Unmasked Estep Score: -30176160.000000 Penalty: 6148.333008 Iteration 104Q: 3 clusters Score -3.017616e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235588 members Mstep: Class 2 contains 6204 members Entering Unmasked Estep Score: -30176160.000000 Penalty: 6148.333008 Iteration 105F: 3 clusters Score -3.017616e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2744 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Entering Unmasked Estep Score: -321167.875000 Penalty: 1963.458618 Iteration 0F: 2 clusters Score -321167.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -318126.343750 Penalty: 3926.917236 Iteration 0F: 3 clusters Score -318126.3 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -318746.562500 Penalty: 3926.917236 Iteration 1F: 3 clusters Score -318746.6 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -318919.281250 Penalty: 3926.917236 Iteration 2F: 3 clusters Score -318919.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -319061.500000 Penalty: 3926.917236 Iteration 3Q: 3 clusters Score -319061.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -319150.656250 Penalty: 3926.917236 Iteration 4Q: 3 clusters Score -319150.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -319216.906250 Penalty: 3926.917236 Iteration 5Q: 3 clusters Score -319216.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -319269.062500 Penalty: 3926.917236 Iteration 6Q: 3 clusters Score -319269.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -319336.593750 Penalty: 3926.917236 Iteration 7Q: 3 clusters Score -319336.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -319386.500000 Penalty: 3926.917236 Iteration 8Q: 3 clusters Score -319386.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -319429.906250 Penalty: 3926.917236 Iteration 9Q: 3 clusters Score -319429.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -319478.375000 Penalty: 3926.917236 Iteration 10Q: 3 clusters Score -319478.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -319519.468750 Penalty: 3926.917236 Iteration 11Q: 3 clusters Score -319519.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -319574.875000 Penalty: 3926.917236 Iteration 12Q: 3 clusters Score -319574.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -319628.031250 Penalty: 3926.917236 Iteration 13Q: 3 clusters Score -319628 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -319671.312500 Penalty: 3926.917236 Iteration 14Q: 3 clusters Score -319671.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -319704.875000 Penalty: 3926.917236 Iteration 15Q: 3 clusters Score -319704.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -319722.437500 Penalty: 3926.917236 Iteration 16Q: 3 clusters Score -319722.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -319733.750000 Penalty: 3926.917236 Iteration 17Q: 3 clusters Score -319733.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -319744.468750 Penalty: 3926.917236 Iteration 18Q: 3 clusters Score -319744.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -319754.406250 Penalty: 3926.917236 Iteration 19Q: 3 clusters Score -319754.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -319761.937500 Penalty: 3926.917236 Iteration 20F: 3 clusters Score -319761.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -319768.000000 Penalty: 3926.917236 Iteration 21Q: 3 clusters Score -319768 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -319776.375000 Penalty: 3926.917236 Iteration 22Q: 3 clusters Score -319776.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -319781.343750 Penalty: 3926.917236 Iteration 23Q: 3 clusters Score -319781.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -319786.593750 Penalty: 3926.917236 Iteration 24Q: 3 clusters Score -319786.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -319791.437500 Penalty: 3926.917236 Iteration 25Q: 3 clusters Score -319791.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -319796.156250 Penalty: 3926.917236 Iteration 26Q: 3 clusters Score -319796.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -319801.125000 Penalty: 3926.917236 Iteration 27Q: 3 clusters Score -319801.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -319803.500000 Penalty: 3926.917236 Iteration 28Q: 3 clusters Score -319803.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -319804.343750 Penalty: 3926.917236 Iteration 29Q: 3 clusters Score -319804.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -319804.843750 Penalty: 3926.917236 Iteration 30Q: 3 clusters Score -319804.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -319805.875000 Penalty: 3926.917236 Iteration 31Q: 3 clusters Score -319805.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -319807.281250 Penalty: 3926.917236 Iteration 32Q: 3 clusters Score -319807.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -319808.937500 Penalty: 3926.917236 Iteration 33Q: 3 clusters Score -319808.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -319810.125000 Penalty: 3926.917236 Iteration 34Q: 3 clusters Score -319810.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -319810.125000 Penalty: 3926.917236 Iteration 35F: 3 clusters Score -319810.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Entering Unmasked Estep Score: -96128.257812 Penalty: 1659.328857 Iteration 0F: 2 clusters Score -96128.26 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 395 members Entering Unmasked Estep Score: -94321.710938 Penalty: 3318.657715 Iteration 0F: 3 clusters Score -94321.71 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -94586.304688 Penalty: 3318.657715 Iteration 1F: 3 clusters Score -94586.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -94658.398438 Penalty: 3318.657715 Iteration 2F: 3 clusters Score -94658.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -94682.835938 Penalty: 3318.657715 Iteration 3Q: 3 clusters Score -94682.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -94698.656250 Penalty: 3318.657715 Iteration 4Q: 3 clusters Score -94698.66 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -94709.257812 Penalty: 3318.657715 Iteration 5Q: 3 clusters Score -94709.26 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -94722.984375 Penalty: 3318.657715 Iteration 6Q: 3 clusters Score -94722.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -94734.078125 Penalty: 3318.657715 Iteration 7Q: 3 clusters Score -94734.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -94740.257812 Penalty: 3318.657715 Iteration 8Q: 3 clusters Score -94740.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -94747.390625 Penalty: 3318.657715 Iteration 9Q: 3 clusters Score -94747.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -94748.125000 Penalty: 3318.657715 Iteration 10Q: 3 clusters Score -94748.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -94748.125000 Penalty: 3318.657715 Iteration 11F: 3 clusters Score -94748.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (28684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28684 members Entering Unmasked Estep Score: -3549483.500000 Penalty: 2545.495361 Iteration 0F: 2 clusters Score -3549484 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14394 members Mstep: Class 2 contains 14290 members Entering Unmasked Estep Score: -3529863.750000 Penalty: 5090.990723 Iteration 0F: 3 clusters Score -3529864 nChanged 12793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14541 members Mstep: Class 2 contains 14143 members Entering Unmasked Estep Score: -3536626.250000 Penalty: 5090.990723 Iteration 1F: 3 clusters Score -3536626 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14674 members Mstep: Class 2 contains 14010 members Entering Unmasked Estep Score: -3537072.000000 Penalty: 5090.990723 Iteration 2Q: 3 clusters Score -3537072 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14922 members Mstep: Class 2 contains 13762 members Entering Unmasked Estep Score: -3537487.750000 Penalty: 5090.990723 Iteration 3Q: 3 clusters Score -3537488 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15317 members Mstep: Class 2 contains 13367 members Entering Unmasked Estep Score: -3537907.250000 Penalty: 5090.990723 Iteration 4Q: 3 clusters Score -3537907 nChanged 1203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15848 members Mstep: Class 2 contains 12836 members Entering Unmasked Estep Score: -3538365.000000 Penalty: 5090.990723 Iteration 5Q: 3 clusters Score -3538365 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16552 members Mstep: Class 2 contains 12132 members Entering Unmasked Estep Score: -3538856.000000 Penalty: 5090.990723 Iteration 6Q: 3 clusters Score -3538856 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17469 members Mstep: Class 2 contains 11215 members Entering Unmasked Estep Score: -3539390.750000 Penalty: 5090.990723 Iteration 7Q: 3 clusters Score -3539391 nChanged 1434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18675 members Mstep: Class 2 contains 10009 members Entering Unmasked Estep Score: -3540075.500000 Penalty: 5090.990723 Iteration 8Q: 3 clusters Score -3540076 nChanged 1532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20103 members Mstep: Class 2 contains 8581 members Entering Unmasked Estep Score: -3540939.000000 Penalty: 5090.990723 Iteration 9F: 3 clusters Score -3540939 nChanged 1632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21691 members Mstep: Class 2 contains 6993 members Entering Unmasked Estep Score: -3541955.500000 Penalty: 5090.990723 Iteration 10F: 3 clusters Score -3541956 nChanged 1607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23284 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -3543131.500000 Penalty: 5090.990723 Iteration 11F: 3 clusters Score -3543132 nChanged 1493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24777 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -3544314.250000 Penalty: 5090.990723 Iteration 12F: 3 clusters Score -3544314 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25953 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -3545413.250000 Penalty: 5090.990723 Iteration 13Q: 3 clusters Score -3545413 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26754 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -3546311.500000 Penalty: 5090.990723 Iteration 14Q: 3 clusters Score -3546312 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27191 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -3546826.500000 Penalty: 5090.990723 Iteration 15Q: 3 clusters Score -3546826 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27390 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -3547052.250000 Penalty: 5090.990723 Iteration 16Q: 3 clusters Score -3547052 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27507 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -3547170.750000 Penalty: 5090.990723 Iteration 17Q: 3 clusters Score -3547171 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27570 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -3547227.750000 Penalty: 5090.990723 Iteration 18Q: 3 clusters Score -3547228 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27624 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -3547254.500000 Penalty: 5090.990723 Iteration 19Q: 3 clusters Score -3547254 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27665 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -3547280.000000 Penalty: 5090.990723 Iteration 20F: 3 clusters Score -3547280 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27692 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -3547291.250000 Penalty: 5090.990723 Iteration 21Q: 3 clusters Score -3547291 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27717 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -3547304.250000 Penalty: 5090.990723 Iteration 22Q: 3 clusters Score -3547304 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27726 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -3547316.500000 Penalty: 5090.990723 Iteration 23Q: 3 clusters Score -3547316 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27734 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -3547314.500000 Penalty: 5090.990723 Iteration 24Q: 3 clusters Score -3547314 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27742 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -3547326.250000 Penalty: 5090.990723 Iteration 25Q: 3 clusters Score -3547326 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27753 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -3547336.500000 Penalty: 5090.990723 Iteration 26Q: 3 clusters Score -3547336 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27764 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -3547344.250000 Penalty: 5090.990723 Iteration 27Q: 3 clusters Score -3547344 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27775 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -3547351.500000 Penalty: 5090.990723 Iteration 28Q: 3 clusters Score -3547352 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27787 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -3547362.500000 Penalty: 5090.990723 Iteration 29Q: 3 clusters Score -3547362 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27792 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -3547365.250000 Penalty: 5090.990723 Iteration 30Q: 3 clusters Score -3547365 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27797 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -3547363.000000 Penalty: 5090.990723 Iteration 31Q: 3 clusters Score -3547363 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27801 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -3547367.000000 Penalty: 5090.990723 Iteration 32Q: 3 clusters Score -3547367 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27807 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -3547368.250000 Penalty: 5090.990723 Iteration 33Q: 3 clusters Score -3547368 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27809 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -3547366.000000 Penalty: 5090.990723 Iteration 34Q: 3 clusters Score -3547366 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27809 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -3547368.250000 Penalty: 5090.990723 Iteration 35Q: 3 clusters Score -3547368 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27810 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -3547367.750000 Penalty: 5090.990723 Iteration 36Q: 3 clusters Score -3547368 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27812 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -3547368.250000 Penalty: 5090.990723 Iteration 37Q: 3 clusters Score -3547368 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27813 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -3547367.750000 Penalty: 5090.990723 Iteration 38Q: 3 clusters Score -3547368 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27816 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -3547371.000000 Penalty: 5090.990723 Iteration 39Q: 3 clusters Score -3547371 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27820 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -3547374.250000 Penalty: 5090.990723 Iteration 40F: 3 clusters Score -3547374 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27826 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -3547377.000000 Penalty: 5090.990723 Iteration 41Q: 3 clusters Score -3547377 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27830 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -3547381.250000 Penalty: 5090.990723 Iteration 42Q: 3 clusters Score -3547381 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27835 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -3547378.250000 Penalty: 5090.990723 Iteration 43Q: 3 clusters Score -3547378 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27840 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -3547378.000000 Penalty: 5090.990723 Iteration 44Q: 3 clusters Score -3547378 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27843 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -3547377.250000 Penalty: 5090.990723 Iteration 45Q: 3 clusters Score -3547377 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27844 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -3547377.250000 Penalty: 5090.990723 Iteration 46Q: 3 clusters Score -3547377 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27847 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -3547377.000000 Penalty: 5090.990723 Iteration 47Q: 3 clusters Score -3547377 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27851 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -3547381.750000 Penalty: 5090.990723 Iteration 48Q: 3 clusters Score -3547382 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27855 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -3547382.500000 Penalty: 5090.990723 Iteration 49Q: 3 clusters Score -3547382 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27857 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -3547382.500000 Penalty: 5090.990723 Iteration 50Q: 3 clusters Score -3547382 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27858 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -3547382.500000 Penalty: 5090.990723 Iteration 51Q: 3 clusters Score -3547382 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27858 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -3547382.500000 Penalty: 5090.990723 Iteration 52F: 3 clusters Score -3547382 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (6961 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6961 members Entering Unmasked Estep Score: -884824.000000 Penalty: 2194.323486 Iteration 0F: 2 clusters Score -884824 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -879064.687500 Penalty: 4388.646973 Iteration 0F: 3 clusters Score -879064.7 nChanged 2727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -880500.500000 Penalty: 4388.646973 Iteration 1F: 3 clusters Score -880500.5 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -880736.812500 Penalty: 4388.646973 Iteration 2F: 3 clusters Score -880736.8 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -880903.375000 Penalty: 4388.646973 Iteration 3F: 3 clusters Score -880903.4 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -881019.000000 Penalty: 4388.646973 Iteration 4Q: 3 clusters Score -881019 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -881086.375000 Penalty: 4388.646973 Iteration 5Q: 3 clusters Score -881086.4 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -881134.125000 Penalty: 4388.646973 Iteration 6Q: 3 clusters Score -881134.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -881167.250000 Penalty: 4388.646973 Iteration 7Q: 3 clusters Score -881167.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -881198.625000 Penalty: 4388.646973 Iteration 8Q: 3 clusters Score -881198.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -881221.937500 Penalty: 4388.646973 Iteration 9Q: 3 clusters Score -881221.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -881244.687500 Penalty: 4388.646973 Iteration 10Q: 3 clusters Score -881244.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -881265.750000 Penalty: 4388.646973 Iteration 11Q: 3 clusters Score -881265.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -881288.312500 Penalty: 4388.646973 Iteration 12Q: 3 clusters Score -881288.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -881311.937500 Penalty: 4388.646973 Iteration 13Q: 3 clusters Score -881311.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -881338.562500 Penalty: 4388.646973 Iteration 14Q: 3 clusters Score -881338.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -881362.937500 Penalty: 4388.646973 Iteration 15Q: 3 clusters Score -881362.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -881395.062500 Penalty: 4388.646973 Iteration 16Q: 3 clusters Score -881395.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -881430.312500 Penalty: 4388.646973 Iteration 17Q: 3 clusters Score -881430.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -881466.125000 Penalty: 4388.646973 Iteration 18Q: 3 clusters Score -881466.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -881503.187500 Penalty: 4388.646973 Iteration 19Q: 3 clusters Score -881503.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -881547.625000 Penalty: 4388.646973 Iteration 20F: 3 clusters Score -881547.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -881596.250000 Penalty: 4388.646973 Iteration 21Q: 3 clusters Score -881596.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -881661.562500 Penalty: 4388.646973 Iteration 22Q: 3 clusters Score -881661.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -881731.125000 Penalty: 4388.646973 Iteration 23Q: 3 clusters Score -881731.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5032 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -881806.875000 Penalty: 4388.646973 Iteration 24Q: 3 clusters Score -881806.9 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5189 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -881906.187500 Penalty: 4388.646973 Iteration 25Q: 3 clusters Score -881906.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -882013.312500 Penalty: 4388.646973 Iteration 26Q: 3 clusters Score -882013.3 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5501 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -882156.625000 Penalty: 4388.646973 Iteration 27Q: 3 clusters Score -882156.6 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5680 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -882330.687500 Penalty: 4388.646973 Iteration 28Q: 3 clusters Score -882330.7 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5841 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -882489.437500 Penalty: 4388.646973 Iteration 29Q: 3 clusters Score -882489.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5959 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -882624.562500 Penalty: 4388.646973 Iteration 30Q: 3 clusters Score -882624.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6069 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -882760.687500 Penalty: 4388.646973 Iteration 31Q: 3 clusters Score -882760.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6142 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -882843.500000 Penalty: 4388.646973 Iteration 32Q: 3 clusters Score -882843.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6187 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -882894.000000 Penalty: 4388.646973 Iteration 33Q: 3 clusters Score -882894 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -882934.125000 Penalty: 4388.646973 Iteration 34Q: 3 clusters Score -882934.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6268 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -882968.750000 Penalty: 4388.646973 Iteration 35Q: 3 clusters Score -882968.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6298 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -882984.437500 Penalty: 4388.646973 Iteration 36Q: 3 clusters Score -882984.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6321 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -883001.125000 Penalty: 4388.646973 Iteration 37Q: 3 clusters Score -883001.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6343 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -883018.687500 Penalty: 4388.646973 Iteration 38Q: 3 clusters Score -883018.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6358 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -883031.937500 Penalty: 4388.646973 Iteration 39Q: 3 clusters Score -883031.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6371 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -883039.875000 Penalty: 4388.646973 Iteration 40F: 3 clusters Score -883039.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6384 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -883048.562500 Penalty: 4388.646973 Iteration 41Q: 3 clusters Score -883048.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -883056.687500 Penalty: 4388.646973 Iteration 42Q: 3 clusters Score -883056.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6399 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -883062.625000 Penalty: 4388.646973 Iteration 43Q: 3 clusters Score -883062.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -883068.375000 Penalty: 4388.646973 Iteration 44Q: 3 clusters Score -883068.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6418 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -883077.062500 Penalty: 4388.646973 Iteration 45Q: 3 clusters Score -883077.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6429 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -883090.187500 Penalty: 4388.646973 Iteration 46Q: 3 clusters Score -883090.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -883101.062500 Penalty: 4388.646973 Iteration 47Q: 3 clusters Score -883101.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6448 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -883110.250000 Penalty: 4388.646973 Iteration 48Q: 3 clusters Score -883110.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6450 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -883111.062500 Penalty: 4388.646973 Iteration 49Q: 3 clusters Score -883111.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6451 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -883115.062500 Penalty: 4388.646973 Iteration 50Q: 3 clusters Score -883115.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6453 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -883116.375000 Penalty: 4388.646973 Iteration 51Q: 3 clusters Score -883116.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6455 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -883117.312500 Penalty: 4388.646973 Iteration 52Q: 3 clusters Score -883117.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6455 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -883120.875000 Penalty: 4388.646973 Iteration 53Q: 3 clusters Score -883120.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6456 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -883122.937500 Penalty: 4388.646973 Iteration 54Q: 3 clusters Score -883122.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6457 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -883124.250000 Penalty: 4388.646973 Iteration 55Q: 3 clusters Score -883124.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6458 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -883124.250000 Penalty: 4388.646973 Iteration 56Q: 3 clusters Score -883124.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6458 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -883124.250000 Penalty: 4388.646973 Iteration 57F: 3 clusters Score -883124.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (571 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Entering Unmasked Estep Score: -56517.441406 Penalty: 1574.152588 Iteration 0F: 2 clusters Score -56517.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -55029.968750 Penalty: 3148.305176 Iteration 0F: 3 clusters Score -55029.97 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -55466.101562 Penalty: 3148.305176 Iteration 1F: 3 clusters Score -55466.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -55701.839844 Penalty: 3148.305176 Iteration 2F: 3 clusters Score -55701.84 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -55991.722656 Penalty: 3148.305176 Iteration 3F: 3 clusters Score -55991.72 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -56438.960938 Penalty: 3148.305176 Iteration 4F: 3 clusters Score -56438.96 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -56849.277344 Penalty: 3148.305176 Iteration 5F: 3 clusters Score -56849.28 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -57043.246094 Penalty: 3148.305176 Iteration 6Q: 3 clusters Score -57043.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -57072.648438 Penalty: 3148.305176 Iteration 7Q: 3 clusters Score -57072.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -57091.148438 Penalty: 3148.305176 Iteration 8Q: 3 clusters Score -57091.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -57091.148438 Penalty: 3148.305176 Iteration 9F: 3 clusters Score -57091.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 185 members Mstep: Class 8 contains 796 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 714 members Mstep: Class 21 contains 474 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep Score: -55443584.000000 Penalty: 71005.687500 Splitting cluster 7 changes total score from -55444764.000000 to -55443584.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (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: -79816.359375 Penalty: 1656.540649 Iteration 0F: 2 clusters Score -79816.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -78239.757812 Penalty: 3313.081299 Iteration 0F: 3 clusters Score -78239.76 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -78967.335938 Penalty: 3313.081299 Iteration 1F: 3 clusters Score -78967.34 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -79361.429688 Penalty: 3313.081299 Iteration 2F: 3 clusters Score -79361.43 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -79667.476562 Penalty: 3313.081299 Iteration 3F: 3 clusters Score -79667.48 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -79863.375000 Penalty: 3313.081299 Iteration 4F: 3 clusters Score -79863.38 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -79974.148438 Penalty: 3313.081299 Iteration 5Q: 3 clusters Score -79974.15 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -80084.671875 Penalty: 3313.081299 Iteration 6Q: 3 clusters Score -80084.67 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -80329.625000 Penalty: 3313.081299 Iteration 7Q: 3 clusters Score -80329.62 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -80510.476562 Penalty: 3313.081299 Iteration 8Q: 3 clusters Score -80510.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -80557.125000 Penalty: 3313.081299 Iteration 9Q: 3 clusters Score -80557.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -80594.312500 Penalty: 3313.081299 Iteration 10Q: 3 clusters Score -80594.31 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -80632.023438 Penalty: 3313.081299 Iteration 11Q: 3 clusters Score -80632.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -80670.625000 Penalty: 3313.081299 Iteration 12Q: 3 clusters Score -80670.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -80729.898438 Penalty: 3313.081299 Iteration 13Q: 3 clusters Score -80729.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -80855.671875 Penalty: 3313.081299 Iteration 14Q: 3 clusters Score -80855.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -81000.023438 Penalty: 3313.081299 Iteration 15Q: 3 clusters Score -81000.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -81060.445312 Penalty: 3313.081299 Iteration 16Q: 3 clusters Score -81060.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -81070.437500 Penalty: 3313.081299 Iteration 17Q: 3 clusters Score -81070.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -81086.531250 Penalty: 3313.081299 Iteration 18Q: 3 clusters Score -81086.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -81133.679688 Penalty: 3313.081299 Iteration 19F: 3 clusters Score -81133.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -81282.562500 Penalty: 3313.081299 Iteration 20F: 3 clusters Score -81282.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -82027.046875 Penalty: 3313.081299 Iteration 21Q: 3 clusters Score -82027.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -82035.281250 Penalty: 3313.081299 Iteration 22Q: 3 clusters Score -82035.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -82035.281250 Penalty: 3313.081299 Iteration 23F: 3 clusters Score -82035.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 571 members Mstep: Class 8 contains 634 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 18 contains 162 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 714 members Mstep: Class 21 contains 474 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep Score: -55445436.000000 Penalty: 71005.687500 Splitting cluster 8 changes total score from -55444764.000000 to -55445436.000000 So it's getting split into cluster 18. Entering ConstructFrom: Trying to split cluster 9 (205 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Entering Unmasked Estep Score: -22418.755859 Penalty: 1320.106445 Iteration 0F: 2 clusters Score -22418.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -21309.376953 Penalty: 2640.212891 Iteration 0F: 3 clusters Score -21309.38 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -21375.300781 Penalty: 2640.212891 Iteration 1F: 3 clusters Score -21375.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -21397.009766 Penalty: 2640.212891 Iteration 2Q: 3 clusters Score -21397.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -21410.378906 Penalty: 2640.212891 Iteration 3Q: 3 clusters Score -21410.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -21412.218750 Penalty: 2640.212891 Iteration 4Q: 3 clusters Score -21412.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -21412.218750 Penalty: 2640.212891 Iteration 5F: 3 clusters Score -21412.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2411 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Entering Unmasked Estep Score: -288178.468750 Penalty: 1931.373657 Iteration 0F: 2 clusters Score -288178.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -285285.500000 Penalty: 3862.747314 Iteration 0F: 3 clusters Score -285285.5 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -285917.406250 Penalty: 3862.747314 Iteration 1F: 3 clusters Score -285917.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -286115.500000 Penalty: 3862.747314 Iteration 2F: 3 clusters Score -286115.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -286255.968750 Penalty: 3862.747314 Iteration 3F: 3 clusters Score -286256 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -286362.906250 Penalty: 3862.747314 Iteration 4Q: 3 clusters Score -286362.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -286467.343750 Penalty: 3862.747314 Iteration 5Q: 3 clusters Score -286467.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -286561.093750 Penalty: 3862.747314 Iteration 6Q: 3 clusters Score -286561.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -286636.750000 Penalty: 3862.747314 Iteration 7Q: 3 clusters Score -286636.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -286697.906250 Penalty: 3862.747314 Iteration 8Q: 3 clusters Score -286697.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -286769.718750 Penalty: 3862.747314 Iteration 9Q: 3 clusters Score -286769.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -286840.281250 Penalty: 3862.747314 Iteration 10Q: 3 clusters Score -286840.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -286893.218750 Penalty: 3862.747314 Iteration 11Q: 3 clusters Score -286893.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -286928.125000 Penalty: 3862.747314 Iteration 12Q: 3 clusters Score -286928.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -286961.187500 Penalty: 3862.747314 Iteration 13Q: 3 clusters Score -286961.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -286985.625000 Penalty: 3862.747314 Iteration 14Q: 3 clusters Score -286985.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -287011.218750 Penalty: 3862.747314 Iteration 15Q: 3 clusters Score -287011.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -287026.562500 Penalty: 3862.747314 Iteration 16Q: 3 clusters Score -287026.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -287033.031250 Penalty: 3862.747314 Iteration 17Q: 3 clusters Score -287033 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -287037.031250 Penalty: 3862.747314 Iteration 18Q: 3 clusters Score -287037 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -287042.281250 Penalty: 3862.747314 Iteration 19Q: 3 clusters Score -287042.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -287045.375000 Penalty: 3862.747314 Iteration 20F: 3 clusters Score -287045.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -287047.812500 Penalty: 3862.747314 Iteration 21Q: 3 clusters Score -287047.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -287049.562500 Penalty: 3862.747314 Iteration 22Q: 3 clusters Score -287049.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -287052.812500 Penalty: 3862.747314 Iteration 23Q: 3 clusters Score -287052.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -287056.625000 Penalty: 3862.747314 Iteration 24Q: 3 clusters Score -287056.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -287060.187500 Penalty: 3862.747314 Iteration 25Q: 3 clusters Score -287060.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -287063.968750 Penalty: 3862.747314 Iteration 26Q: 3 clusters Score -287064 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -287069.843750 Penalty: 3862.747314 Iteration 27Q: 3 clusters Score -287069.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -287083.531250 Penalty: 3862.747314 Iteration 28Q: 3 clusters Score -287083.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -287092.281250 Penalty: 3862.747314 Iteration 29Q: 3 clusters Score -287092.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -287097.937500 Penalty: 3862.747314 Iteration 30Q: 3 clusters Score -287097.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -287101.437500 Penalty: 3862.747314 Iteration 31Q: 3 clusters Score -287101.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -287104.343750 Penalty: 3862.747314 Iteration 32Q: 3 clusters Score -287104.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -287110.937500 Penalty: 3862.747314 Iteration 33Q: 3 clusters Score -287110.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -287117.875000 Penalty: 3862.747314 Iteration 34Q: 3 clusters Score -287117.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -287123.812500 Penalty: 3862.747314 Iteration 35Q: 3 clusters Score -287123.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -287135.812500 Penalty: 3862.747314 Iteration 36Q: 3 clusters Score -287135.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -287145.750000 Penalty: 3862.747314 Iteration 37Q: 3 clusters Score -287145.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -287152.250000 Penalty: 3862.747314 Iteration 38Q: 3 clusters Score -287152.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -287155.187500 Penalty: 3862.747314 Iteration 39Q: 3 clusters Score -287155.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -287157.906250 Penalty: 3862.747314 Iteration 40F: 3 clusters Score -287157.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -287159.406250 Penalty: 3862.747314 Iteration 41Q: 3 clusters Score -287159.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -287160.312500 Penalty: 3862.747314 Iteration 42Q: 3 clusters Score -287160.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -287161.562500 Penalty: 3862.747314 Iteration 43Q: 3 clusters Score -287161.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -287162.468750 Penalty: 3862.747314 Iteration 44Q: 3 clusters Score -287162.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -287163.750000 Penalty: 3862.747314 Iteration 45Q: 3 clusters Score -287163.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -287164.843750 Penalty: 3862.747314 Iteration 46Q: 3 clusters Score -287164.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -287165.000000 Penalty: 3862.747314 Iteration 47Q: 3 clusters Score -287165 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -287165.687500 Penalty: 3862.747314 Iteration 48Q: 3 clusters Score -287165.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -287165.687500 Penalty: 3862.747314 Iteration 49F: 3 clusters Score -287165.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (9121 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9121 members Entering Unmasked Estep Score: -1166129.750000 Penalty: 2261.346924 Iteration 0F: 2 clusters Score -1166130 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -1159030.625000 Penalty: 4522.693848 Iteration 0F: 3 clusters Score -1159031 nChanged 3692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -1160967.375000 Penalty: 4522.693848 Iteration 1F: 3 clusters Score -1160967 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -1161318.875000 Penalty: 4522.693848 Iteration 2F: 3 clusters Score -1161319 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 4974 members Entering Unmasked Estep Score: -1161596.625000 Penalty: 4522.693848 Iteration 3F: 3 clusters Score -1161597 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 4988 members Entering Unmasked Estep Score: -1161760.750000 Penalty: 4522.693848 Iteration 4Q: 3 clusters Score -1161761 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 5009 members Entering Unmasked Estep Score: -1161901.250000 Penalty: 4522.693848 Iteration 5Q: 3 clusters Score -1161901 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -1162024.000000 Penalty: 4522.693848 Iteration 6Q: 3 clusters Score -1162024 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 5032 members Entering Unmasked Estep Score: -1162145.500000 Penalty: 4522.693848 Iteration 7Q: 3 clusters Score -1162146 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 5027 members Entering Unmasked Estep Score: -1162250.625000 Penalty: 4522.693848 Iteration 8Q: 3 clusters Score -1162251 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 5035 members Entering Unmasked Estep Score: -1162356.375000 Penalty: 4522.693848 Iteration 9Q: 3 clusters Score -1162356 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -1162445.375000 Penalty: 4522.693848 Iteration 10Q: 3 clusters Score -1162445 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 5024 members Entering Unmasked Estep Score: -1162535.000000 Penalty: 4522.693848 Iteration 11Q: 3 clusters Score -1162535 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -1162616.875000 Penalty: 4522.693848 Iteration 12Q: 3 clusters Score -1162617 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 4956 members Entering Unmasked Estep Score: -1162713.750000 Penalty: 4522.693848 Iteration 13Q: 3 clusters Score -1162714 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -1162792.125000 Penalty: 4522.693848 Iteration 14Q: 3 clusters Score -1162792 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 4835 members Entering Unmasked Estep Score: -1162860.750000 Penalty: 4522.693848 Iteration 15Q: 3 clusters Score -1162861 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -1162912.375000 Penalty: 4522.693848 Iteration 16Q: 3 clusters Score -1162912 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -1162964.250000 Penalty: 4522.693848 Iteration 17Q: 3 clusters Score -1162964 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -1163009.500000 Penalty: 4522.693848 Iteration 18Q: 3 clusters Score -1163010 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -1163056.000000 Penalty: 4522.693848 Iteration 19Q: 3 clusters Score -1163056 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 4528 members Entering Unmasked Estep Score: -1163096.875000 Penalty: 4522.693848 Iteration 20F: 3 clusters Score -1163097 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -1163141.750000 Penalty: 4522.693848 Iteration 21Q: 3 clusters Score -1163142 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -1163178.500000 Penalty: 4522.693848 Iteration 22Q: 3 clusters Score -1163178 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -1163214.375000 Penalty: 4522.693848 Iteration 23Q: 3 clusters Score -1163214 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -1163247.875000 Penalty: 4522.693848 Iteration 24Q: 3 clusters Score -1163248 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -1163283.750000 Penalty: 4522.693848 Iteration 25Q: 3 clusters Score -1163284 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -1163315.375000 Penalty: 4522.693848 Iteration 26Q: 3 clusters Score -1163315 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5110 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -1163351.500000 Penalty: 4522.693848 Iteration 27Q: 3 clusters Score -1163352 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -1163387.125000 Penalty: 4522.693848 Iteration 28Q: 3 clusters Score -1163387 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -1163417.875000 Penalty: 4522.693848 Iteration 29Q: 3 clusters Score -1163418 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -1163438.375000 Penalty: 4522.693848 Iteration 30Q: 3 clusters Score -1163438 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5386 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -1163458.500000 Penalty: 4522.693848 Iteration 31Q: 3 clusters Score -1163458 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5445 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -1163477.750000 Penalty: 4522.693848 Iteration 32Q: 3 clusters Score -1163478 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -1163492.500000 Penalty: 4522.693848 Iteration 33Q: 3 clusters Score -1163492 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5523 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -1163501.750000 Penalty: 4522.693848 Iteration 34Q: 3 clusters Score -1163502 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -1163516.750000 Penalty: 4522.693848 Iteration 35Q: 3 clusters Score -1163517 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -1163529.000000 Penalty: 4522.693848 Iteration 36Q: 3 clusters Score -1163529 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5656 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -1163547.500000 Penalty: 4522.693848 Iteration 37Q: 3 clusters Score -1163548 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5701 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -1163563.000000 Penalty: 4522.693848 Iteration 38Q: 3 clusters Score -1163563 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5738 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -1163575.000000 Penalty: 4522.693848 Iteration 39Q: 3 clusters Score -1163575 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5780 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -1163588.750000 Penalty: 4522.693848 Iteration 40F: 3 clusters Score -1163589 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5822 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -1163604.500000 Penalty: 4522.693848 Iteration 41Q: 3 clusters Score -1163604 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5865 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -1163622.625000 Penalty: 4522.693848 Iteration 42Q: 3 clusters Score -1163623 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5904 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -1163632.000000 Penalty: 4522.693848 Iteration 43Q: 3 clusters Score -1163632 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5945 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -1163647.875000 Penalty: 4522.693848 Iteration 44Q: 3 clusters Score -1163648 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5988 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -1163660.250000 Penalty: 4522.693848 Iteration 45Q: 3 clusters Score -1163660 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6044 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -1163673.500000 Penalty: 4522.693848 Iteration 46Q: 3 clusters Score -1163674 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -1163692.875000 Penalty: 4522.693848 Iteration 47Q: 3 clusters Score -1163693 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6164 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -1163713.625000 Penalty: 4522.693848 Iteration 48Q: 3 clusters Score -1163714 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6232 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -1163743.125000 Penalty: 4522.693848 Iteration 49Q: 3 clusters Score -1163743 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6318 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -1163772.375000 Penalty: 4522.693848 Iteration 50Q: 3 clusters Score -1163772 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6382 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -1163791.000000 Penalty: 4522.693848 Iteration 51Q: 3 clusters Score -1163791 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6426 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -1163804.375000 Penalty: 4522.693848 Iteration 52Q: 3 clusters Score -1163804 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6467 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -1163814.000000 Penalty: 4522.693848 Iteration 53Q: 3 clusters Score -1163814 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6511 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -1163829.625000 Penalty: 4522.693848 Iteration 54Q: 3 clusters Score -1163830 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6547 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -1163845.250000 Penalty: 4522.693848 Iteration 55Q: 3 clusters Score -1163845 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6590 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -1163852.875000 Penalty: 4522.693848 Iteration 56Q: 3 clusters Score -1163853 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6633 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -1163865.750000 Penalty: 4522.693848 Iteration 57Q: 3 clusters Score -1163866 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6670 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -1163876.875000 Penalty: 4522.693848 Iteration 58Q: 3 clusters Score -1163877 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6706 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -1163886.250000 Penalty: 4522.693848 Iteration 59Q: 3 clusters Score -1163886 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -1163898.250000 Penalty: 4522.693848 Iteration 60F: 3 clusters Score -1163898 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6786 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -1163909.125000 Penalty: 4522.693848 Iteration 61Q: 3 clusters Score -1163909 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6827 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -1163921.000000 Penalty: 4522.693848 Iteration 62Q: 3 clusters Score -1163921 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -1163932.125000 Penalty: 4522.693848 Iteration 63Q: 3 clusters Score -1163932 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6893 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -1163938.125000 Penalty: 4522.693848 Iteration 64Q: 3 clusters Score -1163938 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6913 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -1163943.250000 Penalty: 4522.693848 Iteration 65Q: 3 clusters Score -1163943 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6932 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -1163948.250000 Penalty: 4522.693848 Iteration 66Q: 3 clusters Score -1163948 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6949 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -1163950.250000 Penalty: 4522.693848 Iteration 67Q: 3 clusters Score -1163950 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6976 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -1163962.625000 Penalty: 4522.693848 Iteration 68Q: 3 clusters Score -1163963 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7002 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -1163970.500000 Penalty: 4522.693848 Iteration 69Q: 3 clusters Score -1163970 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7027 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -1163977.750000 Penalty: 4522.693848 Iteration 70Q: 3 clusters Score -1163978 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7053 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -1163982.000000 Penalty: 4522.693848 Iteration 71Q: 3 clusters Score -1163982 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7074 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -1163986.250000 Penalty: 4522.693848 Iteration 72Q: 3 clusters Score -1163986 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7097 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -1163994.125000 Penalty: 4522.693848 Iteration 73Q: 3 clusters Score -1163994 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7114 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -1163997.625000 Penalty: 4522.693848 Iteration 74Q: 3 clusters Score -1163998 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7128 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -1164004.625000 Penalty: 4522.693848 Iteration 75Q: 3 clusters Score -1164005 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7140 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -1164005.625000 Penalty: 4522.693848 Iteration 76Q: 3 clusters Score -1164006 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7152 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -1164010.375000 Penalty: 4522.693848 Iteration 77Q: 3 clusters Score -1164010 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7169 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -1164015.125000 Penalty: 4522.693848 Iteration 78Q: 3 clusters Score -1164015 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7180 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -1164016.875000 Penalty: 4522.693848 Iteration 79Q: 3 clusters Score -1164017 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7191 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -1164018.625000 Penalty: 4522.693848 Iteration 80F: 3 clusters Score -1164019 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7200 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -1164022.500000 Penalty: 4522.693848 Iteration 81Q: 3 clusters Score -1164022 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7207 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -1164024.750000 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Unmasked Estep Score: -1164043.750000 Penalty: 4522.693848 Iteration 94Q: 3 clusters Score -1164044 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7291 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -1164045.375000 Penalty: 4522.693848 Iteration 95Q: 3 clusters Score -1164045 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7295 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -1164046.250000 Penalty: 4522.693848 Iteration 96Q: 3 clusters Score -1164046 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7298 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -1164049.125000 Penalty: 4522.693848 Iteration 97Q: 3 clusters Score -1164049 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7302 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -1164049.125000 Penalty: 4522.693848 Iteration 98Q: 3 clusters Score -1164049 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7306 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -1164049.125000 Penalty: 4522.693848 Iteration 99Q: 3 clusters Score -1164049 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7308 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -1164048.625000 Penalty: 4522.693848 Iteration 100F: 3 clusters Score -1164049 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7310 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -1164047.625000 Penalty: 4522.693848 Iteration 101Q: 3 clusters Score -1164048 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7315 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -1164051.375000 Penalty: 4522.693848 Iteration 102Q: 3 clusters Score -1164051 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7322 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -1164052.875000 Penalty: 4522.693848 Iteration 103Q: 3 clusters Score -1164053 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7333 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -1164055.000000 Penalty: 4522.693848 Iteration 104Q: 3 clusters Score -1164055 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7345 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -1164055.625000 Penalty: 4522.693848 Iteration 105Q: 3 clusters Score -1164056 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7347 members Mstep: 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members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -1164065.250000 Penalty: 4522.693848 Iteration 110Q: 3 clusters Score -1164065 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7370 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -1164066.125000 Penalty: 4522.693848 Iteration 111Q: 3 clusters Score -1164066 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7380 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -1164068.000000 Penalty: 4522.693848 Iteration 112Q: 3 clusters Score -1164068 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7389 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -1164067.500000 Penalty: 4522.693848 Iteration 113Q: 3 clusters Score -1164068 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 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9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7505 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -1164098.625000 Penalty: 4522.693848 Iteration 134Q: 3 clusters Score -1164099 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7523 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -1164104.625000 Penalty: 4522.693848 Iteration 135Q: 3 clusters Score -1164105 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7539 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -1164108.875000 Penalty: 4522.693848 Iteration 136Q: 3 clusters Score -1164109 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7551 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -1164112.875000 Penalty: 4522.693848 Iteration 137Q: 3 clusters Score 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clusters Score -1164134 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7622 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -1164136.500000 Penalty: 4522.693848 Iteration 142Q: 3 clusters Score -1164136 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7631 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -1164137.625000 Penalty: 4522.693848 Iteration 143Q: 3 clusters Score -1164138 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7642 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -1164140.000000 Penalty: 4522.693848 Iteration 144Q: 3 clusters Score -1164140 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7650 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -1164141.000000 Penalty: 4522.693848 Iteration 145Q: 3 clusters Score -1164141 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7658 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -1164143.375000 Penalty: 4522.693848 Iteration 146Q: 3 clusters Score -1164143 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7664 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -1164145.500000 Penalty: 4522.693848 Iteration 147Q: 3 clusters Score -1164146 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7672 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -1164149.250000 Penalty: 4522.693848 Iteration 148Q: 3 clusters Score -1164149 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7686 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -1164152.250000 Penalty: 4522.693848 Iteration 149Q: 3 clusters Score -1164152 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7700 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -1164157.375000 Penalty: 4522.693848 Iteration 150Q: 3 clusters Score -1164157 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7716 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -1164160.625000 Penalty: 4522.693848 Iteration 151Q: 3 clusters Score -1164161 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7724 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -1164163.625000 Penalty: 4522.693848 Iteration 152Q: 3 clusters Score -1164164 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7735 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -1164168.375000 Penalty: 4522.693848 Iteration 153Q: 3 clusters Score -1164168 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7751 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -1164173.000000 Penalty: 4522.693848 Iteration 154Q: 3 clusters Score -1164173 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7764 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -1164177.625000 Penalty: 4522.693848 Iteration 155Q: 3 clusters Score -1164178 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7780 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -1164184.375000 Penalty: 4522.693848 Iteration 156Q: 3 clusters Score -1164184 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7796 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -1164187.000000 Penalty: 4522.693848 Iteration 157Q: 3 clusters Score -1164187 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7813 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -1164192.250000 Penalty: 4522.693848 Iteration 158Q: 3 clusters Score -1164192 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7831 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -1164201.000000 Penalty: 4522.693848 Iteration 159Q: 3 clusters Score -1164201 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7858 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -1164211.500000 Penalty: 4522.693848 Iteration 160F: 3 clusters Score -1164212 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7883 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -1164222.625000 Penalty: 4522.693848 Iteration 161Q: 3 clusters Score -1164223 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7902 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -1164230.625000 Penalty: 4522.693848 Iteration 162Q: 3 clusters Score -1164231 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7919 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -1164236.375000 Penalty: 4522.693848 Iteration 163Q: 3 clusters Score -1164236 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7939 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -1164242.125000 Penalty: 4522.693848 Iteration 164Q: 3 clusters Score -1164242 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7952 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -1164244.000000 Penalty: 4522.693848 Iteration 165Q: 3 clusters Score -1164244 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7966 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -1164249.000000 Penalty: 4522.693848 Iteration 166Q: 3 clusters Score -1164249 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7980 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -1164256.500000 Penalty: 4522.693848 Iteration 167Q: 3 clusters Score -1164256 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7993 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -1164262.125000 Penalty: 4522.693848 Iteration 168Q: 3 clusters Score -1164262 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8006 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -1164264.000000 Penalty: 4522.693848 Iteration 169Q: 3 clusters Score -1164264 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8018 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -1164266.125000 Penalty: 4522.693848 Iteration 170Q: 3 clusters Score -1164266 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8027 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -1164272.250000 Penalty: 4522.693848 Iteration 171Q: 3 clusters Score -1164272 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -1164273.750000 Penalty: 4522.693848 Iteration 172Q: 3 clusters Score -1164274 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8042 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -1164277.500000 Penalty: 4522.693848 Iteration 173Q: 3 clusters Score -1164278 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8049 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -1164279.500000 Penalty: 4522.693848 Iteration 174Q: 3 clusters Score -1164280 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8053 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -1164281.500000 Penalty: 4522.693848 Iteration 175Q: 3 clusters Score -1164282 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8063 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -1164284.875000 Penalty: 4522.693848 Iteration 176Q: 3 clusters Score -1164285 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8074 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -1164289.500000 Penalty: 4522.693848 Iteration 177Q: 3 clusters Score -1164290 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8083 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -1164294.875000 Penalty: 4522.693848 Iteration 178Q: 3 clusters Score -1164295 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8092 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -1164299.125000 Penalty: 4522.693848 Iteration 179Q: 3 clusters Score -1164299 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8105 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -1164306.875000 Penalty: 4522.693848 Iteration 180F: 3 clusters Score -1164307 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8122 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -1164311.625000 Penalty: 4522.693848 Iteration 181Q: 3 clusters Score -1164312 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8134 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -1164318.125000 Penalty: 4522.693848 Iteration 182Q: 3 clusters Score -1164318 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8137 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -1164321.125000 Penalty: 4522.693848 Iteration 183Q: 3 clusters Score -1164321 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8142 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -1164325.750000 Penalty: 4522.693848 Iteration 184Q: 3 clusters Score -1164326 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8150 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -1164329.375000 Penalty: 4522.693848 Iteration 185Q: 3 clusters Score -1164329 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8155 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -1164330.625000 Penalty: 4522.693848 Iteration 186Q: 3 clusters Score -1164331 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8157 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -1164331.875000 Penalty: 4522.693848 Iteration 187Q: 3 clusters Score -1164332 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8160 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -1164331.250000 Penalty: 4522.693848 Iteration 188Q: 3 clusters Score -1164331 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8164 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -1164334.250000 Penalty: 4522.693848 Iteration 189Q: 3 clusters Score -1164334 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8169 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -1164336.750000 Penalty: 4522.693848 Iteration 190Q: 3 clusters Score -1164337 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8173 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -1164339.750000 Penalty: 4522.693848 Iteration 191Q: 3 clusters Score -1164340 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8175 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -1164339.875000 Penalty: 4522.693848 Iteration 192Q: 3 clusters Score -1164340 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8176 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -1164341.250000 Penalty: 4522.693848 Iteration 193Q: 3 clusters Score -1164341 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8177 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -1164340.125000 Penalty: 4522.693848 Iteration 194Q: 3 clusters Score -1164340 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8177 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -1164340.125000 Penalty: 4522.693848 Iteration 195F: 3 clusters Score -1164340 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (570 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Entering Unmasked Estep Score: -67683.359375 Penalty: 1573.717773 Iteration 0F: 2 clusters Score -67683.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -66117.968750 Penalty: 3147.435547 Iteration 0F: 3 clusters Score -66117.97 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -66302.796875 Penalty: 3147.435547 Iteration 1F: 3 clusters Score -66302.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -66374.351562 Penalty: 3147.435547 Iteration 2Q: 3 clusters Score -66374.35 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -66400.242188 Penalty: 3147.435547 Iteration 3Q: 3 clusters Score -66400.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -66413.453125 Penalty: 3147.435547 Iteration 4Q: 3 clusters Score -66413.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -66424.812500 Penalty: 3147.435547 Iteration 5Q: 3 clusters Score -66424.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -66428.757812 Penalty: 3147.435547 Iteration 6Q: 3 clusters Score -66428.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -66431.695312 Penalty: 3147.435547 Iteration 7Q: 3 clusters Score -66431.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -66433.523438 Penalty: 3147.435547 Iteration 8Q: 3 clusters Score -66433.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -66433.523438 Penalty: 3147.435547 Iteration 9F: 3 clusters Score -66433.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (63951 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63951 members Entering Unmasked Estep Score: -8044464.500000 Penalty: 2744.336426 Iteration 0F: 2 clusters Score -8044464 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32056 members Mstep: Class 2 contains 31895 members Entering Unmasked Estep Score: -8001609.500000 Penalty: 5488.672852 Iteration 0F: 3 clusters Score -8001610 nChanged 29672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32950 members Mstep: Class 2 contains 31001 members Entering Unmasked Estep Score: -8018309.500000 Penalty: 5488.672852 Iteration 1F: 3 clusters Score -8018310 nChanged 2490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33684 members Mstep: Class 2 contains 30267 members Entering Unmasked Estep Score: -8019123.000000 Penalty: 5488.672852 Iteration 2Q: 3 clusters Score -8019123 nChanged 2699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34707 members Mstep: Class 2 contains 29244 members Entering Unmasked Estep Score: -8020153.000000 Penalty: 5488.672852 Iteration 3Q: 3 clusters Score -8020153 nChanged 2965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36148 members Mstep: Class 2 contains 27803 members Entering Unmasked Estep Score: -8021600.000000 Penalty: 5488.672852 Iteration 4Q: 3 clusters Score -8021600 nChanged 3458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38024 members Mstep: Class 2 contains 25927 members Entering Unmasked Estep Score: -8023607.000000 Penalty: 5488.672852 Iteration 5F: 3 clusters Score -8023607 nChanged 3843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40435 members Mstep: Class 2 contains 23516 members Entering Unmasked Estep Score: -8026011.000000 Penalty: 5488.672852 Iteration 6F: 3 clusters Score -8026011 nChanged 4026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43135 members Mstep: Class 2 contains 20816 members Entering Unmasked Estep Score: -8028634.000000 Penalty: 5488.672852 Iteration 7F: 3 clusters Score -8028634 nChanged 3813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45948 members Mstep: Class 2 contains 18003 members Entering Unmasked Estep Score: -8031279.500000 Penalty: 5488.672852 Iteration 8F: 3 clusters Score -8031280 nChanged 3389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48637 members Mstep: Class 2 contains 15314 members Entering Unmasked Estep Score: -8033598.500000 Penalty: 5488.672852 Iteration 9F: 3 clusters Score -8033598 nChanged 2744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51013 members Mstep: Class 2 contains 12938 members Entering Unmasked Estep Score: -8035710.000000 Penalty: 5488.672852 Iteration 10Q: 3 clusters Score -8035710 nChanged 2206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52979 members Mstep: Class 2 contains 10972 members Entering Unmasked Estep Score: -8037362.000000 Penalty: 5488.672852 Iteration 11Q: 3 clusters Score -8037362 nChanged 1771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54574 members Mstep: Class 2 contains 9377 members Entering Unmasked Estep Score: -8038709.500000 Penalty: 5488.672852 Iteration 12Q: 3 clusters Score -8038710 nChanged 1385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55885 members Mstep: Class 2 contains 8066 members Entering Unmasked Estep Score: -8039762.500000 Penalty: 5488.672852 Iteration 13Q: 3 clusters Score -8039762 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56900 members Mstep: Class 2 contains 7051 members Entering Unmasked Estep Score: -8040415.500000 Penalty: 5488.672852 Iteration 14Q: 3 clusters Score -8040416 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57734 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -8040943.500000 Penalty: 5488.672852 Iteration 15Q: 3 clusters Score -8040944 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58458 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -8041310.500000 Penalty: 5488.672852 Iteration 16Q: 3 clusters Score -8041310 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59019 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -8041625.500000 Penalty: 5488.672852 Iteration 17Q: 3 clusters Score -8041626 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59483 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -8041845.000000 Penalty: 5488.672852 Iteration 18Q: 3 clusters Score -8041845 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59842 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -8041963.000000 Penalty: 5488.672852 Iteration 19Q: 3 clusters Score -8041963 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60130 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -8042058.000000 Penalty: 5488.672852 Iteration 20F: 3 clusters Score -8042058 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60397 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -8042132.500000 Penalty: 5488.672852 Iteration 21Q: 3 clusters Score -8042132 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60646 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -8042195.500000 Penalty: 5488.672852 Iteration 22Q: 3 clusters Score -8042196 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60872 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -8042298.000000 Penalty: 5488.672852 Iteration 23Q: 3 clusters Score -8042298 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61061 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -8042353.000000 Penalty: 5488.672852 Iteration 24Q: 3 clusters Score -8042353 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61225 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -8042416.000000 Penalty: 5488.672852 Iteration 25Q: 3 clusters Score -8042416 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61367 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -8042470.000000 Penalty: 5488.672852 Iteration 26Q: 3 clusters Score -8042470 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61511 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -8042482.500000 Penalty: 5488.672852 Iteration 27Q: 3 clusters Score -8042482 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61622 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -8042528.500000 Penalty: 5488.672852 Iteration 28Q: 3 clusters Score -8042528 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61702 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -8042574.000000 Penalty: 5488.672852 Iteration 29Q: 3 clusters Score -8042574 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61770 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -8042586.500000 Penalty: 5488.672852 Iteration 30Q: 3 clusters Score -8042586 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61827 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -8042603.000000 Penalty: 5488.672852 Iteration 31Q: 3 clusters Score -8042603 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61871 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -8042596.500000 Penalty: 5488.672852 Iteration 32Q: 3 clusters Score -8042596 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61908 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -8042594.000000 Penalty: 5488.672852 Iteration 33Q: 3 clusters Score -8042594 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61951 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -8042592.500000 Penalty: 5488.672852 Iteration 34Q: 3 clusters Score -8042592 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62007 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -8042642.000000 Penalty: 5488.672852 Iteration 35Q: 3 clusters Score -8042642 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62052 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -8042655.500000 Penalty: 5488.672852 Iteration 36Q: 3 clusters Score -8042656 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62091 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -8042660.500000 Penalty: 5488.672852 Iteration 37Q: 3 clusters Score -8042660 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62122 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -8042670.500000 Penalty: 5488.672852 Iteration 38Q: 3 clusters Score -8042670 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62158 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -8042683.000000 Penalty: 5488.672852 Iteration 39Q: 3 clusters Score -8042683 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62194 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -8042690.000000 Penalty: 5488.672852 Iteration 40F: 3 clusters Score -8042690 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62219 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -8042698.500000 Penalty: 5488.672852 Iteration 41Q: 3 clusters Score -8042698 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62237 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -8042693.000000 Penalty: 5488.672852 Iteration 42Q: 3 clusters Score -8042693 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62250 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -8042706.000000 Penalty: 5488.672852 Iteration 43Q: 3 clusters Score -8042706 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62259 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -8042704.500000 Penalty: 5488.672852 Iteration 44Q: 3 clusters Score -8042704 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62271 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -8042707.500000 Penalty: 5488.672852 Iteration 45Q: 3 clusters Score -8042708 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62283 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -8042707.000000 Penalty: 5488.672852 Iteration 46Q: 3 clusters Score -8042707 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62292 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -8042710.500000 Penalty: 5488.672852 Iteration 47Q: 3 clusters Score -8042710 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62299 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -8042712.500000 Penalty: 5488.672852 Iteration 48Q: 3 clusters Score -8042712 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62305 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -8042713.000000 Penalty: 5488.672852 Iteration 49Q: 3 clusters Score -8042713 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62311 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -8042722.000000 Penalty: 5488.672852 Iteration 50Q: 3 clusters Score -8042722 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62315 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -8042716.500000 Penalty: 5488.672852 Iteration 51Q: 3 clusters Score -8042716 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62319 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -8042716.000000 Penalty: 5488.672852 Iteration 52Q: 3 clusters Score -8042716 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62322 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -8042722.000000 Penalty: 5488.672852 Iteration 53Q: 3 clusters Score -8042722 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62325 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -8042731.000000 Penalty: 5488.672852 Iteration 54Q: 3 clusters Score -8042731 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62327 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -8042730.000000 Penalty: 5488.672852 Iteration 55Q: 3 clusters Score -8042730 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62328 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -8042728.000000 Penalty: 5488.672852 Iteration 56Q: 3 clusters Score -8042728 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62328 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -8042728.000000 Penalty: 5488.672852 Iteration 57F: 3 clusters Score -8042728 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (6277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6277 members Entering Unmasked Estep Score: -797653.062500 Penalty: 2168.672363 Iteration 0F: 2 clusters Score -797653.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -792341.250000 Penalty: 4337.344727 Iteration 0F: 3 clusters Score -792341.2 nChanged 2521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -793804.062500 Penalty: 4337.344727 Iteration 1F: 3 clusters Score -793804.1 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -794079.062500 Penalty: 4337.344727 Iteration 2F: 3 clusters Score -794079.1 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -794285.937500 Penalty: 4337.344727 Iteration 3F: 3 clusters Score -794285.9 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -794470.812500 Penalty: 4337.344727 Iteration 4Q: 3 clusters Score -794470.8 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -794686.250000 Penalty: 4337.344727 Iteration 5Q: 3 clusters Score -794686.2 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -794986.062500 Penalty: 4337.344727 Iteration 6Q: 3 clusters Score -794986.1 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -795426.562500 Penalty: 4337.344727 Iteration 7F: 3 clusters Score -795426.6 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -795990.187500 Penalty: 4337.344727 Iteration 8F: 3 clusters Score -795990.2 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -796453.562500 Penalty: 4337.344727 Iteration 9F: 3 clusters Score -796453.6 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -796779.187500 Penalty: 4337.344727 Iteration 10Q: 3 clusters Score -796779.2 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -796986.312500 Penalty: 4337.344727 Iteration 11Q: 3 clusters Score -796986.3 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -797158.875000 Penalty: 4337.344727 Iteration 12Q: 3 clusters Score -797158.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4362 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -797285.250000 Penalty: 4337.344727 Iteration 13Q: 3 clusters Score -797285.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -797347.687500 Penalty: 4337.344727 Iteration 14Q: 3 clusters Score -797347.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -797383.187500 Penalty: 4337.344727 Iteration 15Q: 3 clusters Score -797383.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -797402.937500 Penalty: 4337.344727 Iteration 16Q: 3 clusters Score -797402.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -797422.687500 Penalty: 4337.344727 Iteration 17Q: 3 clusters Score -797422.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -797429.750000 Penalty: 4337.344727 Iteration 18Q: 3 clusters Score -797429.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -797432.500000 Penalty: 4337.344727 Iteration 19Q: 3 clusters Score -797432.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -797436.437500 Penalty: 4337.344727 Iteration 20F: 3 clusters Score -797436.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -797436.875000 Penalty: 4337.344727 Iteration 21Q: 3 clusters Score -797436.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4591 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -797435.750000 Penalty: 4337.344727 Iteration 22Q: 3 clusters Score -797435.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -797438.062500 Penalty: 4337.344727 Iteration 23Q: 3 clusters Score -797438.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -797439.812500 Penalty: 4337.344727 Iteration 24Q: 3 clusters Score -797439.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -797439.812500 Penalty: 4337.344727 Iteration 25F: 3 clusters Score -797439.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8188 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8188 members Entering Unmasked Estep Score: -1048486.000000 Penalty: 2234.585205 Iteration 0F: 2 clusters Score -1048486 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -1041922.625000 Penalty: 4469.170410 Iteration 0F: 3 clusters Score -1041923 nChanged 3286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -1043682.312500 Penalty: 4469.170410 Iteration 1F: 3 clusters Score -1043682 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -1043928.312500 Penalty: 4469.170410 Iteration 2F: 3 clusters Score -1043928 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -1044074.875000 Penalty: 4469.170410 Iteration 3Q: 3 clusters Score -1044075 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -1044169.375000 Penalty: 4469.170410 Iteration 4Q: 3 clusters Score -1044169 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -1044252.062500 Penalty: 4469.170410 Iteration 5Q: 3 clusters Score -1044252 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -1044318.312500 Penalty: 4469.170410 Iteration 6Q: 3 clusters Score -1044318 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -1044384.875000 Penalty: 4469.170410 Iteration 7Q: 3 clusters Score -1044385 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -1044439.500000 Penalty: 4469.170410 Iteration 8Q: 3 clusters Score -1044440 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -1044480.312500 Penalty: 4469.170410 Iteration 9Q: 3 clusters Score -1044480 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -1044513.375000 Penalty: 4469.170410 Iteration 10Q: 3 clusters Score -1044513 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -1044539.687500 Penalty: 4469.170410 Iteration 11Q: 3 clusters Score -1044540 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -1044565.062500 Penalty: 4469.170410 Iteration 12Q: 3 clusters Score -1044565 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 4601 members Entering Unmasked Estep Score: -1044591.125000 Penalty: 4469.170410 Iteration 13Q: 3 clusters Score -1044591 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -1044613.250000 Penalty: 4469.170410 Iteration 14Q: 3 clusters Score -1044613 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -1044644.125000 Penalty: 4469.170410 Iteration 15Q: 3 clusters Score -1044644 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -1044665.125000 Penalty: 4469.170410 Iteration 16Q: 3 clusters Score -1044665 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 4841 members Entering Unmasked Estep Score: -1044690.000000 Penalty: 4469.170410 Iteration 17Q: 3 clusters Score -1044690 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 4924 members Entering Unmasked Estep Score: -1044722.500000 Penalty: 4469.170410 Iteration 18Q: 3 clusters Score -1044722 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 5010 members Entering Unmasked Estep Score: -1044747.500000 Penalty: 4469.170410 Iteration 19Q: 3 clusters Score -1044748 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 5098 members Entering Unmasked Estep Score: -1044788.250000 Penalty: 4469.170410 Iteration 20F: 3 clusters Score -1044788 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -1044838.562500 Penalty: 4469.170410 Iteration 21Q: 3 clusters Score -1044839 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 5342 members Entering Unmasked Estep Score: -1044902.937500 Penalty: 4469.170410 Iteration 22Q: 3 clusters Score -1044903 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 5488 members Entering Unmasked Estep Score: -1044971.625000 Penalty: 4469.170410 Iteration 23Q: 3 clusters Score -1044972 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 5632 members Entering Unmasked Estep Score: -1045047.500000 Penalty: 4469.170410 Iteration 24Q: 3 clusters Score -1045048 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 5793 members Entering Unmasked Estep Score: -1045140.625000 Penalty: 4469.170410 Iteration 25Q: 3 clusters Score -1045141 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -1045238.500000 Penalty: 4469.170410 Iteration 26Q: 3 clusters Score -1045238 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -1045359.000000 Penalty: 4469.170410 Iteration 27Q: 3 clusters Score -1045359 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 6352 members Entering Unmasked Estep Score: -1045482.375000 Penalty: 4469.170410 Iteration 28Q: 3 clusters Score -1045482 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 6524 members Entering Unmasked Estep Score: -1045600.312500 Penalty: 4469.170410 Iteration 29Q: 3 clusters Score -1045600 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 6692 members Entering Unmasked Estep Score: -1045713.937500 Penalty: 4469.170410 Iteration 30Q: 3 clusters Score -1045714 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 6852 members Entering Unmasked Estep Score: -1045832.187500 Penalty: 4469.170410 Iteration 31Q: 3 clusters Score -1045832 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 7004 members Entering Unmasked Estep Score: -1045942.562500 Penalty: 4469.170410 Iteration 32Q: 3 clusters Score -1045943 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 7143 members Entering Unmasked Estep Score: -1046046.937500 Penalty: 4469.170410 Iteration 33Q: 3 clusters Score -1046047 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 7266 members Entering Unmasked Estep Score: -1046148.687500 Penalty: 4469.170410 Iteration 34Q: 3 clusters Score -1046149 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 7359 members Entering Unmasked Estep Score: -1046227.125000 Penalty: 4469.170410 Iteration 35Q: 3 clusters Score -1046227 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 7435 members Entering Unmasked Estep Score: -1046304.250000 Penalty: 4469.170410 Iteration 36Q: 3 clusters Score -1046304 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 7490 members Entering Unmasked Estep Score: -1046358.062500 Penalty: 4469.170410 Iteration 37Q: 3 clusters Score -1046358 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 7524 members Entering Unmasked Estep Score: -1046388.500000 Penalty: 4469.170410 Iteration 38Q: 3 clusters Score -1046388 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 7552 members Entering Unmasked Estep Score: -1046412.375000 Penalty: 4469.170410 Iteration 39Q: 3 clusters Score -1046412 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 7570 members Entering Unmasked Estep Score: -1046433.250000 Penalty: 4469.170410 Iteration 40F: 3 clusters Score -1046433 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 7589 members Entering Unmasked Estep Score: -1046457.937500 Penalty: 4469.170410 Iteration 41Q: 3 clusters Score -1046458 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -1046471.750000 Penalty: 4469.170410 Iteration 42Q: 3 clusters Score -1046472 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 7626 members Entering Unmasked Estep Score: -1046483.875000 Penalty: 4469.170410 Iteration 43Q: 3 clusters Score -1046484 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 7637 members Entering Unmasked Estep Score: -1046497.437500 Penalty: 4469.170410 Iteration 44Q: 3 clusters Score -1046497 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 7646 members Entering Unmasked Estep Score: -1046505.812500 Penalty: 4469.170410 Iteration 45Q: 3 clusters Score -1046506 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 7649 members Entering Unmasked Estep Score: -1046509.750000 Penalty: 4469.170410 Iteration 46Q: 3 clusters Score -1046510 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 7657 members Entering Unmasked Estep Score: -1046516.812500 Penalty: 4469.170410 Iteration 47Q: 3 clusters Score -1046517 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 7665 members Entering Unmasked Estep Score: -1046519.687500 Penalty: 4469.170410 Iteration 48Q: 3 clusters Score -1046520 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 7669 members Entering Unmasked Estep Score: -1046522.312500 Penalty: 4469.170410 Iteration 49Q: 3 clusters Score -1046522 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 7672 members Entering Unmasked Estep Score: -1046522.187500 Penalty: 4469.170410 Iteration 50Q: 3 clusters Score -1046522 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 7672 members Entering Unmasked Estep Score: -1046522.187500 Penalty: 4469.170410 Iteration 51F: 3 clusters Score -1046522 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (8243 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8243 members Entering Unmasked Estep Score: -1059825.000000 Penalty: 2236.245605 Iteration 0F: 2 clusters Score -1059825 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -1053247.500000 Penalty: 4472.491211 Iteration 0F: 3 clusters Score -1053248 nChanged 3386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -1055021.000000 Penalty: 4472.491211 Iteration 1F: 3 clusters Score -1055021 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -1055282.250000 Penalty: 4472.491211 Iteration 2F: 3 clusters Score -1055282 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -1055447.875000 Penalty: 4472.491211 Iteration 3Q: 3 clusters Score -1055448 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -1055568.500000 Penalty: 4472.491211 Iteration 4Q: 3 clusters Score -1055568 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -1055673.125000 Penalty: 4472.491211 Iteration 5Q: 3 clusters Score -1055673 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -1055748.875000 Penalty: 4472.491211 Iteration 6Q: 3 clusters Score -1055749 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4744 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -1055817.625000 Penalty: 4472.491211 Iteration 7Q: 3 clusters Score -1055818 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -1055880.875000 Penalty: 4472.491211 Iteration 8Q: 3 clusters Score -1055881 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -1055939.375000 Penalty: 4472.491211 Iteration 9Q: 3 clusters Score -1055939 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5076 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -1055990.000000 Penalty: 4472.491211 Iteration 10Q: 3 clusters Score -1055990 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5188 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -1056040.000000 Penalty: 4472.491211 Iteration 11Q: 3 clusters Score -1056040 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -1056097.625000 Penalty: 4472.491211 Iteration 12Q: 3 clusters Score -1056098 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -1056176.750000 Penalty: 4472.491211 Iteration 13Q: 3 clusters Score -1056177 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5642 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -1056252.000000 Penalty: 4472.491211 Iteration 14Q: 3 clusters Score -1056252 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5817 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -1056351.000000 Penalty: 4472.491211 Iteration 15Q: 3 clusters Score -1056351 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6003 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -1056458.750000 Penalty: 4472.491211 Iteration 16Q: 3 clusters Score -1056459 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6198 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -1056576.375000 Penalty: 4472.491211 Iteration 17Q: 3 clusters Score -1056576 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6415 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -1056699.250000 Penalty: 4472.491211 Iteration 18Q: 3 clusters Score -1056699 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6642 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -1056845.125000 Penalty: 4472.491211 Iteration 19Q: 3 clusters Score -1056845 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6859 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -1056990.750000 Penalty: 4472.491211 Iteration 20F: 3 clusters Score -1056991 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7067 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -1057146.125000 Penalty: 4472.491211 Iteration 21Q: 3 clusters Score -1057146 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7243 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -1057287.125000 Penalty: 4472.491211 Iteration 22Q: 3 clusters Score -1057287 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7391 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -1057420.500000 Penalty: 4472.491211 Iteration 23Q: 3 clusters Score -1057420 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7516 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -1057539.375000 Penalty: 4472.491211 Iteration 24Q: 3 clusters Score -1057539 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7615 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -1057633.750000 Penalty: 4472.491211 Iteration 25Q: 3 clusters Score -1057634 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7683 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -1057701.875000 Penalty: 4472.491211 Iteration 26Q: 3 clusters Score -1057702 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7734 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -1057747.000000 Penalty: 4472.491211 Iteration 27Q: 3 clusters Score -1057747 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7760 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -1057770.750000 Penalty: 4472.491211 Iteration 28Q: 3 clusters Score -1057771 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7781 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -1057795.125000 Penalty: 4472.491211 Iteration 29Q: 3 clusters Score -1057795 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7796 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -1057808.625000 Penalty: 4472.491211 Iteration 30Q: 3 clusters Score -1057809 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7806 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -1057820.875000 Penalty: 4472.491211 Iteration 31Q: 3 clusters Score -1057821 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7820 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -1057839.125000 Penalty: 4472.491211 Iteration 32Q: 3 clusters Score -1057839 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7827 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -1057851.625000 Penalty: 4472.491211 Iteration 33Q: 3 clusters Score -1057852 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7831 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -1057856.125000 Penalty: 4472.491211 Iteration 34Q: 3 clusters Score -1057856 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7838 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -1057862.750000 Penalty: 4472.491211 Iteration 35Q: 3 clusters Score -1057863 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7844 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -1057868.875000 Penalty: 4472.491211 Iteration 36Q: 3 clusters Score -1057869 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7846 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -1057868.750000 Penalty: 4472.491211 Iteration 37Q: 3 clusters Score -1057869 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7848 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -1057871.000000 Penalty: 4472.491211 Iteration 38Q: 3 clusters Score -1057871 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7849 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -1057871.875000 Penalty: 4472.491211 Iteration 39Q: 3 clusters Score -1057872 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7850 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -1057872.750000 Penalty: 4472.491211 Iteration 40F: 3 clusters Score -1057873 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7852 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -1057875.000000 Penalty: 4472.491211 Iteration 41Q: 3 clusters Score -1057875 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7857 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -1057877.500000 Penalty: 4472.491211 Iteration 42Q: 3 clusters Score -1057878 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7858 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -1057877.750000 Penalty: 4472.491211 Iteration 43Q: 3 clusters Score -1057878 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7859 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -1057878.250000 Penalty: 4472.491211 Iteration 44Q: 3 clusters Score -1057878 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7860 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -1057878.500000 Penalty: 4472.491211 Iteration 45Q: 3 clusters Score -1057878 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7861 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -1057877.750000 Penalty: 4472.491211 Iteration 46Q: 3 clusters Score -1057878 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7861 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -1057877.750000 Penalty: 4472.491211 Iteration 47F: 3 clusters Score -1057878 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2740 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Entering Unmasked Estep Score: -330124.718750 Penalty: 1963.096924 Iteration 0F: 2 clusters Score -330124.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -326992.218750 Penalty: 3926.193848 Iteration 0F: 3 clusters Score -326992.2 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -327599.312500 Penalty: 3926.193848 Iteration 1F: 3 clusters Score -327599.3 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -327779.156250 Penalty: 3926.193848 Iteration 2F: 3 clusters Score -327779.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -327876.718750 Penalty: 3926.193848 Iteration 3F: 3 clusters Score -327876.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -327934.781250 Penalty: 3926.193848 Iteration 4Q: 3 clusters Score -327934.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -327984.187500 Penalty: 3926.193848 Iteration 5Q: 3 clusters Score -327984.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -328025.500000 Penalty: 3926.193848 Iteration 6Q: 3 clusters Score -328025.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -328069.312500 Penalty: 3926.193848 Iteration 7Q: 3 clusters Score -328069.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -328123.343750 Penalty: 3926.193848 Iteration 8Q: 3 clusters Score -328123.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -328164.781250 Penalty: 3926.193848 Iteration 9Q: 3 clusters Score -328164.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -328209.781250 Penalty: 3926.193848 Iteration 10Q: 3 clusters Score -328209.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -328248.656250 Penalty: 3926.193848 Iteration 11Q: 3 clusters Score -328248.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -328275.343750 Penalty: 3926.193848 Iteration 12Q: 3 clusters Score -328275.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -328299.625000 Penalty: 3926.193848 Iteration 13Q: 3 clusters Score -328299.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -328326.750000 Penalty: 3926.193848 Iteration 14Q: 3 clusters Score -328326.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -328354.687500 Penalty: 3926.193848 Iteration 15Q: 3 clusters Score -328354.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -328376.812500 Penalty: 3926.193848 Iteration 16Q: 3 clusters Score -328376.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -328395.562500 Penalty: 3926.193848 Iteration 17Q: 3 clusters Score -328395.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -328413.562500 Penalty: 3926.193848 Iteration 18Q: 3 clusters Score -328413.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -328438.937500 Penalty: 3926.193848 Iteration 19Q: 3 clusters Score -328438.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -328467.187500 Penalty: 3926.193848 Iteration 20F: 3 clusters Score -328467.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -328492.843750 Penalty: 3926.193848 Iteration 21Q: 3 clusters Score -328492.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -328519.906250 Penalty: 3926.193848 Iteration 22Q: 3 clusters Score -328519.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -328549.125000 Penalty: 3926.193848 Iteration 23Q: 3 clusters Score -328549.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -328579.656250 Penalty: 3926.193848 Iteration 24Q: 3 clusters Score -328579.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -328611.656250 Penalty: 3926.193848 Iteration 25Q: 3 clusters Score -328611.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -328628.031250 Penalty: 3926.193848 Iteration 26Q: 3 clusters Score -328628 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -328638.125000 Penalty: 3926.193848 Iteration 27Q: 3 clusters Score -328638.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -328643.656250 Penalty: 3926.193848 Iteration 28Q: 3 clusters Score -328643.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -328654.593750 Penalty: 3926.193848 Iteration 29Q: 3 clusters Score -328654.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -328660.593750 Penalty: 3926.193848 Iteration 30Q: 3 clusters Score -328660.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -328667.281250 Penalty: 3926.193848 Iteration 31Q: 3 clusters Score -328667.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -328676.718750 Penalty: 3926.193848 Iteration 32Q: 3 clusters Score -328676.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -328686.593750 Penalty: 3926.193848 Iteration 33Q: 3 clusters Score -328686.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -328695.125000 Penalty: 3926.193848 Iteration 34Q: 3 clusters Score -328695.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -328702.406250 Penalty: 3926.193848 Iteration 35Q: 3 clusters Score -328702.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -328705.718750 Penalty: 3926.193848 Iteration 36Q: 3 clusters Score -328705.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -328708.812500 Penalty: 3926.193848 Iteration 37Q: 3 clusters Score -328708.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -328710.781250 Penalty: 3926.193848 Iteration 38Q: 3 clusters Score -328710.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -328710.875000 Penalty: 3926.193848 Iteration 39Q: 3 clusters Score -328710.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -328710.875000 Penalty: 3926.193848 Iteration 40F: 3 clusters Score -328710.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (8989 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8989 members Entering Unmasked Estep Score: -1147632.125000 Penalty: 2257.731689 Iteration 0F: 2 clusters Score -1147632 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -1140623.125000 Penalty: 4515.463379 Iteration 0F: 3 clusters Score -1140623 nChanged 3718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -1142748.750000 Penalty: 4515.463379 Iteration 1F: 3 clusters Score -1142749 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -1143150.500000 Penalty: 4515.463379 Iteration 2F: 3 clusters Score -1143150 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 5347 members Entering Unmasked Estep Score: -1143499.750000 Penalty: 4515.463379 Iteration 3F: 3 clusters Score -1143500 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 5680 members Entering Unmasked Estep Score: -1143921.125000 Penalty: 4515.463379 Iteration 4F: 3 clusters Score -1143921 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 6066 members Entering Unmasked Estep Score: -1144449.000000 Penalty: 4515.463379 Iteration 5F: 3 clusters Score -1144449 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 6443 members Entering Unmasked Estep Score: -1145039.875000 Penalty: 4515.463379 Iteration 6F: 3 clusters Score -1145040 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -1145586.875000 Penalty: 4515.463379 Iteration 7F: 3 clusters Score -1145587 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 7152 members Entering Unmasked Estep Score: -1146010.750000 Penalty: 4515.463379 Iteration 8F: 3 clusters Score -1146011 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -1146265.000000 Penalty: 4515.463379 Iteration 9Q: 3 clusters Score -1146265 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 7576 members Entering Unmasked Estep Score: -1146377.250000 Penalty: 4515.463379 Iteration 10Q: 3 clusters Score -1146377 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 7674 members Entering Unmasked Estep Score: -1146432.250000 Penalty: 4515.463379 Iteration 11Q: 3 clusters Score -1146432 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 7737 members Entering Unmasked Estep Score: -1146464.500000 Penalty: 4515.463379 Iteration 12Q: 3 clusters Score -1146464 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 7786 members Entering Unmasked Estep Score: -1146488.000000 Penalty: 4515.463379 Iteration 13Q: 3 clusters Score -1146488 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 7817 members Entering Unmasked Estep Score: -1146498.500000 Penalty: 4515.463379 Iteration 14Q: 3 clusters Score -1146498 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 7836 members Entering Unmasked Estep Score: -1146508.750000 Penalty: 4515.463379 Iteration 15Q: 3 clusters Score -1146509 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -1146511.500000 Penalty: 4515.463379 Iteration 16Q: 3 clusters Score -1146512 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 7872 members Entering Unmasked Estep Score: -1146518.125000 Penalty: 4515.463379 Iteration 17Q: 3 clusters Score -1146518 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 7892 members Entering Unmasked Estep Score: -1146524.375000 Penalty: 4515.463379 Iteration 18Q: 3 clusters Score -1146524 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 7903 members Entering Unmasked Estep Score: -1146529.875000 Penalty: 4515.463379 Iteration 19Q: 3 clusters Score -1146530 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 7911 members Entering Unmasked Estep Score: -1146531.375000 Penalty: 4515.463379 Iteration 20F: 3 clusters Score -1146531 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 7915 members Entering Unmasked Estep Score: -1146534.250000 Penalty: 4515.463379 Iteration 21Q: 3 clusters Score -1146534 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 7920 members Entering Unmasked Estep Score: -1146534.750000 Penalty: 4515.463379 Iteration 22Q: 3 clusters Score -1146535 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 7922 members Entering Unmasked Estep Score: -1146535.750000 Penalty: 4515.463379 Iteration 23Q: 3 clusters Score -1146536 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 7924 members Entering Unmasked Estep Score: -1146537.875000 Penalty: 4515.463379 Iteration 24Q: 3 clusters Score -1146538 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 7925 members Entering Unmasked Estep Score: -1146536.875000 Penalty: 4515.463379 Iteration 25Q: 3 clusters Score -1146537 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 7928 members Entering Unmasked Estep Score: -1146536.000000 Penalty: 4515.463379 Iteration 26Q: 3 clusters Score -1146536 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 7933 members Entering Unmasked Estep Score: -1146538.125000 Penalty: 4515.463379 Iteration 27Q: 3 clusters Score -1146538 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 7938 members Entering Unmasked Estep Score: -1146538.375000 Penalty: 4515.463379 Iteration 28Q: 3 clusters Score -1146538 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 7943 members Entering Unmasked Estep Score: -1146542.750000 Penalty: 4515.463379 Iteration 29Q: 3 clusters Score -1146543 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 7943 members Entering Unmasked Estep Score: -1146542.750000 Penalty: 4515.463379 Iteration 30F: 3 clusters Score -1146543 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (714 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Entering Unmasked Estep Score: -73811.187500 Penalty: 1629.578979 Iteration 0F: 2 clusters Score -73811.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -72194.179688 Penalty: 3259.157959 Iteration 0F: 3 clusters Score -72194.18 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -72764.812500 Penalty: 3259.157959 Iteration 1F: 3 clusters Score -72764.81 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -72913.898438 Penalty: 3259.157959 Iteration 2F: 3 clusters Score -72913.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -72991.687500 Penalty: 3259.157959 Iteration 3Q: 3 clusters Score -72991.69 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -73050.054688 Penalty: 3259.157959 Iteration 4Q: 3 clusters Score -73050.05 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -73107.921875 Penalty: 3259.157959 Iteration 5Q: 3 clusters Score -73107.92 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -73172.414062 Penalty: 3259.157959 Iteration 6Q: 3 clusters Score -73172.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -73206.796875 Penalty: 3259.157959 Iteration 7Q: 3 clusters Score -73206.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -73225.937500 Penalty: 3259.157959 Iteration 8Q: 3 clusters Score -73225.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -73236.398438 Penalty: 3259.157959 Iteration 9Q: 3 clusters Score -73236.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -73250.164062 Penalty: 3259.157959 Iteration 10Q: 3 clusters Score -73250.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -73268.468750 Penalty: 3259.157959 Iteration 11Q: 3 clusters Score -73268.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -73277.859375 Penalty: 3259.157959 Iteration 12Q: 3 clusters Score -73277.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -73277.859375 Penalty: 3259.157959 Iteration 13F: 3 clusters Score -73277.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (474 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Entering Unmasked Estep Score: -51405.597656 Penalty: 1527.979370 Iteration 0F: 2 clusters Score -51405.6 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 251 members Entering Unmasked Estep Score: -49943.246094 Penalty: 3055.958740 Iteration 0F: 3 clusters Score -49943.25 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -50173.082031 Penalty: 3055.958740 Iteration 1F: 3 clusters Score -50173.08 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -50351.277344 Penalty: 3055.958740 Iteration 2F: 3 clusters Score -50351.28 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -50510.679688 Penalty: 3055.958740 Iteration 3F: 3 clusters Score -50510.68 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -50635.835938 Penalty: 3055.958740 Iteration 4F: 3 clusters Score -50635.84 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -50699.152344 Penalty: 3055.958740 Iteration 5Q: 3 clusters Score -50699.15 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -50791.812500 Penalty: 3055.958740 Iteration 6Q: 3 clusters Score -50791.81 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -50857.921875 Penalty: 3055.958740 Iteration 7Q: 3 clusters Score -50857.92 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -50890.421875 Penalty: 3055.958740 Iteration 8Q: 3 clusters Score -50890.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -50915.906250 Penalty: 3055.958740 Iteration 9Q: 3 clusters Score -50915.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -50940.976562 Penalty: 3055.958740 Iteration 10Q: 3 clusters Score -50940.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -50962.753906 Penalty: 3055.958740 Iteration 11Q: 3 clusters Score -50962.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -50982.796875 Penalty: 3055.958740 Iteration 12Q: 3 clusters Score -50982.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -51002.195312 Penalty: 3055.958740 Iteration 13Q: 3 clusters Score -51002.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -51011.589844 Penalty: 3055.958740 Iteration 14Q: 3 clusters Score -51011.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -51011.589844 Penalty: 3055.958740 Iteration 15F: 3 clusters Score -51011.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3483 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Entering Unmasked Estep Score: -433163.468750 Penalty: 2022.600952 Iteration 0F: 2 clusters Score -433163.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -429592.562500 Penalty: 4045.201904 Iteration 0F: 3 clusters Score -429592.6 nChanged 1282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -430405.625000 Penalty: 4045.201904 Iteration 1F: 3 clusters Score -430405.6 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -430658.500000 Penalty: 4045.201904 Iteration 2F: 3 clusters Score -430658.5 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -430801.875000 Penalty: 4045.201904 Iteration 3F: 3 clusters Score -430801.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -430930.968750 Penalty: 4045.201904 Iteration 4Q: 3 clusters Score -430931 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -431050.281250 Penalty: 4045.201904 Iteration 5Q: 3 clusters Score -431050.3 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -431173.125000 Penalty: 4045.201904 Iteration 6Q: 3 clusters Score -431173.1 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -431298.343750 Penalty: 4045.201904 Iteration 7Q: 3 clusters Score -431298.3 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -431418.031250 Penalty: 4045.201904 Iteration 8Q: 3 clusters Score -431418 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -431510.656250 Penalty: 4045.201904 Iteration 9Q: 3 clusters Score -431510.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -431595.062500 Penalty: 4045.201904 Iteration 10Q: 3 clusters Score -431595.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -431674.125000 Penalty: 4045.201904 Iteration 11Q: 3 clusters Score -431674.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -431751.968750 Penalty: 4045.201904 Iteration 12Q: 3 clusters Score -431752 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -431832.156250 Penalty: 4045.201904 Iteration 13Q: 3 clusters Score -431832.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -431932.031250 Penalty: 4045.201904 Iteration 14Q: 3 clusters Score -431932 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -432030.531250 Penalty: 4045.201904 Iteration 15Q: 3 clusters Score -432030.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -432091.968750 Penalty: 4045.201904 Iteration 16Q: 3 clusters Score -432092 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -432126.968750 Penalty: 4045.201904 Iteration 17Q: 3 clusters Score -432127 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -432148.812500 Penalty: 4045.201904 Iteration 18Q: 3 clusters Score -432148.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -432171.562500 Penalty: 4045.201904 Iteration 19Q: 3 clusters Score -432171.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -432202.781250 Penalty: 4045.201904 Iteration 20F: 3 clusters Score -432202.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -432231.500000 Penalty: 4045.201904 Iteration 21Q: 3 clusters Score -432231.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -432249.718750 Penalty: 4045.201904 Iteration 22Q: 3 clusters Score -432249.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -432262.281250 Penalty: 4045.201904 Iteration 23Q: 3 clusters Score -432262.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -432272.875000 Penalty: 4045.201904 Iteration 24Q: 3 clusters Score -432272.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -432281.687500 Penalty: 4045.201904 Iteration 25Q: 3 clusters Score -432281.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -432291.531250 Penalty: 4045.201904 Iteration 26Q: 3 clusters Score -432291.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -432303.968750 Penalty: 4045.201904 Iteration 27Q: 3 clusters Score -432304 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -432319.437500 Penalty: 4045.201904 Iteration 28Q: 3 clusters Score -432319.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -432327.437500 Penalty: 4045.201904 Iteration 29Q: 3 clusters Score -432327.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -432334.593750 Penalty: 4045.201904 Iteration 30Q: 3 clusters Score -432334.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -432340.562500 Penalty: 4045.201904 Iteration 31Q: 3 clusters Score -432340.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -432346.562500 Penalty: 4045.201904 Iteration 32Q: 3 clusters Score -432346.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -432351.468750 Penalty: 4045.201904 Iteration 33Q: 3 clusters Score -432351.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -432358.031250 Penalty: 4045.201904 Iteration 34Q: 3 clusters Score -432358 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -432367.312500 Penalty: 4045.201904 Iteration 35Q: 3 clusters Score -432367.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -432377.281250 Penalty: 4045.201904 Iteration 36Q: 3 clusters Score -432377.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -432382.093750 Penalty: 4045.201904 Iteration 37Q: 3 clusters Score -432382.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -432383.468750 Penalty: 4045.201904 Iteration 38Q: 3 clusters Score -432383.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -432384.156250 Penalty: 4045.201904 Iteration 39Q: 3 clusters Score -432384.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -432384.593750 Penalty: 4045.201904 Iteration 40F: 3 clusters Score -432384.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -432385.125000 Penalty: 4045.201904 Iteration 41Q: 3 clusters Score -432385.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -432388.531250 Penalty: 4045.201904 Iteration 42Q: 3 clusters Score -432388.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -432390.937500 Penalty: 4045.201904 Iteration 43Q: 3 clusters Score -432390.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -432392.625000 Penalty: 4045.201904 Iteration 44Q: 3 clusters Score -432392.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -432394.187500 Penalty: 4045.201904 Iteration 45Q: 3 clusters Score -432394.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -432397.687500 Penalty: 4045.201904 Iteration 46Q: 3 clusters Score -432397.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -432399.562500 Penalty: 4045.201904 Iteration 47Q: 3 clusters Score -432399.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -432402.531250 Penalty: 4045.201904 Iteration 48Q: 3 clusters Score -432402.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -432406.437500 Penalty: 4045.201904 Iteration 49Q: 3 clusters Score -432406.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -432412.312500 Penalty: 4045.201904 Iteration 50Q: 3 clusters Score -432412.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -432421.312500 Penalty: 4045.201904 Iteration 51Q: 3 clusters Score -432421.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -432430.125000 Penalty: 4045.201904 Iteration 52Q: 3 clusters Score -432430.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -432436.968750 Penalty: 4045.201904 Iteration 53Q: 3 clusters Score -432437 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -432445.562500 Penalty: 4045.201904 Iteration 54Q: 3 clusters Score -432445.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -432452.031250 Penalty: 4045.201904 Iteration 55Q: 3 clusters Score -432452 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -432457.187500 Penalty: 4045.201904 Iteration 56Q: 3 clusters Score -432457.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -432463.468750 Penalty: 4045.201904 Iteration 57Q: 3 clusters Score -432463.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -432466.125000 Penalty: 4045.201904 Iteration 58Q: 3 clusters Score -432466.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -432467.218750 Penalty: 4045.201904 Iteration 59Q: 3 clusters Score -432467.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -432467.281250 Penalty: 4045.201904 Iteration 60F: 3 clusters Score -432467.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -432468.375000 Penalty: 4045.201904 Iteration 61Q: 3 clusters Score -432468.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -432468.375000 Penalty: 4045.201904 Iteration 62Q: 3 clusters Score -432468.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -432470.000000 Penalty: 4045.201904 Iteration 63Q: 3 clusters Score -432470 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -432470.593750 Penalty: 4045.201904 Iteration 64Q: 3 clusters Score -432470.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -432471.281250 Penalty: 4045.201904 Iteration 65Q: 3 clusters Score -432471.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -432472.875000 Penalty: 4045.201904 Iteration 66Q: 3 clusters Score -432472.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -432475.687500 Penalty: 4045.201904 Iteration 67Q: 3 clusters Score -432475.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -432478.562500 Penalty: 4045.201904 Iteration 68Q: 3 clusters Score -432478.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -432480.281250 Penalty: 4045.201904 Iteration 69Q: 3 clusters Score -432480.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -432481.625000 Penalty: 4045.201904 Iteration 70Q: 3 clusters Score -432481.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -432481.718750 Penalty: 4045.201904 Iteration 71Q: 3 clusters Score -432481.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -432482.625000 Penalty: 4045.201904 Iteration 72Q: 3 clusters Score -432482.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -432483.718750 Penalty: 4045.201904 Iteration 73Q: 3 clusters Score -432483.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -432485.250000 Penalty: 4045.201904 Iteration 74Q: 3 clusters Score -432485.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -432486.906250 Penalty: 4045.201904 Iteration 75Q: 3 clusters Score -432486.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -432487.500000 Penalty: 4045.201904 Iteration 76Q: 3 clusters Score -432487.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -432488.062500 Penalty: 4045.201904 Iteration 77Q: 3 clusters Score -432488.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -432488.062500 Penalty: 4045.201904 Iteration 78F: 3 clusters Score -432488.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 571 members Mstep: Class 8 contains 634 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 714 members Mstep: Class 21 contains 474 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55445436.000000 Penalty: 71005.687500 Iteration 119Q: 23 clusters Score -5.544544e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 569 members Mstep: Class 8 contains 637 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 18 contains 162 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 716 members Mstep: Class 21 contains 471 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55445784.000000 Penalty: 71005.687500 Iteration 120F: 23 clusters Score -5.544578e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 574 members Mstep: Class 8 contains 641 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 18 contains 166 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 718 members Mstep: Class 21 contains 466 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55446264.000000 Penalty: 71005.687500 Iteration 121Q: 23 clusters Score -5.544626e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 572 members Mstep: Class 8 contains 644 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 18 contains 168 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 721 members Mstep: Class 21 contains 462 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55446268.000000 Penalty: 71005.687500 Iteration 122Q: 23 clusters Score -5.544627e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 563 members Mstep: Class 8 contains 645 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 18 contains 168 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 730 members Mstep: Class 21 contains 461 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55446340.000000 Penalty: 71005.687500 Iteration 123Q: 23 clusters Score -5.544634e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 558 members Mstep: Class 8 contains 646 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 18 contains 168 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 735 members Mstep: Class 21 contains 460 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55446364.000000 Penalty: 71005.687500 Iteration 124Q: 23 clusters Score -5.544636e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 558 members Mstep: Class 8 contains 646 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 18 contains 168 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 735 members Mstep: Class 21 contains 460 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55446440.000000 Penalty: 71005.687500 Iteration 125F: 23 clusters Score -5.544644e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 560 members Mstep: Class 8 contains 646 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 18 contains 169 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 735 members Mstep: Class 21 contains 460 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55446520.000000 Penalty: 71005.687500 Iteration 126Q: 23 clusters Score -5.544652e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 559 members Mstep: Class 8 contains 646 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 18 contains 169 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 736 members Mstep: Class 21 contains 460 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55446520.000000 Penalty: 71005.687500 Iteration 127Q: 23 clusters Score -5.544652e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 559 members Mstep: Class 8 contains 646 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 18 contains 169 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 736 members Mstep: Class 21 contains 460 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55446540.000000 Penalty: 71005.687500 Iteration 128F: 23 clusters Score -5.544654e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 559 members Mstep: Class 8 contains 646 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 18 contains 171 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 736 members Mstep: Class 21 contains 460 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55446548.000000 Penalty: 71005.687500 Iteration 129Q: 23 clusters Score -5.544655e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 559 members Mstep: Class 8 contains 646 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 18 contains 171 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 736 members Mstep: Class 21 contains 460 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55446588.000000 Penalty: 71005.687500 Iteration 130F: 23 clusters Score -5.544659e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 559 members Mstep: Class 8 contains 646 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 18 contains 172 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 736 members Mstep: Class 21 contains 460 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55446612.000000 Penalty: 71005.687500 Iteration 131Q: 23 clusters Score -5.544661e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 559 members Mstep: Class 8 contains 646 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 18 contains 172 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 736 members Mstep: Class 21 contains 460 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55446612.000000 Penalty: 71005.687500 Iteration 132F: 23 clusters Score -5.544661e+07 nChanged 0 Entering ConstructFrom: Score: -55446612.000000 Penalty: 71005.687500 Entering ConstructFrom: Trying to split cluster 1 (50969 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50969 members Entering Unmasked Estep Score: -6516157.000000 Penalty: 2688.065430 Iteration 0F: 2 clusters Score -6516157 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25473 members Mstep: Class 2 contains 25496 members Entering Unmasked Estep Score: -6481789.500000 Penalty: 5376.130859 Iteration 0F: 3 clusters Score -6481790 nChanged 23794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25447 members Mstep: Class 2 contains 25522 members Entering Unmasked Estep Score: -6494965.000000 Penalty: 5376.130859 Iteration 1F: 3 clusters Score -6494965 nChanged 1928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25313 members Mstep: Class 2 contains 25656 members Entering Unmasked Estep Score: -6495480.500000 Penalty: 5376.130859 Iteration 2Q: 3 clusters Score -6495480 nChanged 1752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25147 members Mstep: Class 2 contains 25822 members Entering Unmasked Estep Score: -6495915.000000 Penalty: 5376.130859 Iteration 3Q: 3 clusters Score -6495915 nChanged 1595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25038 members Mstep: Class 2 contains 25931 members Entering Unmasked Estep Score: -6496291.500000 Penalty: 5376.130859 Iteration 4Q: 3 clusters Score -6496292 nChanged 1530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24848 members Mstep: Class 2 contains 26121 members Entering Unmasked Estep Score: -6496616.500000 Penalty: 5376.130859 Iteration 5Q: 3 clusters Score -6496616 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24547 members Mstep: Class 2 contains 26422 members Entering Unmasked Estep Score: -6496974.500000 Penalty: 5376.130859 Iteration 6Q: 3 clusters Score -6496974 nChanged 1429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24072 members Mstep: Class 2 contains 26897 members Entering Unmasked Estep Score: -6497336.000000 Penalty: 5376.130859 Iteration 7Q: 3 clusters Score -6497336 nChanged 1488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23398 members Mstep: Class 2 contains 27571 members Entering Unmasked Estep Score: -6497746.000000 Penalty: 5376.130859 Iteration 8Q: 3 clusters Score -6497746 nChanged 1573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22547 members Mstep: Class 2 contains 28422 members Entering Unmasked Estep Score: -6498190.000000 Penalty: 5376.130859 Iteration 9Q: 3 clusters Score -6498190 nChanged 1721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21332 members Mstep: Class 2 contains 29637 members Entering Unmasked Estep Score: -6498752.000000 Penalty: 5376.130859 Iteration 10Q: 3 clusters Score -6498752 nChanged 1910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19790 members Mstep: Class 2 contains 31179 members Entering Unmasked Estep Score: -6499543.500000 Penalty: 5376.130859 Iteration 11Q: 3 clusters Score -6499544 nChanged 2247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17867 members Mstep: Class 2 contains 33102 members Entering Unmasked Estep Score: -6500580.000000 Penalty: 5376.130859 Iteration 12Q: 3 clusters Score -6500580 nChanged 2564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15519 members Mstep: Class 2 contains 35450 members Entering Unmasked Estep Score: -6502063.500000 Penalty: 5376.130859 Iteration 13F: 3 clusters Score -6502064 nChanged 2812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12855 members Mstep: Class 2 contains 38114 members Entering Unmasked Estep Score: -6503803.000000 Penalty: 5376.130859 Iteration 14F: 3 clusters Score -6503803 nChanged 2964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9967 members Mstep: Class 2 contains 41002 members Entering Unmasked Estep Score: -6506016.500000 Penalty: 5376.130859 Iteration 15F: 3 clusters Score -6506016 nChanged 2826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7207 members Mstep: Class 2 contains 43762 members Entering Unmasked Estep Score: -6508209.000000 Penalty: 5376.130859 Iteration 16F: 3 clusters Score -6508209 nChanged 2483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 46203 members Entering Unmasked Estep Score: -6510331.500000 Penalty: 5376.130859 Iteration 17Q: 3 clusters Score -6510332 nChanged 1898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 48089 members Entering Unmasked Estep Score: -6511979.000000 Penalty: 5376.130859 Iteration 18Q: 3 clusters Score -6511979 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 49308 members Entering Unmasked Estep Score: -6513002.000000 Penalty: 5376.130859 Iteration 19Q: 3 clusters Score -6513002 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 49941 members Entering Unmasked Estep Score: -6513516.500000 Penalty: 5376.130859 Iteration 20F: 3 clusters Score -6513516 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 50238 members Entering Unmasked Estep Score: -6513768.000000 Penalty: 5376.130859 Iteration 21Q: 3 clusters Score -6513768 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 50367 members Entering Unmasked Estep Score: -6513887.500000 Penalty: 5376.130859 Iteration 22Q: 3 clusters Score -6513888 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 50427 members Entering Unmasked Estep Score: -6513938.000000 Penalty: 5376.130859 Iteration 23Q: 3 clusters Score -6513938 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 50471 members Entering Unmasked Estep Score: -6513988.500000 Penalty: 5376.130859 Iteration 24Q: 3 clusters Score -6513988 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 50491 members Entering Unmasked Estep Score: -6514018.500000 Penalty: 5376.130859 Iteration 25Q: 3 clusters Score -6514018 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 50508 members Entering Unmasked Estep Score: -6514026.000000 Penalty: 5376.130859 Iteration 26Q: 3 clusters Score -6514026 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 50516 members Entering Unmasked Estep Score: -6514031.000000 Penalty: 5376.130859 Iteration 27Q: 3 clusters Score -6514031 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 50524 members Entering Unmasked Estep Score: -6514036.000000 Penalty: 5376.130859 Iteration 28Q: 3 clusters Score -6514036 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 50533 members Entering Unmasked Estep Score: -6514051.000000 Penalty: 5376.130859 Iteration 29Q: 3 clusters Score -6514051 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 50546 members Entering Unmasked Estep Score: -6514061.000000 Penalty: 5376.130859 Iteration 30Q: 3 clusters Score -6514061 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 50556 members Entering Unmasked Estep Score: -6514078.000000 Penalty: 5376.130859 Iteration 31Q: 3 clusters Score -6514078 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 50562 members Entering Unmasked Estep Score: -6514078.500000 Penalty: 5376.130859 Iteration 32Q: 3 clusters Score -6514078 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 50565 members Entering Unmasked Estep Score: -6514078.500000 Penalty: 5376.130859 Iteration 33Q: 3 clusters Score -6514078 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 50571 members Entering Unmasked Estep Score: -6514089.500000 Penalty: 5376.130859 Iteration 34Q: 3 clusters Score -6514090 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 50574 members Entering Unmasked Estep Score: -6514088.000000 Penalty: 5376.130859 Iteration 35Q: 3 clusters Score -6514088 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 50575 members Entering Unmasked Estep Score: -6514093.000000 Penalty: 5376.130859 Iteration 36Q: 3 clusters Score -6514093 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 50574 members Entering Unmasked Estep Score: -6514085.500000 Penalty: 5376.130859 Iteration 37Q: 3 clusters Score -6514086 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 50573 members Entering Unmasked Estep Score: -6514093.000000 Penalty: 5376.130859 Iteration 38Q: 3 clusters Score -6514093 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 50572 members Entering Unmasked Estep Score: -6514088.500000 Penalty: 5376.130859 Iteration 39Q: 3 clusters Score -6514088 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 50571 members Entering Unmasked Estep Score: -6514095.000000 Penalty: 5376.130859 Iteration 40F: 3 clusters Score -6514095 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (241792 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241792 members Entering Unmasked Estep Score: -30176708.000000 Penalty: 3074.166504 Iteration 0F: 2 clusters Score -3.017671e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120449 members Mstep: Class 2 contains 121343 members Entering Unmasked Estep Score: -30021652.000000 Penalty: 6148.333008 Iteration 0F: 3 clusters Score -3.002165e+07 nChanged 116664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113227 members Mstep: Class 2 contains 128565 members Entering Unmasked Estep Score: -30091870.000000 Penalty: 6148.333008 Iteration 1F: 3 clusters Score -3.009187e+07 nChanged 9109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108380 members Mstep: Class 2 contains 133412 members Entering Unmasked Estep Score: -30094736.000000 Penalty: 6148.333008 Iteration 2Q: 3 clusters Score -3.009474e+07 nChanged 11129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101229 members Mstep: Class 2 contains 140563 members Entering Unmasked Estep Score: -30099744.000000 Penalty: 6148.333008 Iteration 3Q: 3 clusters Score -3.009974e+07 nChanged 13871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91008 members Mstep: Class 2 contains 150784 members Entering Unmasked Estep Score: -30107796.000000 Penalty: 6148.333008 Iteration 4F: 3 clusters Score -3.01078e+07 nChanged 16236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77518 members Mstep: Class 2 contains 164274 members Entering Unmasked Estep Score: -30118826.000000 Penalty: 6148.333008 Iteration 5F: 3 clusters Score -3.011883e+07 nChanged 17649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61629 members Mstep: Class 2 contains 180163 members Entering Unmasked Estep Score: -30132346.000000 Penalty: 6148.333008 Iteration 6F: 3 clusters Score -3.013235e+07 nChanged 16477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46258 members Mstep: Class 2 contains 195534 members Entering Unmasked Estep Score: -30145682.000000 Penalty: 6148.333008 Iteration 7F: 3 clusters Score -3.014568e+07 nChanged 13136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33936 members Mstep: Class 2 contains 207856 members Entering Unmasked Estep Score: -30156284.000000 Penalty: 6148.333008 Iteration 8F: 3 clusters Score -3.015628e+07 nChanged 9091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25557 members Mstep: Class 2 contains 216235 members Entering Unmasked Estep Score: -30163210.000000 Penalty: 6148.333008 Iteration 9Q: 3 clusters Score -3.016321e+07 nChanged 6031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19960 members Mstep: Class 2 contains 221832 members Entering Unmasked Estep Score: -30167424.000000 Penalty: 6148.333008 Iteration 10Q: 3 clusters Score -3.016742e+07 nChanged 4259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15891 members Mstep: Class 2 contains 225901 members Entering Unmasked Estep Score: -30170260.000000 Penalty: 6148.333008 Iteration 11Q: 3 clusters Score -3.017026e+07 nChanged 3068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12899 members Mstep: Class 2 contains 228893 members Entering Unmasked Estep Score: -30172332.000000 Penalty: 6148.333008 Iteration 12Q: 3 clusters Score -3.017233e+07 nChanged 2260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10711 members Mstep: Class 2 contains 231081 members Entering Unmasked Estep Score: -30173878.000000 Penalty: 6148.333008 Iteration 13Q: 3 clusters Score -3.017388e+07 nChanged 1679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9094 members Mstep: Class 2 contains 232698 members Entering Unmasked Estep Score: -30174830.000000 Penalty: 6148.333008 Iteration 14Q: 3 clusters Score -3.017483e+07 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7949 members Mstep: Class 2 contains 233843 members Entering Unmasked Estep Score: -30175598.000000 Penalty: 6148.333008 Iteration 15Q: 3 clusters Score -3.01756e+07 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7128 members Mstep: Class 2 contains 234664 members Entering Unmasked Estep Score: -30175980.000000 Penalty: 6148.333008 Iteration 16Q: 3 clusters Score -3.017598e+07 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6584 members Mstep: Class 2 contains 235208 members Entering Unmasked Estep Score: -30176298.000000 Penalty: 6148.333008 Iteration 17Q: 3 clusters Score -3.01763e+07 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6154 members Mstep: Class 2 contains 235638 members Entering Unmasked Estep Score: -30176482.000000 Penalty: 6148.333008 Iteration 18Q: 3 clusters Score -3.017648e+07 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 235982 members Entering Unmasked Estep Score: -30176616.000000 Penalty: 6148.333008 Iteration 19Q: 3 clusters Score -3.017662e+07 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 236223 members Entering Unmasked Estep Score: -30176712.000000 Penalty: 6148.333008 Iteration 20F: 3 clusters Score -3.017671e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5393 members Mstep: Class 2 contains 236399 members Entering Unmasked Estep Score: -30176710.000000 Penalty: 6148.333008 Iteration 21Q: 3 clusters Score -3.017671e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5232 members Mstep: Class 2 contains 236560 members Entering Unmasked Estep Score: -30176752.000000 Penalty: 6148.333008 Iteration 22Q: 3 clusters Score -3.017675e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5106 members Mstep: Class 2 contains 236686 members Entering Unmasked Estep Score: -30176788.000000 Penalty: 6148.333008 Iteration 23Q: 3 clusters Score -3.017679e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 236781 members Entering Unmasked Estep Score: -30176796.000000 Penalty: 6148.333008 Iteration 24Q: 3 clusters Score -3.01768e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 236858 members Entering Unmasked Estep Score: -30176816.000000 Penalty: 6148.333008 Iteration 25Q: 3 clusters Score -3.017682e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 236921 members Entering Unmasked Estep Score: -30176838.000000 Penalty: 6148.333008 Iteration 26Q: 3 clusters Score -3.017684e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 236969 members Entering Unmasked Estep Score: -30176844.000000 Penalty: 6148.333008 Iteration 27Q: 3 clusters Score -3.017684e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 236999 members Entering Unmasked Estep Score: -30176856.000000 Penalty: 6148.333008 Iteration 28Q: 3 clusters Score -3.017686e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 237033 members Entering Unmasked Estep Score: -30176856.000000 Penalty: 6148.333008 Iteration 29Q: 3 clusters Score -3.017686e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 237060 members Entering Unmasked Estep Score: -30176836.000000 Penalty: 6148.333008 Iteration 30Q: 3 clusters Score -3.017684e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 237089 members Entering Unmasked Estep Score: -30176836.000000 Penalty: 6148.333008 Iteration 31Q: 3 clusters Score -3.017684e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 237114 members Entering Unmasked Estep Score: -30176842.000000 Penalty: 6148.333008 Iteration 32Q: 3 clusters Score -3.017684e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 237134 members Entering Unmasked Estep Score: -30176828.000000 Penalty: 6148.333008 Iteration 33Q: 3 clusters Score -3.017683e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Mstep: Class 2 contains 237155 members Entering Unmasked Estep Score: -30176864.000000 Penalty: 6148.333008 Iteration 34Q: 3 clusters Score -3.017686e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 237171 members Entering Unmasked Estep Score: -30176880.000000 Penalty: 6148.333008 Iteration 35Q: 3 clusters Score -3.017688e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 237180 members Entering Unmasked Estep Score: -30176872.000000 Penalty: 6148.333008 Iteration 36Q: 3 clusters Score -3.017687e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 237194 members Entering Unmasked Estep Score: -30176904.000000 Penalty: 6148.333008 Iteration 37Q: 3 clusters Score -3.01769e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4591 members Mstep: Class 2 contains 237201 members Entering Unmasked Estep Score: -30176906.000000 Penalty: 6148.333008 Iteration 38Q: 3 clusters Score -3.017691e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 237205 members Entering Unmasked Estep Score: -30176908.000000 Penalty: 6148.333008 Iteration 39Q: 3 clusters Score -3.017691e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 237208 members Entering Unmasked Estep Score: -30176930.000000 Penalty: 6148.333008 Iteration 40F: 3 clusters Score -3.017693e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Mstep: Class 2 contains 237210 members Entering Unmasked Estep Score: -30176934.000000 Penalty: 6148.333008 Iteration 41Q: 3 clusters Score -3.017693e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Mstep: Class 2 contains 237210 members Entering Unmasked Estep Score: -30176934.000000 Penalty: 6148.333008 Iteration 42F: 3 clusters Score -3.017693e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 4582 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 559 members Mstep: Class 8 contains 646 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 18 contains 172 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 736 members Mstep: Class 21 contains 460 members Mstep: Class 22 contains 3483 members Mstep: Class 23 contains 237210 members Entering Unmasked Estep Score: -55446484.000000 Penalty: 74233.218750 Splitting cluster 2 changes total score from -55446612.000000 to -55446484.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (2744 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Entering Unmasked Estep Score: -321167.875000 Penalty: 1963.458618 Iteration 0F: 2 clusters Score -321167.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -318087.312500 Penalty: 3926.917236 Iteration 0F: 3 clusters Score -318087.3 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -318736.625000 Penalty: 3926.917236 Iteration 1F: 3 clusters Score -318736.6 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -318945.125000 Penalty: 3926.917236 Iteration 2F: 3 clusters Score -318945.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -319076.062500 Penalty: 3926.917236 Iteration 3F: 3 clusters Score -319076.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -319158.218750 Penalty: 3926.917236 Iteration 4Q: 3 clusters Score -319158.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -319215.968750 Penalty: 3926.917236 Iteration 5Q: 3 clusters Score -319216 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -319255.718750 Penalty: 3926.917236 Iteration 6Q: 3 clusters Score -319255.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -319282.812500 Penalty: 3926.917236 Iteration 7Q: 3 clusters Score -319282.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -319310.093750 Penalty: 3926.917236 Iteration 8Q: 3 clusters Score -319310.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -319331.562500 Penalty: 3926.917236 Iteration 9Q: 3 clusters Score -319331.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -319347.093750 Penalty: 3926.917236 Iteration 10Q: 3 clusters Score -319347.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -319360.937500 Penalty: 3926.917236 Iteration 11Q: 3 clusters Score -319360.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -319377.468750 Penalty: 3926.917236 Iteration 12Q: 3 clusters Score -319377.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -319397.343750 Penalty: 3926.917236 Iteration 13Q: 3 clusters Score -319397.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -319413.656250 Penalty: 3926.917236 Iteration 14Q: 3 clusters Score -319413.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -319426.468750 Penalty: 3926.917236 Iteration 15Q: 3 clusters Score -319426.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -319437.968750 Penalty: 3926.917236 Iteration 16Q: 3 clusters Score -319438 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -319447.031250 Penalty: 3926.917236 Iteration 17Q: 3 clusters Score -319447 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -319453.500000 Penalty: 3926.917236 Iteration 18Q: 3 clusters Score -319453.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -319460.312500 Penalty: 3926.917236 Iteration 19Q: 3 clusters Score -319460.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -319464.593750 Penalty: 3926.917236 Iteration 20F: 3 clusters Score -319464.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -319467.750000 Penalty: 3926.917236 Iteration 21Q: 3 clusters Score -319467.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -319473.843750 Penalty: 3926.917236 Iteration 22Q: 3 clusters Score -319473.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -319478.625000 Penalty: 3926.917236 Iteration 23Q: 3 clusters Score -319478.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -319485.593750 Penalty: 3926.917236 Iteration 24Q: 3 clusters Score -319485.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -319493.312500 Penalty: 3926.917236 Iteration 25Q: 3 clusters Score -319493.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -319499.343750 Penalty: 3926.917236 Iteration 26Q: 3 clusters Score -319499.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -319504.843750 Penalty: 3926.917236 Iteration 27Q: 3 clusters Score -319504.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -319512.531250 Penalty: 3926.917236 Iteration 28Q: 3 clusters Score -319512.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -319521.718750 Penalty: 3926.917236 Iteration 29Q: 3 clusters Score -319521.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -319530.468750 Penalty: 3926.917236 Iteration 30Q: 3 clusters Score -319530.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -319538.937500 Penalty: 3926.917236 Iteration 31Q: 3 clusters Score -319538.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -319548.156250 Penalty: 3926.917236 Iteration 32Q: 3 clusters Score -319548.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -319555.281250 Penalty: 3926.917236 Iteration 33Q: 3 clusters Score -319555.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -319560.687500 Penalty: 3926.917236 Iteration 34Q: 3 clusters Score -319560.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -319570.843750 Penalty: 3926.917236 Iteration 35Q: 3 clusters Score -319570.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -319578.375000 Penalty: 3926.917236 Iteration 36Q: 3 clusters Score -319578.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -319583.375000 Penalty: 3926.917236 Iteration 37Q: 3 clusters Score -319583.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -319589.187500 Penalty: 3926.917236 Iteration 38Q: 3 clusters Score -319589.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -319595.906250 Penalty: 3926.917236 Iteration 39Q: 3 clusters Score -319595.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -319601.281250 Penalty: 3926.917236 Iteration 40F: 3 clusters Score -319601.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -319606.687500 Penalty: 3926.917236 Iteration 41Q: 3 clusters Score -319606.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -319612.250000 Penalty: 3926.917236 Iteration 42Q: 3 clusters Score -319612.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -319619.218750 Penalty: 3926.917236 Iteration 43Q: 3 clusters Score -319619.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -319626.156250 Penalty: 3926.917236 Iteration 44Q: 3 clusters Score -319626.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -319634.031250 Penalty: 3926.917236 Iteration 45Q: 3 clusters Score -319634 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -319638.812500 Penalty: 3926.917236 Iteration 46Q: 3 clusters Score -319638.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -319644.843750 Penalty: 3926.917236 Iteration 47Q: 3 clusters Score -319644.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -319646.281250 Penalty: 3926.917236 Iteration 48Q: 3 clusters Score -319646.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -319647.718750 Penalty: 3926.917236 Iteration 49Q: 3 clusters Score -319647.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -319648.937500 Penalty: 3926.917236 Iteration 50Q: 3 clusters Score -319648.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -319649.843750 Penalty: 3926.917236 Iteration 51Q: 3 clusters Score -319649.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -319649.843750 Penalty: 3926.917236 Iteration 52F: 3 clusters Score -319649.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Entering Unmasked Estep Score: -96128.257812 Penalty: 1659.328857 Iteration 0F: 2 clusters Score -96128.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -94343.695312 Penalty: 3318.657715 Iteration 0F: 3 clusters Score -94343.7 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -94562.695312 Penalty: 3318.657715 Iteration 1F: 3 clusters Score -94562.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -94621.546875 Penalty: 3318.657715 Iteration 2Q: 3 clusters Score -94621.55 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -94651.835938 Penalty: 3318.657715 Iteration 3Q: 3 clusters Score -94651.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -94670.929688 Penalty: 3318.657715 Iteration 4Q: 3 clusters Score -94670.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -94682.804688 Penalty: 3318.657715 Iteration 5Q: 3 clusters Score -94682.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -94691.382812 Penalty: 3318.657715 Iteration 6Q: 3 clusters Score -94691.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -94696.375000 Penalty: 3318.657715 Iteration 7Q: 3 clusters Score -94696.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -94697.023438 Penalty: 3318.657715 Iteration 8Q: 3 clusters Score -94697.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -94697.023438 Penalty: 3318.657715 Iteration 9F: 3 clusters Score -94697.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (28684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28684 members Entering Unmasked Estep Score: -3549483.500000 Penalty: 2545.495361 Iteration 0F: 2 clusters Score -3549484 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14481 members Mstep: Class 2 contains 14203 members Entering Unmasked Estep Score: -3529801.250000 Penalty: 5090.990723 Iteration 0F: 3 clusters Score -3529801 nChanged 12942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15281 members Mstep: Class 2 contains 13403 members Entering Unmasked Estep Score: -3536548.250000 Penalty: 5090.990723 Iteration 1F: 3 clusters Score -3536548 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15871 members Mstep: Class 2 contains 12813 members Entering Unmasked Estep Score: -3536976.000000 Penalty: 5090.990723 Iteration 2Q: 3 clusters Score -3536976 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16674 members Mstep: Class 2 contains 12010 members Entering Unmasked Estep Score: -3537444.000000 Penalty: 5090.990723 Iteration 3Q: 3 clusters Score -3537444 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17760 members Mstep: Class 2 contains 10924 members Entering Unmasked Estep Score: -3538008.750000 Penalty: 5090.990723 Iteration 4Q: 3 clusters Score -3538009 nChanged 1539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19229 members Mstep: Class 2 contains 9455 members Entering Unmasked Estep Score: -3538831.750000 Penalty: 5090.990723 Iteration 5F: 3 clusters Score -3538832 nChanged 1909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21110 members Mstep: Class 2 contains 7574 members Entering Unmasked Estep Score: -3540122.750000 Penalty: 5090.990723 Iteration 6F: 3 clusters Score -3540123 nChanged 2262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23368 members Mstep: Class 2 contains 5316 members Entering Unmasked Estep Score: -3542013.500000 Penalty: 5090.990723 Iteration 7F: 3 clusters Score -3542014 nChanged 2248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25614 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -3544198.500000 Penalty: 5090.990723 Iteration 8F: 3 clusters Score -3544198 nChanged 1621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27235 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -3545775.250000 Penalty: 5090.990723 Iteration 9F: 3 clusters Score -3545775 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28044 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -3546622.500000 Penalty: 5090.990723 Iteration 10Q: 3 clusters Score -3546622 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28324 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -3546963.000000 Penalty: 5090.990723 Iteration 11Q: 3 clusters Score -3546963 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28425 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -3547091.250000 Penalty: 5090.990723 Iteration 12Q: 3 clusters Score -3547091 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28459 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -3547163.750000 Penalty: 5090.990723 Iteration 13Q: 3 clusters Score -3547164 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28471 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -3547189.750000 Penalty: 5090.990723 Iteration 14Q: 3 clusters Score -3547190 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28477 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -3547207.250000 Penalty: 5090.990723 Iteration 15Q: 3 clusters Score -3547207 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28481 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -3547222.750000 Penalty: 5090.990723 Iteration 16Q: 3 clusters Score -3547223 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28481 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -3547239.750000 Penalty: 5090.990723 Iteration 17Q: 3 clusters Score -3547240 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28483 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -3547244.000000 Penalty: 5090.990723 Iteration 18Q: 3 clusters Score -3547244 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28485 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -3547251.750000 Penalty: 5090.990723 Iteration 19Q: 3 clusters Score -3547252 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28485 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -3547251.750000 Penalty: 5090.990723 Iteration 20F: 3 clusters Score -3547252 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (6961 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6961 members Entering Unmasked Estep Score: -884824.000000 Penalty: 2194.323486 Iteration 0F: 2 clusters Score -884824 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -879092.375000 Penalty: 4388.646973 Iteration 0F: 3 clusters Score -879092.4 nChanged 2755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -880648.125000 Penalty: 4388.646973 Iteration 1F: 3 clusters Score -880648.1 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -880918.750000 Penalty: 4388.646973 Iteration 2F: 3 clusters Score -880918.8 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -881114.937500 Penalty: 4388.646973 Iteration 3F: 3 clusters Score -881114.9 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -881271.250000 Penalty: 4388.646973 Iteration 4Q: 3 clusters Score -881271.2 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -881375.750000 Penalty: 4388.646973 Iteration 5Q: 3 clusters Score -881375.8 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -881461.750000 Penalty: 4388.646973 Iteration 6Q: 3 clusters Score -881461.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -881522.250000 Penalty: 4388.646973 Iteration 7Q: 3 clusters Score -881522.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -881573.187500 Penalty: 4388.646973 Iteration 8Q: 3 clusters Score -881573.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -881630.187500 Penalty: 4388.646973 Iteration 9Q: 3 clusters Score -881630.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -881686.375000 Penalty: 4388.646973 Iteration 10Q: 3 clusters Score -881686.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -881738.750000 Penalty: 4388.646973 Iteration 11Q: 3 clusters Score -881738.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -881793.562500 Penalty: 4388.646973 Iteration 12Q: 3 clusters Score -881793.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -881846.312500 Penalty: 4388.646973 Iteration 13Q: 3 clusters Score -881846.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4620 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -881886.437500 Penalty: 4388.646973 Iteration 14Q: 3 clusters Score -881886.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -881940.812500 Penalty: 4388.646973 Iteration 15Q: 3 clusters Score -881940.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4830 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -882002.875000 Penalty: 4388.646973 Iteration 16Q: 3 clusters Score -882002.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -882061.562500 Penalty: 4388.646973 Iteration 17Q: 3 clusters Score -882061.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -882118.500000 Penalty: 4388.646973 Iteration 18Q: 3 clusters Score -882118.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -882182.562500 Penalty: 4388.646973 Iteration 19Q: 3 clusters Score -882182.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5241 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -882250.062500 Penalty: 4388.646973 Iteration 20F: 3 clusters Score -882250.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -882315.562500 Penalty: 4388.646973 Iteration 21Q: 3 clusters Score -882315.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5454 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -882390.562500 Penalty: 4388.646973 Iteration 22Q: 3 clusters Score -882390.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5561 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -882467.812500 Penalty: 4388.646973 Iteration 23Q: 3 clusters Score -882467.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5677 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -882538.437500 Penalty: 4388.646973 Iteration 24Q: 3 clusters Score -882538.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5760 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -882603.750000 Penalty: 4388.646973 Iteration 25Q: 3 clusters Score -882603.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5838 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -882655.562500 Penalty: 4388.646973 Iteration 26Q: 3 clusters Score -882655.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5900 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -882705.625000 Penalty: 4388.646973 Iteration 27Q: 3 clusters Score -882705.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5959 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -882739.250000 Penalty: 4388.646973 Iteration 28Q: 3 clusters Score -882739.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5999 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -882769.750000 Penalty: 4388.646973 Iteration 29Q: 3 clusters Score -882769.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6041 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -882796.437500 Penalty: 4388.646973 Iteration 30Q: 3 clusters Score -882796.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6077 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -882818.437500 Penalty: 4388.646973 Iteration 31Q: 3 clusters Score -882818.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6104 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -882837.625000 Penalty: 4388.646973 Iteration 32Q: 3 clusters Score -882837.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6130 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -882857.625000 Penalty: 4388.646973 Iteration 33Q: 3 clusters Score -882857.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6155 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -882875.750000 Penalty: 4388.646973 Iteration 34Q: 3 clusters Score -882875.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -882889.437500 Penalty: 4388.646973 Iteration 35Q: 3 clusters Score -882889.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6182 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -882898.500000 Penalty: 4388.646973 Iteration 36Q: 3 clusters Score -882898.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6195 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -882905.187500 Penalty: 4388.646973 Iteration 37Q: 3 clusters Score -882905.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -882912.312500 Penalty: 4388.646973 Iteration 38Q: 3 clusters Score -882912.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6215 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -882917.437500 Penalty: 4388.646973 Iteration 39Q: 3 clusters Score -882917.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -882921.750000 Penalty: 4388.646973 Iteration 40F: 3 clusters Score -882921.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6228 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -882925.687500 Penalty: 4388.646973 Iteration 41Q: 3 clusters Score -882925.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6230 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -882925.187500 Penalty: 4388.646973 Iteration 42Q: 3 clusters Score -882925.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6230 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -882925.187500 Penalty: 4388.646973 Iteration 43F: 3 clusters Score -882925.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (559 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Entering Unmasked Estep Score: -54986.222656 Penalty: 1568.885010 Iteration 0F: 2 clusters Score -54986.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -53753.578125 Penalty: 3137.770020 Iteration 0F: 3 clusters Score -53753.58 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -54580.902344 Penalty: 3137.770020 Iteration 1F: 3 clusters Score -54580.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -55251.753906 Penalty: 3137.770020 Iteration 2F: 3 clusters Score -55251.75 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -55511.566406 Penalty: 3137.770020 Iteration 3Q: 3 clusters Score -55511.57 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -55654.164062 Penalty: 3137.770020 Iteration 4Q: 3 clusters Score -55654.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -55740.039062 Penalty: 3137.770020 Iteration 5Q: 3 clusters Score -55740.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -55750.015625 Penalty: 3137.770020 Iteration 6Q: 3 clusters Score -55750.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -55758.671875 Penalty: 3137.770020 Iteration 7Q: 3 clusters Score -55758.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -55778.996094 Penalty: 3137.770020 Iteration 8Q: 3 clusters Score -55779 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -55780.054688 Penalty: 3137.770020 Iteration 9Q: 3 clusters Score -55780.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -55790.234375 Penalty: 3137.770020 Iteration 10F: 3 clusters Score -55790.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -55855.160156 Penalty: 3137.770020 Iteration 11Q: 3 clusters Score -55855.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -55900.312500 Penalty: 3137.770020 Iteration 12Q: 3 clusters Score -55900.31 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -56012.335938 Penalty: 3137.770020 Iteration 13Q: 3 clusters Score -56012.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -56274.765625 Penalty: 3137.770020 Iteration 14Q: 3 clusters Score -56274.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -56671.378906 Penalty: 3137.770020 Iteration 15Q: 3 clusters Score -56671.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -56682.773438 Penalty: 3137.770020 Iteration 16Q: 3 clusters Score -56682.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -56701.609375 Penalty: 3137.770020 Iteration 17Q: 3 clusters Score -56701.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -56701.609375 Penalty: 3137.770020 Iteration 18F: 3 clusters Score -56701.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 424 members Mstep: Class 8 contains 646 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 18 contains 172 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 736 members Mstep: Class 21 contains 460 members Mstep: Class 22 contains 3483 members Mstep: Class 23 contains 135 members Entering Unmasked Estep Score: -55446620.000000 Penalty: 74233.218750 Splitting cluster 7 changes total score from -55446612.000000 to -55446620.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 8 (646 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Entering Unmasked Estep Score: -69018.640625 Penalty: 1604.758301 Iteration 0F: 2 clusters Score -69018.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -67410.679688 Penalty: 3209.516602 Iteration 0F: 3 clusters Score -67410.68 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -67718.960938 Penalty: 3209.516602 Iteration 1F: 3 clusters Score -67718.96 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -67865.281250 Penalty: 3209.516602 Iteration 2F: 3 clusters Score -67865.28 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -67925.671875 Penalty: 3209.516602 Iteration 3Q: 3 clusters Score -67925.67 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -67974.289062 Penalty: 3209.516602 Iteration 4Q: 3 clusters Score -67974.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -68005.929688 Penalty: 3209.516602 Iteration 5Q: 3 clusters Score -68005.93 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -68073.179688 Penalty: 3209.516602 Iteration 6Q: 3 clusters Score -68073.18 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -68171.703125 Penalty: 3209.516602 Iteration 7Q: 3 clusters Score -68171.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -68281.531250 Penalty: 3209.516602 Iteration 8Q: 3 clusters Score -68281.53 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -68356.234375 Penalty: 3209.516602 Iteration 9Q: 3 clusters Score -68356.23 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -68408.203125 Penalty: 3209.516602 Iteration 10Q: 3 clusters Score -68408.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -68463.804688 Penalty: 3209.516602 Iteration 11Q: 3 clusters Score -68463.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -68485.367188 Penalty: 3209.516602 Iteration 12Q: 3 clusters Score -68485.37 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -68505.453125 Penalty: 3209.516602 Iteration 13Q: 3 clusters Score -68505.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -68510.843750 Penalty: 3209.516602 Iteration 14Q: 3 clusters Score -68510.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -68514.242188 Penalty: 3209.516602 Iteration 15Q: 3 clusters Score -68514.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -68514.242188 Penalty: 3209.516602 Iteration 16F: 3 clusters Score -68514.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (205 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Entering Unmasked Estep Score: -22418.755859 Penalty: 1320.106445 Iteration 0F: 2 clusters Score -22418.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -21267.283203 Penalty: 2640.212891 Iteration 0F: 3 clusters Score -21267.28 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -21299.539062 Penalty: 2640.212891 Iteration 1F: 3 clusters Score -21299.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -21308.410156 Penalty: 2640.212891 Iteration 2Q: 3 clusters Score -21308.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -21308.410156 Penalty: 2640.212891 Iteration 3F: 3 clusters Score -21308.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2411 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Entering Unmasked Estep Score: -288178.468750 Penalty: 1931.373657 Iteration 0F: 2 clusters Score -288178.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -285322.093750 Penalty: 3862.747314 Iteration 0F: 3 clusters Score -285322.1 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -285868.281250 Penalty: 3862.747314 Iteration 1F: 3 clusters Score -285868.3 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -286012.218750 Penalty: 3862.747314 Iteration 2F: 3 clusters Score -286012.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -286096.875000 Penalty: 3862.747314 Iteration 3Q: 3 clusters Score -286096.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -286164.562500 Penalty: 3862.747314 Iteration 4Q: 3 clusters Score -286164.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -286232.500000 Penalty: 3862.747314 Iteration 5Q: 3 clusters Score -286232.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -286287.062500 Penalty: 3862.747314 Iteration 6Q: 3 clusters Score -286287.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -286327.875000 Penalty: 3862.747314 Iteration 7Q: 3 clusters Score -286327.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -286364.906250 Penalty: 3862.747314 Iteration 8Q: 3 clusters Score -286364.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -286405.593750 Penalty: 3862.747314 Iteration 9Q: 3 clusters Score -286405.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -286441.906250 Penalty: 3862.747314 Iteration 10Q: 3 clusters Score -286441.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -286474.375000 Penalty: 3862.747314 Iteration 11Q: 3 clusters Score -286474.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -286507.000000 Penalty: 3862.747314 Iteration 12Q: 3 clusters Score -286507 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -286532.843750 Penalty: 3862.747314 Iteration 13Q: 3 clusters Score -286532.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -286551.843750 Penalty: 3862.747314 Iteration 14Q: 3 clusters Score -286551.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -286567.125000 Penalty: 3862.747314 Iteration 15Q: 3 clusters Score -286567.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -286576.531250 Penalty: 3862.747314 Iteration 16Q: 3 clusters Score -286576.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -286580.875000 Penalty: 3862.747314 Iteration 17Q: 3 clusters Score -286580.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -286584.875000 Penalty: 3862.747314 Iteration 18Q: 3 clusters Score -286584.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -286585.843750 Penalty: 3862.747314 Iteration 19Q: 3 clusters Score -286585.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -286586.531250 Penalty: 3862.747314 Iteration 20F: 3 clusters Score -286586.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -286587.250000 Penalty: 3862.747314 Iteration 21Q: 3 clusters Score -286587.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -286587.250000 Penalty: 3862.747314 Iteration 22F: 3 clusters Score -286587.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (9121 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9121 members Entering Unmasked Estep Score: -1166129.750000 Penalty: 2261.346924 Iteration 0F: 2 clusters Score -1166130 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -1159044.000000 Penalty: 4522.693848 Iteration 0F: 3 clusters Score -1159044 nChanged 3711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -1161041.250000 Penalty: 4522.693848 Iteration 1F: 3 clusters Score -1161041 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -1161303.375000 Penalty: 4522.693848 Iteration 2F: 3 clusters Score -1161303 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -1161483.750000 Penalty: 4522.693848 Iteration 3Q: 3 clusters Score -1161484 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -1161619.125000 Penalty: 4522.693848 Iteration 4Q: 3 clusters Score -1161619 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -1161739.500000 Penalty: 4522.693848 Iteration 5Q: 3 clusters Score -1161740 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -1161852.375000 Penalty: 4522.693848 Iteration 6Q: 3 clusters Score -1161852 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5368 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -1161971.625000 Penalty: 4522.693848 Iteration 7Q: 3 clusters Score -1161972 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5561 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -1162132.875000 Penalty: 4522.693848 Iteration 8Q: 3 clusters Score -1162133 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5776 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -1162297.375000 Penalty: 4522.693848 Iteration 9Q: 3 clusters Score -1162297 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6009 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -1162487.750000 Penalty: 4522.693848 Iteration 10Q: 3 clusters Score -1162488 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6261 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -1162666.125000 Penalty: 4522.693848 Iteration 11Q: 3 clusters Score -1162666 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6545 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -1162875.625000 Penalty: 4522.693848 Iteration 12Q: 3 clusters Score -1162876 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6793 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -1163071.250000 Penalty: 4522.693848 Iteration 13Q: 3 clusters Score -1163071 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7035 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -1163252.500000 Penalty: 4522.693848 Iteration 14Q: 3 clusters Score -1163252 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7285 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -1163439.000000 Penalty: 4522.693848 Iteration 15Q: 3 clusters Score -1163439 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7523 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -1163614.125000 Penalty: 4522.693848 Iteration 16Q: 3 clusters Score -1163614 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7744 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -1163793.500000 Penalty: 4522.693848 Iteration 17Q: 3 clusters Score -1163794 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7940 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -1163952.375000 Penalty: 4522.693848 Iteration 18Q: 3 clusters Score -1163952 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8105 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -1164093.500000 Penalty: 4522.693848 Iteration 19Q: 3 clusters Score -1164094 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8224 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -1164184.000000 Penalty: 4522.693848 Iteration 20F: 3 clusters Score -1164184 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8311 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -1164239.250000 Penalty: 4522.693848 Iteration 21Q: 3 clusters Score -1164239 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8377 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -1164293.875000 Penalty: 4522.693848 Iteration 22Q: 3 clusters Score -1164294 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8437 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -1164336.250000 Penalty: 4522.693848 Iteration 23Q: 3 clusters Score -1164336 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8477 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -1164367.625000 Penalty: 4522.693848 Iteration 24Q: 3 clusters Score -1164368 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8508 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -1164389.750000 Penalty: 4522.693848 Iteration 25Q: 3 clusters Score -1164390 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8531 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -1164400.625000 Penalty: 4522.693848 Iteration 26Q: 3 clusters Score -1164401 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8546 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -1164413.000000 Penalty: 4522.693848 Iteration 27Q: 3 clusters Score -1164413 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8560 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -1164422.250000 Penalty: 4522.693848 Iteration 28Q: 3 clusters Score -1164422 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8572 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -1164433.750000 Penalty: 4522.693848 Iteration 29Q: 3 clusters Score -1164434 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8586 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -1164443.625000 Penalty: 4522.693848 Iteration 30Q: 3 clusters Score -1164444 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8601 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -1164451.500000 Penalty: 4522.693848 Iteration 31Q: 3 clusters Score -1164452 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8615 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -1164466.125000 Penalty: 4522.693848 Iteration 32Q: 3 clusters Score -1164466 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8625 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -1164478.375000 Penalty: 4522.693848 Iteration 33Q: 3 clusters Score -1164478 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8634 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -1164483.375000 Penalty: 4522.693848 Iteration 34Q: 3 clusters Score -1164483 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8646 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -1164494.125000 Penalty: 4522.693848 Iteration 35Q: 3 clusters Score -1164494 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8660 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -1164508.500000 Penalty: 4522.693848 Iteration 36Q: 3 clusters Score -1164508 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8670 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -1164513.125000 Penalty: 4522.693848 Iteration 37Q: 3 clusters Score -1164513 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8673 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -1164512.375000 Penalty: 4522.693848 Iteration 38Q: 3 clusters Score -1164512 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8674 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -1164518.750000 Penalty: 4522.693848 Iteration 39Q: 3 clusters Score -1164519 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8675 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -1164519.875000 Penalty: 4522.693848 Iteration 40F: 3 clusters Score -1164520 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (570 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Entering Unmasked Estep Score: -67683.359375 Penalty: 1573.717773 Iteration 0F: 2 clusters Score -67683.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -66059.054688 Penalty: 3147.435547 Iteration 0F: 3 clusters Score -66059.05 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -66273.359375 Penalty: 3147.435547 Iteration 1F: 3 clusters Score -66273.36 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -66333.210938 Penalty: 3147.435547 Iteration 2Q: 3 clusters Score -66333.21 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -66364.312500 Penalty: 3147.435547 Iteration 3Q: 3 clusters Score -66364.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -66368.468750 Penalty: 3147.435547 Iteration 4Q: 3 clusters Score -66368.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -66373.195312 Penalty: 3147.435547 Iteration 5Q: 3 clusters Score -66373.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -66378.578125 Penalty: 3147.435547 Iteration 6Q: 3 clusters Score -66378.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -66387.531250 Penalty: 3147.435547 Iteration 7Q: 3 clusters Score -66387.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -66390.578125 Penalty: 3147.435547 Iteration 8Q: 3 clusters Score -66390.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -66392.218750 Penalty: 3147.435547 Iteration 9Q: 3 clusters Score -66392.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -66400.414062 Penalty: 3147.435547 Iteration 10Q: 3 clusters Score -66400.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -66403.968750 Penalty: 3147.435547 Iteration 11Q: 3 clusters Score -66403.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -66410.742188 Penalty: 3147.435547 Iteration 12Q: 3 clusters Score -66410.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -66420.835938 Penalty: 3147.435547 Iteration 13Q: 3 clusters Score -66420.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -66429.601562 Penalty: 3147.435547 Iteration 14Q: 3 clusters Score -66429.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -66432.867188 Penalty: 3147.435547 Iteration 15Q: 3 clusters Score -66432.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -66436.085938 Penalty: 3147.435547 Iteration 16Q: 3 clusters Score -66436.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -66436.859375 Penalty: 3147.435547 Iteration 17Q: 3 clusters Score -66436.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -66436.859375 Penalty: 3147.435547 Iteration 18F: 3 clusters Score -66436.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (63951 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63951 members Entering Unmasked Estep Score: -8044464.500000 Penalty: 2744.336426 Iteration 0F: 2 clusters Score -8044464 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31825 members Mstep: Class 2 contains 32126 members Entering Unmasked Estep Score: -8001495.000000 Penalty: 5488.672852 Iteration 0F: 3 clusters Score -8001495 nChanged 29863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30376 members Mstep: Class 2 contains 33575 members Entering Unmasked Estep Score: -8018169.000000 Penalty: 5488.672852 Iteration 1F: 3 clusters Score -8018169 nChanged 2306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29496 members Mstep: Class 2 contains 34455 members Entering Unmasked Estep Score: -8018812.500000 Penalty: 5488.672852 Iteration 2Q: 3 clusters Score -8018812 nChanged 2336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28202 members Mstep: Class 2 contains 35749 members Entering Unmasked Estep Score: -8019579.000000 Penalty: 5488.672852 Iteration 3Q: 3 clusters Score -8019579 nChanged 2752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26248 members Mstep: Class 2 contains 37703 members Entering Unmasked Estep Score: -8020667.000000 Penalty: 5488.672852 Iteration 4Q: 3 clusters Score -8020667 nChanged 3423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23365 members Mstep: Class 2 contains 40586 members Entering Unmasked Estep Score: -8022484.500000 Penalty: 5488.672852 Iteration 5F: 3 clusters Score -8022484 nChanged 4432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19381 members Mstep: Class 2 contains 44570 members Entering Unmasked Estep Score: -8025510.000000 Penalty: 5488.672852 Iteration 6F: 3 clusters Score -8025510 nChanged 5153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14538 members Mstep: Class 2 contains 49413 members Entering Unmasked Estep Score: -8029809.000000 Penalty: 5488.672852 Iteration 7F: 3 clusters Score -8029809 nChanged 5081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9671 members Mstep: Class 2 contains 54280 members Entering Unmasked Estep Score: -8034550.500000 Penalty: 5488.672852 Iteration 8F: 3 clusters Score -8034550 nChanged 3771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6000 members Mstep: Class 2 contains 57951 members Entering Unmasked Estep Score: -8038267.500000 Penalty: 5488.672852 Iteration 9F: 3 clusters Score -8038268 nChanged 2222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 60093 members Entering Unmasked Estep Score: -8040545.000000 Penalty: 5488.672852 Iteration 10Q: 3 clusters Score -8040545 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 61047 members Entering Unmasked Estep Score: -8041691.000000 Penalty: 5488.672852 Iteration 11Q: 3 clusters Score -8041691 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 61505 members Entering Unmasked Estep Score: -8042221.000000 Penalty: 5488.672852 Iteration 12Q: 3 clusters Score -8042221 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 61747 members Entering Unmasked Estep Score: -8042430.000000 Penalty: 5488.672852 Iteration 13Q: 3 clusters Score -8042430 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 61906 members Entering Unmasked Estep Score: -8042518.500000 Penalty: 5488.672852 Iteration 14Q: 3 clusters Score -8042518 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 62012 members Entering Unmasked Estep Score: -8042591.000000 Penalty: 5488.672852 Iteration 15Q: 3 clusters Score -8042591 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 62084 members Entering Unmasked Estep Score: -8042628.500000 Penalty: 5488.672852 Iteration 16Q: 3 clusters Score -8042628 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 62142 members Entering Unmasked Estep Score: -8042645.500000 Penalty: 5488.672852 Iteration 17Q: 3 clusters Score -8042646 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 62179 members Entering Unmasked Estep Score: -8042663.000000 Penalty: 5488.672852 Iteration 18Q: 3 clusters Score -8042663 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 62213 members Entering Unmasked Estep Score: -8042685.500000 Penalty: 5488.672852 Iteration 19Q: 3 clusters Score -8042686 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 62249 members Entering Unmasked Estep Score: -8042687.000000 Penalty: 5488.672852 Iteration 20F: 3 clusters Score -8042687 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 62275 members Entering Unmasked Estep Score: -8042694.000000 Penalty: 5488.672852 Iteration 21Q: 3 clusters Score -8042694 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 62303 members Entering Unmasked Estep Score: -8042694.500000 Penalty: 5488.672852 Iteration 22Q: 3 clusters Score -8042694 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 62326 members Entering Unmasked Estep Score: -8042698.000000 Penalty: 5488.672852 Iteration 23Q: 3 clusters Score -8042698 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 62344 members Entering Unmasked Estep Score: -8042690.000000 Penalty: 5488.672852 Iteration 24Q: 3 clusters Score -8042690 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 62362 members Entering Unmasked Estep Score: -8042699.000000 Penalty: 5488.672852 Iteration 25Q: 3 clusters Score -8042699 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 62371 members Entering Unmasked Estep Score: -8042710.000000 Penalty: 5488.672852 Iteration 26Q: 3 clusters Score -8042710 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 62380 members Entering Unmasked Estep Score: -8042713.000000 Penalty: 5488.672852 Iteration 27Q: 3 clusters Score -8042713 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 62386 members Entering Unmasked Estep Score: -8042700.000000 Penalty: 5488.672852 Iteration 28Q: 3 clusters Score -8042700 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 62392 members Entering Unmasked Estep Score: -8042705.000000 Penalty: 5488.672852 Iteration 29Q: 3 clusters Score -8042705 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 62398 members Entering Unmasked Estep Score: -8042709.500000 Penalty: 5488.672852 Iteration 30Q: 3 clusters Score -8042710 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 62405 members Entering Unmasked Estep Score: -8042712.000000 Penalty: 5488.672852 Iteration 31Q: 3 clusters Score -8042712 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 62410 members Entering Unmasked Estep Score: -8042711.500000 Penalty: 5488.672852 Iteration 32Q: 3 clusters Score -8042712 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 62417 members Entering Unmasked Estep Score: -8042695.500000 Penalty: 5488.672852 Iteration 33Q: 3 clusters Score -8042696 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 62422 members Entering Unmasked Estep Score: -8042700.000000 Penalty: 5488.672852 Iteration 34Q: 3 clusters Score -8042700 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 62428 members Entering Unmasked Estep Score: -8042700.000000 Penalty: 5488.672852 Iteration 35Q: 3 clusters Score -8042700 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 62429 members Entering Unmasked Estep Score: -8042699.000000 Penalty: 5488.672852 Iteration 36Q: 3 clusters Score -8042699 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 62429 members Entering Unmasked Estep Score: -8042699.000000 Penalty: 5488.672852 Iteration 37F: 3 clusters Score -8042699 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (6277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6277 members Entering Unmasked Estep Score: -797653.062500 Penalty: 2168.672363 Iteration 0F: 2 clusters Score -797653.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -792352.500000 Penalty: 4337.344727 Iteration 0F: 3 clusters Score -792352.5 nChanged 2467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -793709.937500 Penalty: 4337.344727 Iteration 1F: 3 clusters Score -793709.9 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -793952.312500 Penalty: 4337.344727 Iteration 2F: 3 clusters Score -793952.3 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -794099.500000 Penalty: 4337.344727 Iteration 3F: 3 clusters Score -794099.5 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -794190.437500 Penalty: 4337.344727 Iteration 4Q: 3 clusters Score -794190.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -794264.500000 Penalty: 4337.344727 Iteration 5Q: 3 clusters Score -794264.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -794315.562500 Penalty: 4337.344727 Iteration 6Q: 3 clusters Score -794315.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -794349.875000 Penalty: 4337.344727 Iteration 7Q: 3 clusters Score -794349.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -794387.062500 Penalty: 4337.344727 Iteration 8Q: 3 clusters Score -794387.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -794422.250000 Penalty: 4337.344727 Iteration 9Q: 3 clusters Score -794422.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -794457.875000 Penalty: 4337.344727 Iteration 10Q: 3 clusters Score -794457.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -794494.125000 Penalty: 4337.344727 Iteration 11Q: 3 clusters Score -794494.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -794544.250000 Penalty: 4337.344727 Iteration 12Q: 3 clusters Score -794544.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -794615.812500 Penalty: 4337.344727 Iteration 13Q: 3 clusters Score -794615.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -794697.625000 Penalty: 4337.344727 Iteration 14Q: 3 clusters Score -794697.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -794769.875000 Penalty: 4337.344727 Iteration 15Q: 3 clusters Score -794769.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -794864.875000 Penalty: 4337.344727 Iteration 16Q: 3 clusters Score -794864.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -794986.562500 Penalty: 4337.344727 Iteration 17Q: 3 clusters Score -794986.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 4417 members Entering Unmasked Estep Score: -795146.875000 Penalty: 4337.344727 Iteration 18Q: 3 clusters Score -795146.9 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -795293.250000 Penalty: 4337.344727 Iteration 19Q: 3 clusters Score -795293.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -795424.500000 Penalty: 4337.344727 Iteration 20F: 3 clusters Score -795424.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -795525.750000 Penalty: 4337.344727 Iteration 21Q: 3 clusters Score -795525.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -795591.062500 Penalty: 4337.344727 Iteration 22Q: 3 clusters Score -795591.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 4633 members Entering Unmasked Estep Score: -795638.625000 Penalty: 4337.344727 Iteration 23Q: 3 clusters Score -795638.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -795678.312500 Penalty: 4337.344727 Iteration 24Q: 3 clusters Score -795678.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -795711.562500 Penalty: 4337.344727 Iteration 25Q: 3 clusters Score -795711.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -795732.375000 Penalty: 4337.344727 Iteration 26Q: 3 clusters Score -795732.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -795754.312500 Penalty: 4337.344727 Iteration 27Q: 3 clusters Score -795754.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -795771.562500 Penalty: 4337.344727 Iteration 28Q: 3 clusters Score -795771.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -795784.312500 Penalty: 4337.344727 Iteration 29Q: 3 clusters Score -795784.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -795798.062500 Penalty: 4337.344727 Iteration 30Q: 3 clusters Score -795798.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -795809.250000 Penalty: 4337.344727 Iteration 31Q: 3 clusters Score -795809.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -795819.187500 Penalty: 4337.344727 Iteration 32Q: 3 clusters Score -795819.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -795830.000000 Penalty: 4337.344727 Iteration 33Q: 3 clusters Score -795830 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -795841.125000 Penalty: 4337.344727 Iteration 34Q: 3 clusters Score -795841.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -795849.250000 Penalty: 4337.344727 Iteration 35Q: 3 clusters Score -795849.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -795853.812500 Penalty: 4337.344727 Iteration 36Q: 3 clusters Score -795853.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -795855.437500 Penalty: 4337.344727 Iteration 37Q: 3 clusters Score -795855.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -795857.125000 Penalty: 4337.344727 Iteration 38Q: 3 clusters Score -795857.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -795858.562500 Penalty: 4337.344727 Iteration 39Q: 3 clusters Score -795858.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -795860.750000 Penalty: 4337.344727 Iteration 40F: 3 clusters Score -795860.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -795860.812500 Penalty: 4337.344727 Iteration 41Q: 3 clusters Score -795860.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -795864.000000 Penalty: 4337.344727 Iteration 42Q: 3 clusters Score -795864 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -795865.500000 Penalty: 4337.344727 Iteration 43Q: 3 clusters Score -795865.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -795867.500000 Penalty: 4337.344727 Iteration 44Q: 3 clusters Score -795867.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -795870.562500 Penalty: 4337.344727 Iteration 45Q: 3 clusters Score -795870.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -795871.562500 Penalty: 4337.344727 Iteration 46Q: 3 clusters Score -795871.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -795871.562500 Penalty: 4337.344727 Iteration 47Q: 3 clusters Score -795871.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -795871.562500 Penalty: 4337.344727 Iteration 48F: 3 clusters Score -795871.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8188 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8188 members Entering Unmasked Estep Score: -1048486.000000 Penalty: 2234.585205 Iteration 0F: 2 clusters Score -1048486 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -1041900.875000 Penalty: 4469.170410 Iteration 0F: 3 clusters Score -1041901 nChanged 3350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -1043662.312500 Penalty: 4469.170410 Iteration 1F: 3 clusters Score -1043662 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -1043930.937500 Penalty: 4469.170410 Iteration 2F: 3 clusters Score -1043931 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -1044115.500000 Penalty: 4469.170410 Iteration 3F: 3 clusters Score -1044116 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -1044252.875000 Penalty: 4469.170410 Iteration 4Q: 3 clusters Score -1044253 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3939 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -1044330.625000 Penalty: 4469.170410 Iteration 5Q: 3 clusters Score -1044331 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -1044377.125000 Penalty: 4469.170410 Iteration 6Q: 3 clusters Score -1044377 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -1044417.000000 Penalty: 4469.170410 Iteration 7Q: 3 clusters Score -1044417 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -1044446.625000 Penalty: 4469.170410 Iteration 8Q: 3 clusters Score -1044447 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -1044473.062500 Penalty: 4469.170410 Iteration 9Q: 3 clusters Score -1044473 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -1044488.125000 Penalty: 4469.170410 Iteration 10Q: 3 clusters Score -1044488 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -1044503.375000 Penalty: 4469.170410 Iteration 11Q: 3 clusters Score -1044503 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -1044517.375000 Penalty: 4469.170410 Iteration 12Q: 3 clusters Score -1044517 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -1044531.062500 Penalty: 4469.170410 Iteration 13Q: 3 clusters Score -1044531 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -1044539.500000 Penalty: 4469.170410 Iteration 14Q: 3 clusters Score -1044540 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3817 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -1044548.562500 Penalty: 4469.170410 Iteration 15Q: 3 clusters Score -1044549 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -1044557.812500 Penalty: 4469.170410 Iteration 16Q: 3 clusters Score -1044558 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -1044566.250000 Penalty: 4469.170410 Iteration 17Q: 3 clusters Score -1044566 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -1044575.125000 Penalty: 4469.170410 Iteration 18Q: 3 clusters Score -1044575 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -1044582.187500 Penalty: 4469.170410 Iteration 19Q: 3 clusters Score -1044582 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -1044591.062500 Penalty: 4469.170410 Iteration 20F: 3 clusters Score -1044591 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -1044601.750000 Penalty: 4469.170410 Iteration 21Q: 3 clusters Score -1044602 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -1044609.750000 Penalty: 4469.170410 Iteration 22Q: 3 clusters Score -1044610 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -1044618.125000 Penalty: 4469.170410 Iteration 23Q: 3 clusters Score -1044618 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -1044631.625000 Penalty: 4469.170410 Iteration 24Q: 3 clusters Score -1044632 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -1044640.250000 Penalty: 4469.170410 Iteration 25Q: 3 clusters Score -1044640 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -1044655.250000 Penalty: 4469.170410 Iteration 26Q: 3 clusters Score -1044655 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 4528 members Entering Unmasked Estep Score: -1044662.750000 Penalty: 4469.170410 Iteration 27Q: 3 clusters Score -1044663 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -1044666.937500 Penalty: 4469.170410 Iteration 28Q: 3 clusters Score -1044667 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -1044673.312500 Penalty: 4469.170410 Iteration 29Q: 3 clusters Score -1044673 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 4569 members Entering Unmasked Estep Score: -1044678.937500 Penalty: 4469.170410 Iteration 30Q: 3 clusters Score -1044679 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -1044683.875000 Penalty: 4469.170410 Iteration 31Q: 3 clusters Score -1044684 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -1044691.187500 Penalty: 4469.170410 Iteration 32Q: 3 clusters Score -1044691 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 4632 members Entering Unmasked Estep Score: -1044700.062500 Penalty: 4469.170410 Iteration 33Q: 3 clusters Score -1044700 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -1044709.750000 Penalty: 4469.170410 Iteration 34Q: 3 clusters Score -1044710 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 4685 members Entering Unmasked Estep Score: -1044715.687500 Penalty: 4469.170410 Iteration 35Q: 3 clusters Score -1044716 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -1044719.937500 Penalty: 4469.170410 Iteration 36Q: 3 clusters Score -1044720 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -1044726.125000 Penalty: 4469.170410 Iteration 37Q: 3 clusters Score -1044726 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -1044734.937500 Penalty: 4469.170410 Iteration 38Q: 3 clusters Score -1044735 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 4786 members Entering Unmasked Estep Score: -1044746.312500 Penalty: 4469.170410 Iteration 39Q: 3 clusters Score -1044746 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -1044756.062500 Penalty: 4469.170410 Iteration 40F: 3 clusters Score -1044756 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -1044763.875000 Penalty: 4469.170410 Iteration 41Q: 3 clusters Score -1044764 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 4888 members Entering Unmasked Estep Score: -1044775.250000 Penalty: 4469.170410 Iteration 42Q: 3 clusters Score -1044775 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -1044789.875000 Penalty: 4469.170410 Iteration 43Q: 3 clusters Score -1044790 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -1044818.375000 Penalty: 4469.170410 Iteration 44Q: 3 clusters Score -1044818 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 5074 members Entering Unmasked Estep Score: -1044839.750000 Penalty: 4469.170410 Iteration 45Q: 3 clusters Score -1044840 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 5148 members Entering Unmasked Estep Score: -1044868.375000 Penalty: 4469.170410 Iteration 46Q: 3 clusters Score -1044868 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 5249 members Entering Unmasked Estep Score: -1044917.625000 Penalty: 4469.170410 Iteration 47Q: 3 clusters Score -1044918 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 5361 members Entering Unmasked Estep Score: -1044964.000000 Penalty: 4469.170410 Iteration 48Q: 3 clusters Score -1044964 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 5472 members Entering Unmasked Estep Score: -1045016.312500 Penalty: 4469.170410 Iteration 49Q: 3 clusters Score -1045016 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 5600 members Entering Unmasked Estep Score: -1045076.375000 Penalty: 4469.170410 Iteration 50Q: 3 clusters Score -1045076 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -1045139.875000 Penalty: 4469.170410 Iteration 51Q: 3 clusters Score -1045140 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -1045217.187500 Penalty: 4469.170410 Iteration 52Q: 3 clusters Score -1045217 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 6034 members Entering Unmasked Estep Score: -1045309.437500 Penalty: 4469.170410 Iteration 53Q: 3 clusters Score -1045309 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 6221 members Entering Unmasked Estep Score: -1045418.625000 Penalty: 4469.170410 Iteration 54Q: 3 clusters Score -1045419 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 6407 members Entering Unmasked Estep Score: -1045540.375000 Penalty: 4469.170410 Iteration 55Q: 3 clusters Score -1045540 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 6598 members Entering Unmasked Estep Score: -1045657.937500 Penalty: 4469.170410 Iteration 56Q: 3 clusters Score -1045658 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 6768 members Entering Unmasked Estep Score: -1045769.250000 Penalty: 4469.170410 Iteration 57Q: 3 clusters Score -1045769 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 6917 members Entering Unmasked Estep Score: -1045861.375000 Penalty: 4469.170410 Iteration 58Q: 3 clusters Score -1045861 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 7050 members Entering Unmasked Estep Score: -1045943.812500 Penalty: 4469.170410 Iteration 59Q: 3 clusters Score -1045944 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 7169 members Entering Unmasked Estep Score: -1046024.437500 Penalty: 4469.170410 Iteration 60F: 3 clusters Score -1046024 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 7293 members Entering Unmasked Estep Score: -1046112.250000 Penalty: 4469.170410 Iteration 61Q: 3 clusters Score -1046112 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 7391 members Entering Unmasked Estep Score: -1046190.625000 Penalty: 4469.170410 Iteration 62Q: 3 clusters Score -1046191 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 7465 members Entering Unmasked Estep Score: -1046243.625000 Penalty: 4469.170410 Iteration 63Q: 3 clusters Score -1046244 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 7521 members Entering Unmasked Estep Score: -1046283.875000 Penalty: 4469.170410 Iteration 64Q: 3 clusters Score -1046284 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 7559 members Entering Unmasked Estep Score: -1046318.562500 Penalty: 4469.170410 Iteration 65Q: 3 clusters Score -1046319 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 7599 members Entering Unmasked Estep Score: -1046350.375000 Penalty: 4469.170410 Iteration 66Q: 3 clusters Score -1046350 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 7626 members Entering Unmasked Estep Score: -1046377.875000 Penalty: 4469.170410 Iteration 67Q: 3 clusters Score -1046378 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 7647 members Entering Unmasked Estep Score: -1046397.687500 Penalty: 4469.170410 Iteration 68Q: 3 clusters Score -1046398 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 7672 members Entering Unmasked Estep Score: -1046429.812500 Penalty: 4469.170410 Iteration 69Q: 3 clusters Score -1046430 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 7698 members Entering Unmasked Estep Score: -1046460.437500 Penalty: 4469.170410 Iteration 70Q: 3 clusters Score -1046460 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 7713 members Entering Unmasked Estep Score: -1046477.187500 Penalty: 4469.170410 Iteration 71Q: 3 clusters Score -1046477 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 7732 members Entering Unmasked Estep Score: -1046495.687500 Penalty: 4469.170410 Iteration 72Q: 3 clusters Score -1046496 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 7748 members Entering Unmasked Estep Score: -1046509.125000 Penalty: 4469.170410 Iteration 73Q: 3 clusters Score -1046509 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 7768 members Entering Unmasked Estep Score: -1046527.125000 Penalty: 4469.170410 Iteration 74Q: 3 clusters Score -1046527 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 7781 members Entering Unmasked Estep Score: -1046541.062500 Penalty: 4469.170410 Iteration 75Q: 3 clusters Score -1046541 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 7793 members Entering Unmasked Estep Score: -1046555.125000 Penalty: 4469.170410 Iteration 76Q: 3 clusters Score -1046555 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 7802 members Entering Unmasked Estep Score: -1046566.875000 Penalty: 4469.170410 Iteration 77Q: 3 clusters Score -1046567 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 7811 members Entering Unmasked Estep Score: -1046576.500000 Penalty: 4469.170410 Iteration 78Q: 3 clusters Score -1046576 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 7816 members Entering Unmasked Estep Score: -1046581.687500 Penalty: 4469.170410 Iteration 79Q: 3 clusters Score -1046582 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 7818 members Entering Unmasked Estep Score: -1046584.062500 Penalty: 4469.170410 Iteration 80F: 3 clusters Score -1046584 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 7821 members Entering Unmasked Estep Score: -1046591.375000 Penalty: 4469.170410 Iteration 81Q: 3 clusters Score -1046591 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 7823 members Entering Unmasked Estep Score: -1046592.312500 Penalty: 4469.170410 Iteration 82Q: 3 clusters Score -1046592 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 7823 members Entering Unmasked Estep Score: -1046592.312500 Penalty: 4469.170410 Iteration 83F: 3 clusters Score -1046592 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (8243 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8243 members Entering Unmasked Estep Score: -1059825.000000 Penalty: 2236.245605 Iteration 0F: 2 clusters Score -1059825 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -1053284.125000 Penalty: 4472.491211 Iteration 0F: 3 clusters Score -1053284 nChanged 3328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -1055026.625000 Penalty: 4472.491211 Iteration 1F: 3 clusters Score -1055027 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -1055260.625000 Penalty: 4472.491211 Iteration 2F: 3 clusters Score -1055261 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -1055411.000000 Penalty: 4472.491211 Iteration 3Q: 3 clusters Score -1055411 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -1055511.875000 Penalty: 4472.491211 Iteration 4Q: 3 clusters Score -1055512 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -1055588.625000 Penalty: 4472.491211 Iteration 5Q: 3 clusters Score -1055589 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -1055671.125000 Penalty: 4472.491211 Iteration 6Q: 3 clusters Score -1055671 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -1055734.875000 Penalty: 4472.491211 Iteration 7Q: 3 clusters Score -1055735 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -1055798.000000 Penalty: 4472.491211 Iteration 8Q: 3 clusters Score -1055798 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -1055852.875000 Penalty: 4472.491211 Iteration 9Q: 3 clusters Score -1055853 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -1055906.750000 Penalty: 4472.491211 Iteration 10Q: 3 clusters Score -1055907 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -1055959.750000 Penalty: 4472.491211 Iteration 11Q: 3 clusters Score -1055960 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -1056005.625000 Penalty: 4472.491211 Iteration 12Q: 3 clusters Score -1056006 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 4966 members Entering Unmasked Estep Score: -1056055.875000 Penalty: 4472.491211 Iteration 13Q: 3 clusters Score -1056056 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 5072 members Entering Unmasked Estep Score: -1056107.500000 Penalty: 4472.491211 Iteration 14Q: 3 clusters Score -1056108 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 5197 members Entering Unmasked Estep Score: -1056168.125000 Penalty: 4472.491211 Iteration 15Q: 3 clusters Score -1056168 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 5354 members Entering Unmasked Estep Score: -1056243.750000 Penalty: 4472.491211 Iteration 16Q: 3 clusters Score -1056244 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -1056347.750000 Penalty: 4472.491211 Iteration 17Q: 3 clusters Score -1056348 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 5762 members Entering Unmasked Estep Score: -1056470.500000 Penalty: 4472.491211 Iteration 18Q: 3 clusters Score -1056470 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 5999 members Entering Unmasked Estep Score: -1056613.625000 Penalty: 4472.491211 Iteration 19Q: 3 clusters Score -1056614 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 6242 members Entering Unmasked Estep Score: -1056776.625000 Penalty: 4472.491211 Iteration 20F: 3 clusters Score -1056777 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 6485 members Entering Unmasked Estep Score: -1056938.625000 Penalty: 4472.491211 Iteration 21Q: 3 clusters Score -1056939 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 6713 members Entering Unmasked Estep Score: -1057096.375000 Penalty: 4472.491211 Iteration 22Q: 3 clusters Score -1057096 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -1057244.500000 Penalty: 4472.491211 Iteration 23Q: 3 clusters Score -1057244 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 7095 members Entering Unmasked Estep Score: -1057396.375000 Penalty: 4472.491211 Iteration 24Q: 3 clusters Score -1057396 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 7233 members Entering Unmasked Estep Score: -1057511.250000 Penalty: 4472.491211 Iteration 25Q: 3 clusters Score -1057511 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 7338 members Entering Unmasked Estep Score: -1057590.250000 Penalty: 4472.491211 Iteration 26Q: 3 clusters Score -1057590 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 7423 members Entering Unmasked Estep Score: -1057649.750000 Penalty: 4472.491211 Iteration 27Q: 3 clusters Score -1057650 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 7477 members Entering Unmasked Estep Score: -1057691.375000 Penalty: 4472.491211 Iteration 28Q: 3 clusters Score -1057691 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 7531 members Entering Unmasked Estep Score: -1057724.875000 Penalty: 4472.491211 Iteration 29Q: 3 clusters Score -1057725 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 7560 members Entering Unmasked Estep Score: -1057745.500000 Penalty: 4472.491211 Iteration 30Q: 3 clusters Score -1057746 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 7587 members Entering Unmasked Estep Score: -1057768.500000 Penalty: 4472.491211 Iteration 31Q: 3 clusters Score -1057768 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -1057786.875000 Penalty: 4472.491211 Iteration 32Q: 3 clusters Score -1057787 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 7635 members Entering Unmasked Estep Score: -1057804.875000 Penalty: 4472.491211 Iteration 33Q: 3 clusters Score -1057805 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 7661 members Entering Unmasked Estep Score: -1057827.500000 Penalty: 4472.491211 Iteration 34Q: 3 clusters Score -1057828 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 7682 members Entering Unmasked Estep Score: -1057841.875000 Penalty: 4472.491211 Iteration 35Q: 3 clusters Score -1057842 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 7703 members Entering Unmasked Estep Score: -1057865.875000 Penalty: 4472.491211 Iteration 36Q: 3 clusters Score -1057866 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 7718 members Entering Unmasked Estep Score: -1057878.750000 Penalty: 4472.491211 Iteration 37Q: 3 clusters Score -1057879 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 7733 members Entering Unmasked Estep Score: -1057888.750000 Penalty: 4472.491211 Iteration 38Q: 3 clusters Score -1057889 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 7744 members Entering Unmasked Estep Score: -1057894.875000 Penalty: 4472.491211 Iteration 39Q: 3 clusters Score -1057895 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 7747 members Entering Unmasked Estep Score: -1057897.375000 Penalty: 4472.491211 Iteration 40F: 3 clusters Score -1057897 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 7752 members Entering Unmasked Estep Score: -1057903.500000 Penalty: 4472.491211 Iteration 41Q: 3 clusters Score -1057904 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 7758 members Entering Unmasked Estep Score: -1057907.875000 Penalty: 4472.491211 Iteration 42Q: 3 clusters Score -1057908 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 7763 members Entering Unmasked Estep Score: -1057911.750000 Penalty: 4472.491211 Iteration 43Q: 3 clusters Score -1057912 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 7766 members Entering Unmasked Estep Score: -1057912.250000 Penalty: 4472.491211 Iteration 44Q: 3 clusters Score -1057912 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 7767 members Entering Unmasked Estep Score: -1057911.250000 Penalty: 4472.491211 Iteration 45Q: 3 clusters Score -1057911 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 7770 members Entering Unmasked Estep Score: -1057914.125000 Penalty: 4472.491211 Iteration 46Q: 3 clusters Score -1057914 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 7773 members Entering Unmasked Estep Score: -1057916.000000 Penalty: 4472.491211 Iteration 47Q: 3 clusters Score -1057916 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 7777 members Entering Unmasked Estep Score: -1057917.250000 Penalty: 4472.491211 Iteration 48Q: 3 clusters Score -1057917 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 7779 members Entering Unmasked Estep Score: -1057918.625000 Penalty: 4472.491211 Iteration 49Q: 3 clusters Score -1057919 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 7780 members Entering Unmasked Estep Score: -1057919.125000 Penalty: 4472.491211 Iteration 50Q: 3 clusters Score -1057919 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 7780 members Entering Unmasked Estep Score: -1057919.125000 Penalty: 4472.491211 Iteration 51F: 3 clusters Score -1057919 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2740 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Entering Unmasked Estep Score: -330124.718750 Penalty: 1963.096924 Iteration 0F: 2 clusters Score -330124.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -327049.312500 Penalty: 3926.193848 Iteration 0F: 3 clusters Score -327049.3 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -327672.218750 Penalty: 3926.193848 Iteration 1F: 3 clusters Score -327672.2 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -327864.062500 Penalty: 3926.193848 Iteration 2F: 3 clusters Score -327864.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -328012.000000 Penalty: 3926.193848 Iteration 3F: 3 clusters Score -328012 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -328154.937500 Penalty: 3926.193848 Iteration 4Q: 3 clusters Score -328154.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -328273.250000 Penalty: 3926.193848 Iteration 5Q: 3 clusters Score -328273.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -328367.250000 Penalty: 3926.193848 Iteration 6Q: 3 clusters Score -328367.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -328441.750000 Penalty: 3926.193848 Iteration 7Q: 3 clusters Score -328441.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -328517.000000 Penalty: 3926.193848 Iteration 8Q: 3 clusters Score -328517 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -328564.906250 Penalty: 3926.193848 Iteration 9Q: 3 clusters Score -328564.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -328590.031250 Penalty: 3926.193848 Iteration 10Q: 3 clusters Score -328590 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -328618.906250 Penalty: 3926.193848 Iteration 11Q: 3 clusters Score -328618.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -328651.750000 Penalty: 3926.193848 Iteration 12Q: 3 clusters Score -328651.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -328676.375000 Penalty: 3926.193848 Iteration 13Q: 3 clusters Score -328676.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -328694.093750 Penalty: 3926.193848 Iteration 14Q: 3 clusters Score -328694.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -328705.562500 Penalty: 3926.193848 Iteration 15Q: 3 clusters Score -328705.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -328713.343750 Penalty: 3926.193848 Iteration 16Q: 3 clusters Score -328713.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -328717.875000 Penalty: 3926.193848 Iteration 17Q: 3 clusters Score -328717.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -328720.843750 Penalty: 3926.193848 Iteration 18Q: 3 clusters Score -328720.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -328723.906250 Penalty: 3926.193848 Iteration 19Q: 3 clusters Score -328723.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -328726.843750 Penalty: 3926.193848 Iteration 20F: 3 clusters Score -328726.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -328730.750000 Penalty: 3926.193848 Iteration 21Q: 3 clusters Score -328730.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -328733.437500 Penalty: 3926.193848 Iteration 22Q: 3 clusters Score -328733.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -328734.062500 Penalty: 3926.193848 Iteration 23Q: 3 clusters Score -328734.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -328738.312500 Penalty: 3926.193848 Iteration 24Q: 3 clusters Score -328738.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -328740.031250 Penalty: 3926.193848 Iteration 25Q: 3 clusters Score -328740 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -328741.125000 Penalty: 3926.193848 Iteration 26Q: 3 clusters Score -328741.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -328741.625000 Penalty: 3926.193848 Iteration 27Q: 3 clusters Score -328741.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -328741.625000 Penalty: 3926.193848 Iteration 28F: 3 clusters Score -328741.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (172 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Entering Unmasked Estep Score: -15861.265625 Penalty: 1276.578613 Iteration 0F: 2 clusters Score -15861.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -14848.037109 Penalty: 2553.157227 Iteration 0F: 3 clusters Score -14848.04 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -14893.023438 Penalty: 2553.157227 Iteration 1Q: 3 clusters Score -14893.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -14913.711914 Penalty: 2553.157227 Iteration 2Q: 3 clusters Score -14913.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -14913.711914 Penalty: 2553.157227 Iteration 3F: 3 clusters Score -14913.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (8989 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8989 members Entering Unmasked Estep Score: -1147632.125000 Penalty: 2257.731689 Iteration 0F: 2 clusters Score -1147632 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -1140595.375000 Penalty: 4515.463379 Iteration 0F: 3 clusters Score -1140595 nChanged 3660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -1142636.375000 Penalty: 4515.463379 Iteration 1F: 3 clusters Score -1142636 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -1142928.000000 Penalty: 4515.463379 Iteration 2F: 3 clusters Score -1142928 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4679 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -1143084.875000 Penalty: 4515.463379 Iteration 3Q: 3 clusters Score -1143085 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 4225 members Entering Unmasked Estep Score: -1143194.250000 Penalty: 4515.463379 Iteration 4Q: 3 clusters Score -1143194 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4863 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -1143277.625000 Penalty: 4515.463379 Iteration 5Q: 3 clusters Score -1143278 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -1143355.750000 Penalty: 4515.463379 Iteration 6Q: 3 clusters Score -1143356 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5143 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -1143430.125000 Penalty: 4515.463379 Iteration 7Q: 3 clusters Score -1143430 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5292 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -1143509.375000 Penalty: 4515.463379 Iteration 8Q: 3 clusters Score -1143509 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5466 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -1143593.875000 Penalty: 4515.463379 Iteration 9Q: 3 clusters Score -1143594 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5654 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -1143676.500000 Penalty: 4515.463379 Iteration 10Q: 3 clusters Score -1143676 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5889 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -1143790.375000 Penalty: 4515.463379 Iteration 11Q: 3 clusters Score -1143790 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6180 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -1143956.250000 Penalty: 4515.463379 Iteration 12Q: 3 clusters Score -1143956 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -1144218.750000 Penalty: 4515.463379 Iteration 13Q: 3 clusters Score -1144219 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6931 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -1144599.375000 Penalty: 4515.463379 Iteration 14Q: 3 clusters Score -1144599 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7350 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -1145108.375000 Penalty: 4515.463379 Iteration 15F: 3 clusters Score -1145108 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7705 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -1145655.875000 Penalty: 4515.463379 Iteration 16F: 3 clusters Score -1145656 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7961 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -1146077.125000 Penalty: 4515.463379 Iteration 17Q: 3 clusters Score -1146077 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8111 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -1146324.250000 Penalty: 4515.463379 Iteration 18Q: 3 clusters Score -1146324 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8178 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -1146444.875000 Penalty: 4515.463379 Iteration 19Q: 3 clusters Score -1146445 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8213 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -1146500.625000 Penalty: 4515.463379 Iteration 20F: 3 clusters Score -1146501 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8226 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -1146523.625000 Penalty: 4515.463379 Iteration 21Q: 3 clusters Score -1146524 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8234 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -1146537.500000 Penalty: 4515.463379 Iteration 22Q: 3 clusters Score -1146538 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8235 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -1146546.125000 Penalty: 4515.463379 Iteration 23Q: 3 clusters Score -1146546 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8238 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -1146550.875000 Penalty: 4515.463379 Iteration 24Q: 3 clusters Score -1146551 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8242 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -1146558.750000 Penalty: 4515.463379 Iteration 25Q: 3 clusters Score -1146559 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8245 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -1146562.375000 Penalty: 4515.463379 Iteration 26Q: 3 clusters Score -1146562 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8248 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -1146565.625000 Penalty: 4515.463379 Iteration 27Q: 3 clusters Score -1146566 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8246 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -1146568.375000 Penalty: 4515.463379 Iteration 28Q: 3 clusters Score -1146568 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8247 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -1146569.625000 Penalty: 4515.463379 Iteration 29Q: 3 clusters Score -1146570 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8248 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -1146569.500000 Penalty: 4515.463379 Iteration 30Q: 3 clusters Score -1146570 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8249 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -1146569.250000 Penalty: 4515.463379 Iteration 31Q: 3 clusters Score -1146569 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8248 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -1146569.875000 Penalty: 4515.463379 Iteration 32Q: 3 clusters Score -1146570 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8248 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -1146569.750000 Penalty: 4515.463379 Iteration 33Q: 3 clusters Score -1146570 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8249 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -1146572.000000 Penalty: 4515.463379 Iteration 34Q: 3 clusters Score -1146572 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8250 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -1146572.750000 Penalty: 4515.463379 Iteration 35Q: 3 clusters Score -1146573 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8250 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -1146572.750000 Penalty: 4515.463379 Iteration 36F: 3 clusters Score -1146573 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (736 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Entering Unmasked Estep Score: -75971.335938 Penalty: 1637.105103 Iteration 0F: 2 clusters Score -75971.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -74417.328125 Penalty: 3274.210205 Iteration 0F: 3 clusters Score -74417.33 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -74871.351562 Penalty: 3274.210205 Iteration 1F: 3 clusters Score -74871.35 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -75085.070312 Penalty: 3274.210205 Iteration 2F: 3 clusters Score -75085.07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -75206.132812 Penalty: 3274.210205 Iteration 3F: 3 clusters Score -75206.13 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -75302.796875 Penalty: 3274.210205 Iteration 4Q: 3 clusters Score -75302.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -75383.171875 Penalty: 3274.210205 Iteration 5Q: 3 clusters Score -75383.17 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -75424.296875 Penalty: 3274.210205 Iteration 6Q: 3 clusters Score -75424.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -75466.945312 Penalty: 3274.210205 Iteration 7Q: 3 clusters Score -75466.95 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -75496.507812 Penalty: 3274.210205 Iteration 8Q: 3 clusters Score -75496.51 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -75531.406250 Penalty: 3274.210205 Iteration 9Q: 3 clusters Score -75531.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -75582.437500 Penalty: 3274.210205 Iteration 10Q: 3 clusters Score -75582.44 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -75650.945312 Penalty: 3274.210205 Iteration 11Q: 3 clusters Score -75650.95 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -75708.835938 Penalty: 3274.210205 Iteration 12Q: 3 clusters Score -75708.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -75739.843750 Penalty: 3274.210205 Iteration 13Q: 3 clusters Score -75739.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -75761.382812 Penalty: 3274.210205 Iteration 14Q: 3 clusters Score -75761.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -75769.882812 Penalty: 3274.210205 Iteration 15Q: 3 clusters Score -75769.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -75774.890625 Penalty: 3274.210205 Iteration 16Q: 3 clusters Score -75774.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -75777.945312 Penalty: 3274.210205 Iteration 17Q: 3 clusters Score -75777.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -75777.945312 Penalty: 3274.210205 Iteration 18F: 3 clusters Score -75777.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (460 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Entering Unmasked Estep Score: -49971.277344 Penalty: 1520.544189 Iteration 0F: 2 clusters Score -49971.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -48519.898438 Penalty: 3041.088379 Iteration 0F: 3 clusters Score -48519.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -48733.800781 Penalty: 3041.088379 Iteration 1F: 3 clusters Score -48733.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -48807.417969 Penalty: 3041.088379 Iteration 2Q: 3 clusters Score -48807.42 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -48878.664062 Penalty: 3041.088379 Iteration 3Q: 3 clusters Score -48878.66 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -48933.914062 Penalty: 3041.088379 Iteration 4Q: 3 clusters Score -48933.91 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -49005.402344 Penalty: 3041.088379 Iteration 5Q: 3 clusters Score -49005.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -49080.082031 Penalty: 3041.088379 Iteration 6Q: 3 clusters Score -49080.08 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -49190.792969 Penalty: 3041.088379 Iteration 7Q: 3 clusters Score -49190.79 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -49256.207031 Penalty: 3041.088379 Iteration 8Q: 3 clusters Score -49256.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -49321.250000 Penalty: 3041.088379 Iteration 9Q: 3 clusters Score -49321.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -49351.902344 Penalty: 3041.088379 Iteration 10Q: 3 clusters Score -49351.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -49353.757812 Penalty: 3041.088379 Iteration 11Q: 3 clusters Score -49353.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -49356.261719 Penalty: 3041.088379 Iteration 12Q: 3 clusters Score -49356.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -49356.261719 Penalty: 3041.088379 Iteration 13F: 3 clusters Score -49356.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3483 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Entering Unmasked Estep Score: -433163.468750 Penalty: 2022.600952 Iteration 0F: 2 clusters Score -433163.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -429619.156250 Penalty: 4045.201904 Iteration 0F: 3 clusters Score -429619.2 nChanged 1237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -430359.468750 Penalty: 4045.201904 Iteration 1F: 3 clusters Score -430359.5 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -430590.500000 Penalty: 4045.201904 Iteration 2F: 3 clusters Score -430590.5 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -430758.968750 Penalty: 4045.201904 Iteration 3F: 3 clusters Score -430759 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -430895.000000 Penalty: 4045.201904 Iteration 4Q: 3 clusters Score -430895 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -431069.312500 Penalty: 4045.201904 Iteration 5Q: 3 clusters Score -431069.3 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -431240.937500 Penalty: 4045.201904 Iteration 6Q: 3 clusters Score -431240.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -431421.406250 Penalty: 4045.201904 Iteration 7Q: 3 clusters Score -431421.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -431587.468750 Penalty: 4045.201904 Iteration 8Q: 3 clusters Score -431587.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -431718.031250 Penalty: 4045.201904 Iteration 9Q: 3 clusters Score -431718 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -431824.125000 Penalty: 4045.201904 Iteration 10Q: 3 clusters Score -431824.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -431895.531250 Penalty: 4045.201904 Iteration 11Q: 3 clusters Score -431895.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -431943.281250 Penalty: 4045.201904 Iteration 12Q: 3 clusters Score -431943.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -431982.562500 Penalty: 4045.201904 Iteration 13Q: 3 clusters Score -431982.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -432008.093750 Penalty: 4045.201904 Iteration 14Q: 3 clusters Score -432008.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -432028.500000 Penalty: 4045.201904 Iteration 15Q: 3 clusters Score -432028.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -432044.343750 Penalty: 4045.201904 Iteration 16Q: 3 clusters Score -432044.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -432050.656250 Penalty: 4045.201904 Iteration 17Q: 3 clusters Score -432050.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -432055.343750 Penalty: 4045.201904 Iteration 18Q: 3 clusters Score -432055.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -432061.281250 Penalty: 4045.201904 Iteration 19Q: 3 clusters Score -432061.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -432063.968750 Penalty: 4045.201904 Iteration 20F: 3 clusters Score -432064 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -432065.687500 Penalty: 4045.201904 Iteration 21Q: 3 clusters Score -432065.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -432067.781250 Penalty: 4045.201904 Iteration 22Q: 3 clusters Score -432067.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -432070.500000 Penalty: 4045.201904 Iteration 23Q: 3 clusters Score -432070.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -432073.093750 Penalty: 4045.201904 Iteration 24Q: 3 clusters Score -432073.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -432078.250000 Penalty: 4045.201904 Iteration 25Q: 3 clusters Score -432078.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -432083.250000 Penalty: 4045.201904 Iteration 26Q: 3 clusters Score -432083.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -432083.468750 Penalty: 4045.201904 Iteration 27Q: 3 clusters Score -432083.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -432083.468750 Penalty: 4045.201904 Iteration 28F: 3 clusters Score -432083.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 50969 members Mstep: Class 2 contains 241792 members Mstep: Class 3 contains 2744 members Mstep: Class 4 contains 805 members Mstep: Class 5 contains 28684 members Mstep: Class 6 contains 6961 members Mstep: Class 7 contains 424 members Mstep: Class 8 contains 646 members Mstep: Class 9 contains 205 members Mstep: Class 10 contains 2411 members Mstep: Class 11 contains 9121 members Mstep: Class 12 contains 570 members Mstep: Class 13 contains 63951 members Mstep: Class 14 contains 6277 members Mstep: Class 15 contains 8188 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 2740 members Mstep: Class 18 contains 172 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 736 members Mstep: Class 21 contains 460 members Mstep: Class 22 contains 3483 members Entering Unmasked Estep ConsiderDeletion Score: -55446620.000000 Penalty: 74233.218750 Iteration 133F: 24 clusters Score -5.544662e+07 nChanged 0 Entering ConstructFrom: Score: -55446620.000000 Penalty: 74233.218750 Entering ConstructFrom: Trying to split cluster 1 (50969 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50969 members Entering Unmasked Estep Score: -6516157.000000 Penalty: 2688.065430 Iteration 0F: 2 clusters Score -6516157 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25566 members Mstep: Class 2 contains 25403 members Entering Unmasked Estep Score: -6481880.500000 Penalty: 5376.130859 Iteration 0F: 3 clusters Score -6481880 nChanged 23604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26474 members Mstep: Class 2 contains 24495 members Entering Unmasked Estep Score: -6494737.500000 Penalty: 5376.130859 Iteration 1F: 3 clusters Score -6494738 nChanged 1992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26998 members Mstep: Class 2 contains 23971 members Entering Unmasked Estep Score: -6495296.500000 Penalty: 5376.130859 Iteration 2Q: 3 clusters Score -6495296 nChanged 1897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27761 members Mstep: Class 2 contains 23208 members Entering Unmasked Estep Score: -6495841.000000 Penalty: 5376.130859 Iteration 3Q: 3 clusters Score -6495841 nChanged 1818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28821 members Mstep: Class 2 contains 22148 members Entering Unmasked Estep Score: -6496437.500000 Penalty: 5376.130859 Iteration 4Q: 3 clusters Score -6496438 nChanged 1997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30336 members Mstep: Class 2 contains 20633 members Entering Unmasked Estep Score: -6497238.500000 Penalty: 5376.130859 Iteration 5Q: 3 clusters Score -6497238 nChanged 2333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32409 members Mstep: Class 2 contains 18560 members Entering Unmasked Estep Score: -6498341.000000 Penalty: 5376.130859 Iteration 6Q: 3 clusters Score -6498341 nChanged 2905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35188 members Mstep: Class 2 contains 15781 members Entering Unmasked Estep Score: -6500071.000000 Penalty: 5376.130859 Iteration 7F: 3 clusters Score -6500071 nChanged 3608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38758 members Mstep: Class 2 contains 12211 members Entering Unmasked Estep Score: -6502724.500000 Penalty: 5376.130859 Iteration 8F: 3 clusters Score -6502724 nChanged 4009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42757 members Mstep: Class 2 contains 8212 members Entering Unmasked Estep Score: -6506236.500000 Penalty: 5376.130859 Iteration 9F: 3 clusters Score -6506236 nChanged 3620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46373 members Mstep: Class 2 contains 4596 members Entering Unmasked Estep Score: -6509734.500000 Penalty: 5376.130859 Iteration 10F: 3 clusters Score -6509734 nChanged 2386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48753 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -6511932.500000 Penalty: 5376.130859 Iteration 11Q: 3 clusters Score -6511932 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49925 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -6513012.500000 Penalty: 5376.130859 Iteration 12Q: 3 clusters Score -6513012 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50367 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -6513467.500000 Penalty: 5376.130859 Iteration 13Q: 3 clusters Score -6513468 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50543 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -6513679.000000 Penalty: 5376.130859 Iteration 14Q: 3 clusters Score -6513679 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50617 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -6513773.000000 Penalty: 5376.130859 Iteration 15Q: 3 clusters Score -6513773 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50644 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -6513814.500000 Penalty: 5376.130859 Iteration 16Q: 3 clusters Score -6513814 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50659 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -6513853.500000 Penalty: 5376.130859 Iteration 17Q: 3 clusters Score -6513854 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50670 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -6513862.500000 Penalty: 5376.130859 Iteration 18Q: 3 clusters Score -6513862 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50676 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -6513872.500000 Penalty: 5376.130859 Iteration 19Q: 3 clusters Score -6513872 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50679 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -6513880.500000 Penalty: 5376.130859 Iteration 20F: 3 clusters Score -6513880 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50683 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -6513885.500000 Penalty: 5376.130859 Iteration 21Q: 3 clusters Score -6513886 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50687 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -6513892.500000 Penalty: 5376.130859 Iteration 22Q: 3 clusters Score -6513892 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50692 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -6513888.500000 Penalty: 5376.130859 Iteration 23Q: 3 clusters Score -6513888 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50695 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -6513894.000000 Penalty: 5376.130859 Iteration 24Q: 3 clusters Score -6513894 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50699 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -6513900.000000 Penalty: 5376.130859 Iteration 25Q: 3 clusters Score -6513900 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50705 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -6513911.500000 Penalty: 5376.130859 Iteration 26Q: 3 clusters Score -6513912 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50706 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -6513914.500000 Penalty: 5376.130859 Iteration 27Q: 3 clusters Score -6513914 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50709 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -6513919.000000 Penalty: 5376.130859 Iteration 28Q: 3 clusters Score -6513919 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50710 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -6513924.500000 Penalty: 5376.130859 Iteration 29Q: 3 clusters Score -6513924 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50711 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -6513924.500000 Penalty: 5376.130859 Iteration 30Q: 3 clusters Score -6513924 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50711 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -6513924.500000 Penalty: 5376.130859 Iteration 31F: 3 clusters Score -6513924 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (241792 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241792 members Entering Unmasked Estep Score: -30176708.000000 Penalty: 3074.166504 Iteration 0F: 2 clusters Score -3.017671e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121057 members Mstep: Class 2 contains 120735 members Entering Unmasked Estep Score: -30021688.000000 Penalty: 6148.333008 Iteration 0F: 3 clusters Score -3.002169e+07 nChanged 116498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124117 members Mstep: Class 2 contains 117675 members Entering Unmasked Estep Score: -30090934.000000 Penalty: 6148.333008 Iteration 1F: 3 clusters Score -3.009093e+07 nChanged 7840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125643 members Mstep: Class 2 contains 116149 members Entering Unmasked Estep Score: -30092850.000000 Penalty: 6148.333008 Iteration 2Q: 3 clusters Score -3.009285e+07 nChanged 8730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127997 members Mstep: Class 2 contains 113795 members Entering Unmasked Estep Score: -30096060.000000 Penalty: 6148.333008 Iteration 3Q: 3 clusters Score -3.009606e+07 nChanged 10412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131587 members Mstep: Class 2 contains 110205 members Entering Unmasked Estep Score: -30100250.000000 Penalty: 6148.333008 Iteration 4Q: 3 clusters Score -3.010025e+07 nChanged 12624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136965 members Mstep: Class 2 contains 104827 members Entering Unmasked Estep Score: -30107024.000000 Penalty: 6148.333008 Iteration 5F: 3 clusters Score -3.010702e+07 nChanged 15056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144719 members Mstep: Class 2 contains 97073 members Entering Unmasked Estep Score: -30117374.000000 Penalty: 6148.333008 Iteration 6F: 3 clusters Score -3.011737e+07 nChanged 16890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154579 members Mstep: Class 2 contains 87213 members Entering Unmasked Estep Score: -30131796.000000 Penalty: 6148.333008 Iteration 7F: 3 clusters Score -3.01318e+07 nChanged 16679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164612 members Mstep: Class 2 contains 77180 members Entering Unmasked Estep Score: -30146670.000000 Penalty: 6148.333008 Iteration 8F: 3 clusters Score -3.014667e+07 nChanged 13860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173066 members Mstep: Class 2 contains 68726 members Entering Unmasked Estep Score: -30156732.000000 Penalty: 6148.333008 Iteration 9F: 3 clusters Score -3.015673e+07 nChanged 10246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179844 members Mstep: Class 2 contains 61948 members Entering Unmasked Estep Score: -30162600.000000 Penalty: 6148.333008 Iteration 10Q: 3 clusters Score -3.01626e+07 nChanged 7454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185726 members Mstep: Class 2 contains 56066 members Entering Unmasked Estep Score: -30166124.000000 Penalty: 6148.333008 Iteration 11Q: 3 clusters Score -3.016612e+07 nChanged 5658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190834 members Mstep: Class 2 contains 50958 members Entering Unmasked Estep Score: -30168310.000000 Penalty: 6148.333008 Iteration 12Q: 3 clusters Score -3.016831e+07 nChanged 4731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195395 members Mstep: Class 2 contains 46397 members Entering Unmasked Estep Score: -30169682.000000 Penalty: 6148.333008 Iteration 13Q: 3 clusters Score -3.016968e+07 nChanged 4139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199450 members Mstep: Class 2 contains 42342 members Entering Unmasked Estep Score: -30170966.000000 Penalty: 6148.333008 Iteration 14Q: 3 clusters Score -3.017097e+07 nChanged 3675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203075 members Mstep: Class 2 contains 38717 members Entering Unmasked Estep Score: -30171860.000000 Penalty: 6148.333008 Iteration 15Q: 3 clusters Score -3.017186e+07 nChanged 3218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206251 members Mstep: Class 2 contains 35541 members Entering Unmasked Estep Score: -30172432.000000 Penalty: 6148.333008 Iteration 16Q: 3 clusters Score -3.017243e+07 nChanged 2890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209125 members Mstep: Class 2 contains 32667 members Entering Unmasked Estep Score: -30173132.000000 Penalty: 6148.333008 Iteration 17Q: 3 clusters Score -3.017313e+07 nChanged 2633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211750 members Mstep: Class 2 contains 30042 members Entering Unmasked Estep Score: -30173648.000000 Penalty: 6148.333008 Iteration 18Q: 3 clusters Score -3.017365e+07 nChanged 2437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214181 members Mstep: Class 2 contains 27611 members Entering Unmasked Estep Score: -30174214.000000 Penalty: 6148.333008 Iteration 19Q: 3 clusters Score -3.017421e+07 nChanged 2225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216394 members Mstep: Class 2 contains 25398 members Entering Unmasked Estep Score: -30174636.000000 Penalty: 6148.333008 Iteration 20F: 3 clusters Score -3.017464e+07 nChanged 1981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218375 members Mstep: Class 2 contains 23417 members Entering Unmasked Estep Score: -30174832.000000 Penalty: 6148.333008 Iteration 21Q: 3 clusters Score -3.017483e+07 nChanged 1827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220198 members Mstep: Class 2 contains 21594 members Entering Unmasked Estep Score: -30175074.000000 Penalty: 6148.333008 Iteration 22Q: 3 clusters Score -3.017507e+07 nChanged 1615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221809 members Mstep: Class 2 contains 19983 members Entering Unmasked Estep Score: -30175276.000000 Penalty: 6148.333008 Iteration 23Q: 3 clusters Score -3.017528e+07 nChanged 1464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223271 members Mstep: Class 2 contains 18521 members Entering Unmasked Estep Score: -30175500.000000 Penalty: 6148.333008 Iteration 24Q: 3 clusters Score -3.01755e+07 nChanged 1256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224527 members Mstep: Class 2 contains 17265 members Entering Unmasked Estep Score: -30175614.000000 Penalty: 6148.333008 Iteration 25Q: 3 clusters Score -3.017561e+07 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225666 members Mstep: Class 2 contains 16126 members Entering Unmasked Estep Score: -30175692.000000 Penalty: 6148.333008 Iteration 26Q: 3 clusters Score -3.017569e+07 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226681 members Mstep: Class 2 contains 15111 members Entering Unmasked Estep Score: -30175768.000000 Penalty: 6148.333008 Iteration 27Q: 3 clusters Score -3.017577e+07 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227596 members Mstep: Class 2 contains 14196 members Entering Unmasked Estep Score: -30175848.000000 Penalty: 6148.333008 Iteration 28Q: 3 clusters Score -3.017585e+07 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228389 members Mstep: Class 2 contains 13403 members Entering Unmasked Estep Score: -30175958.000000 Penalty: 6148.333008 Iteration 29Q: 3 clusters Score -3.017596e+07 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229130 members Mstep: Class 2 contains 12662 members Entering Unmasked Estep Score: -30175968.000000 Penalty: 6148.333008 Iteration 30Q: 3 clusters Score -3.017597e+07 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229792 members Mstep: Class 2 contains 12000 members Entering Unmasked Estep Score: -30175928.000000 Penalty: 6148.333008 Iteration 31Q: 3 clusters Score -3.017593e+07 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230387 members Mstep: Class 2 contains 11405 members Entering Unmasked Estep Score: -30175932.000000 Penalty: 6148.333008 Iteration 32Q: 3 clusters Score -3.017593e+07 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230876 members Mstep: Class 2 contains 10916 members Entering Unmasked Estep Score: -30175910.000000 Penalty: 6148.333008 Iteration 33Q: 3 clusters Score -3.017591e+07 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231281 members Mstep: Class 2 contains 10511 members Entering Unmasked Estep Score: -30175868.000000 Penalty: 6148.333008 Iteration 34Q: 3 clusters Score -3.017587e+07 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231654 members Mstep: Class 2 contains 10138 members Entering Unmasked Estep Score: -30175912.000000 Penalty: 6148.333008 Iteration 35Q: 3 clusters Score -3.017591e+07 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231981 members Mstep: Class 2 contains 9811 members Entering Unmasked Estep Score: -30175888.000000 Penalty: 6148.333008 Iteration 36Q: 3 clusters Score -3.017589e+07 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232259 members Mstep: Class 2 contains 9533 members Entering Unmasked Estep Score: -30175942.000000 Penalty: 6148.333008 Iteration 37Q: 3 clusters Score -3.017594e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232487 members Mstep: Class 2 contains 9305 members Entering Unmasked Estep Score: -30175974.000000 Penalty: 6148.333008 Iteration 38Q: 3 clusters Score -3.017597e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232693 members Mstep: Class 2 contains 9099 members Entering Unmasked Estep Score: -30175948.000000 Penalty: 6148.333008 Iteration 39Q: 3 clusters Score -3.017595e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232862 members Mstep: Class 2 contains 8930 members Entering Unmasked Estep Score: -30175986.000000 Penalty: 6148.333008 Iteration 40F: 3 clusters Score -3.017599e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233016 members Mstep: Class 2 contains 8776 members Entering Unmasked Estep Score: -30175998.000000 Penalty: 6148.333008 Iteration 41Q: 3 clusters Score -3.0176e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233174 members Mstep: Class 2 contains 8618 members Entering Unmasked Estep Score: -30175980.000000 Penalty: 6148.333008 Iteration 42Q: 3 clusters Score -3.017598e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233295 members Mstep: Class 2 contains 8497 members Entering Unmasked Estep Score: -30175956.000000 Penalty: 6148.333008 Iteration 43Q: 3 clusters Score -3.017596e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233410 members Mstep: Class 2 contains 8382 members Entering Unmasked Estep Score: -30175968.000000 Penalty: 6148.333008 Iteration 44Q: 3 clusters Score -3.017597e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233499 members Mstep: Class 2 contains 8293 members Entering Unmasked Estep Score: -30175956.000000 Penalty: 6148.333008 Iteration 45Q: 3 clusters Score -3.017596e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233591 members Mstep: Class 2 contains 8201 members Entering Unmasked Estep Score: -30175936.000000 Penalty: 6148.333008 Iteration 46Q: 3 clusters Score -3.017594e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233672 members Mstep: Class 2 contains 8120 members Entering Unmasked Estep Score: -30175974.000000 Penalty: 6148.333008 Iteration 47Q: 3 clusters Score -3.017597e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233765 members Mstep: Class 2 contains 8027 members Entering Unmasked Estep Score: -30175948.000000 Penalty: 6148.333008 Iteration 48Q: 3 clusters Score -3.017595e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233852 members Mstep: Class 2 contains 7940 members Entering Unmasked Estep Score: -30176002.000000 Penalty: 6148.333008 Iteration 49Q: 3 clusters Score -3.0176e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233926 members Mstep: Class 2 contains 7866 members Entering Unmasked Estep Score: -30176008.000000 Penalty: 6148.333008 Iteration 50Q: 3 clusters Score -3.017601e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233997 members Mstep: Class 2 contains 7795 members Entering Unmasked Estep Score: -30176032.000000 Penalty: 6148.333008 Iteration 51Q: 3 clusters Score -3.017603e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234053 members Mstep: Class 2 contains 7739 members Entering Unmasked Estep Score: -30176008.000000 Penalty: 6148.333008 Iteration 52Q: 3 clusters Score -3.017601e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234099 members Mstep: Class 2 contains 7693 members Entering Unmasked Estep Score: -30176048.000000 Penalty: 6148.333008 Iteration 53Q: 3 clusters Score -3.017605e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234144 members Mstep: Class 2 contains 7648 members Entering Unmasked Estep Score: -30176068.000000 Penalty: 6148.333008 Iteration 54Q: 3 clusters Score -3.017607e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234189 members Mstep: Class 2 contains 7603 members Entering Unmasked Estep Score: -30176080.000000 Penalty: 6148.333008 Iteration 55Q: 3 clusters Score -3.017608e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234236 members Mstep: Class 2 contains 7556 members Entering Unmasked Estep Score: -30176078.000000 Penalty: 6148.333008 Iteration 56Q: 3 clusters Score -3.017608e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234276 members Mstep: Class 2 contains 7516 members Entering Unmasked Estep Score: -30176078.000000 Penalty: 6148.333008 Iteration 57Q: 3 clusters Score -3.017608e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234326 members Mstep: Class 2 contains 7466 members Entering Unmasked Estep Score: -30176072.000000 Penalty: 6148.333008 Iteration 58Q: 3 clusters Score -3.017607e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234374 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -30176088.000000 Penalty: 6148.333008 Iteration 59Q: 3 clusters Score -3.017609e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234429 members Mstep: Class 2 contains 7363 members Entering Unmasked Estep Score: -30176076.000000 Penalty: 6148.333008 Iteration 60F: 3 clusters Score -3.017608e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234494 members Mstep: Class 2 contains 7298 members Entering Unmasked Estep Score: -30176092.000000 Penalty: 6148.333008 Iteration 61Q: 3 clusters Score -3.017609e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234548 members Mstep: Class 2 contains 7244 members Entering Unmasked Estep Score: -30176046.000000 Penalty: 6148.333008 Iteration 62Q: 3 clusters Score -3.017605e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234590 members Mstep: Class 2 contains 7202 members Entering Unmasked Estep Score: -30176042.000000 Penalty: 6148.333008 Iteration 63Q: 3 clusters Score -3.017604e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234629 members Mstep: Class 2 contains 7163 members Entering Unmasked Estep Score: -30176038.000000 Penalty: 6148.333008 Iteration 64Q: 3 clusters Score -3.017604e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234665 members Mstep: Class 2 contains 7127 members Entering Unmasked Estep Score: -30176026.000000 Penalty: 6148.333008 Iteration 65Q: 3 clusters Score -3.017603e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234691 members Mstep: Class 2 contains 7101 members Entering Unmasked Estep Score: -30176024.000000 Penalty: 6148.333008 Iteration 66Q: 3 clusters Score -3.017602e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234712 members Mstep: Class 2 contains 7080 members Entering Unmasked Estep Score: -30176028.000000 Penalty: 6148.333008 Iteration 67Q: 3 clusters Score -3.017603e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234726 members Mstep: Class 2 contains 7066 members Entering Unmasked Estep Score: -30176034.000000 Penalty: 6148.333008 Iteration 68Q: 3 clusters Score -3.017603e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234738 members Mstep: Class 2 contains 7054 members Entering Unmasked Estep Score: -30176002.000000 Penalty: 6148.333008 Iteration 69Q: 3 clusters Score -3.0176e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234748 members Mstep: Class 2 contains 7044 members Entering Unmasked Estep Score: -30176010.000000 Penalty: 6148.333008 Iteration 70Q: 3 clusters Score -3.017601e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234754 members Mstep: Class 2 contains 7038 members Entering Unmasked Estep Score: -30176002.000000 Penalty: 6148.333008 Iteration 71Q: 3 clusters Score -3.0176e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234762 members Mstep: Class 2 contains 7030 members Entering Unmasked Estep Score: -30176020.000000 Penalty: 6148.333008 Iteration 72Q: 3 clusters Score -3.017602e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234767 members Mstep: Class 2 contains 7025 members Entering Unmasked Estep Score: -30176020.000000 Penalty: 6148.333008 Iteration 73Q: 3 clusters Score -3.017602e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234771 members Mstep: Class 2 contains 7021 members Entering Unmasked Estep Score: -30176032.000000 Penalty: 6148.333008 Iteration 74Q: 3 clusters Score -3.017603e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234773 members Mstep: Class 2 contains 7019 members Entering Unmasked Estep Score: -30176034.000000 Penalty: 6148.333008 Iteration 75Q: 3 clusters Score -3.017603e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234773 members Mstep: Class 2 contains 7019 members Entering Unmasked Estep Score: -30176044.000000 Penalty: 6148.333008 Iteration 76Q: 3 clusters Score -3.017604e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234774 members Mstep: Class 2 contains 7018 members Entering Unmasked Estep Score: -30176042.000000 Penalty: 6148.333008 Iteration 77Q: 3 clusters Score -3.017604e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234776 members Mstep: Class 2 contains 7016 members Entering Unmasked Estep Score: -30176048.000000 Penalty: 6148.333008 Iteration 78Q: 3 clusters Score -3.017605e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234776 members Mstep: Class 2 contains 7016 members Entering Unmasked Estep Score: -30176040.000000 Penalty: 6148.333008 Iteration 79Q: 3 clusters Score -3.017604e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234776 members Mstep: Class 2 contains 7016 members Entering Unmasked Estep Score: -30176040.000000 Penalty: 6148.333008 Iteration 80F: 3 clusters Score -3.017604e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2744 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Entering Unmasked Estep Score: -321167.875000 Penalty: 1963.458618 Iteration 0F: 2 clusters Score -321167.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -318195.062500 Penalty: 3926.917236 Iteration 0F: 3 clusters Score -318195.1 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -318856.156250 Penalty: 3926.917236 Iteration 1F: 3 clusters Score -318856.2 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -319005.031250 Penalty: 3926.917236 Iteration 2F: 3 clusters Score -319005 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -319105.687500 Penalty: 3926.917236 Iteration 3Q: 3 clusters Score -319105.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -319173.281250 Penalty: 3926.917236 Iteration 4Q: 3 clusters Score -319173.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -319203.937500 Penalty: 3926.917236 Iteration 5Q: 3 clusters Score -319203.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -319226.750000 Penalty: 3926.917236 Iteration 6Q: 3 clusters Score -319226.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -319243.250000 Penalty: 3926.917236 Iteration 7Q: 3 clusters Score -319243.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -319253.968750 Penalty: 3926.917236 Iteration 8Q: 3 clusters Score -319254 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -319260.812500 Penalty: 3926.917236 Iteration 9Q: 3 clusters Score -319260.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -319271.062500 Penalty: 3926.917236 Iteration 10Q: 3 clusters Score -319271.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -319283.406250 Penalty: 3926.917236 Iteration 11Q: 3 clusters Score -319283.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -319307.875000 Penalty: 3926.917236 Iteration 12Q: 3 clusters Score -319307.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -319329.562500 Penalty: 3926.917236 Iteration 13Q: 3 clusters Score -319329.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -319348.781250 Penalty: 3926.917236 Iteration 14Q: 3 clusters Score -319348.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -319365.718750 Penalty: 3926.917236 Iteration 15Q: 3 clusters Score -319365.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -319387.531250 Penalty: 3926.917236 Iteration 16Q: 3 clusters Score -319387.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -319413.562500 Penalty: 3926.917236 Iteration 17Q: 3 clusters Score -319413.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -319436.406250 Penalty: 3926.917236 Iteration 18Q: 3 clusters Score -319436.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -319459.281250 Penalty: 3926.917236 Iteration 19Q: 3 clusters Score -319459.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -319493.343750 Penalty: 3926.917236 Iteration 20F: 3 clusters Score -319493.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -319542.062500 Penalty: 3926.917236 Iteration 21Q: 3 clusters Score -319542.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -319581.562500 Penalty: 3926.917236 Iteration 22Q: 3 clusters Score -319581.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -319616.343750 Penalty: 3926.917236 Iteration 23Q: 3 clusters Score -319616.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -319639.343750 Penalty: 3926.917236 Iteration 24Q: 3 clusters Score -319639.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -319660.906250 Penalty: 3926.917236 Iteration 25Q: 3 clusters Score -319660.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -319685.031250 Penalty: 3926.917236 Iteration 26Q: 3 clusters Score -319685 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -319704.531250 Penalty: 3926.917236 Iteration 27Q: 3 clusters Score -319704.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -319719.750000 Penalty: 3926.917236 Iteration 28Q: 3 clusters Score -319719.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -319735.312500 Penalty: 3926.917236 Iteration 29Q: 3 clusters Score -319735.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -319752.000000 Penalty: 3926.917236 Iteration 30Q: 3 clusters Score -319752 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -319764.968750 Penalty: 3926.917236 Iteration 31Q: 3 clusters Score -319765 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -319772.656250 Penalty: 3926.917236 Iteration 32Q: 3 clusters Score -319772.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -319779.781250 Penalty: 3926.917236 Iteration 33Q: 3 clusters Score -319779.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -319782.968750 Penalty: 3926.917236 Iteration 34Q: 3 clusters Score -319783 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -319790.343750 Penalty: 3926.917236 Iteration 35Q: 3 clusters Score -319790.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -319797.500000 Penalty: 3926.917236 Iteration 36Q: 3 clusters Score -319797.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -319799.906250 Penalty: 3926.917236 Iteration 37Q: 3 clusters Score -319799.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -319803.718750 Penalty: 3926.917236 Iteration 38Q: 3 clusters Score -319803.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -319804.750000 Penalty: 3926.917236 Iteration 39Q: 3 clusters Score -319804.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -319806.031250 Penalty: 3926.917236 Iteration 40F: 3 clusters Score -319806 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -319806.812500 Penalty: 3926.917236 Iteration 41Q: 3 clusters Score -319806.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -319808.250000 Penalty: 3926.917236 Iteration 42Q: 3 clusters Score -319808.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -319809.125000 Penalty: 3926.917236 Iteration 43Q: 3 clusters Score -319809.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -319811.093750 Penalty: 3926.917236 Iteration 44Q: 3 clusters Score -319811.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -319811.968750 Penalty: 3926.917236 Iteration 45Q: 3 clusters Score -319812 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -319814.343750 Penalty: 3926.917236 Iteration 46Q: 3 clusters Score -319814.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -319818.937500 Penalty: 3926.917236 Iteration 47Q: 3 clusters Score -319818.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -319822.500000 Penalty: 3926.917236 Iteration 48Q: 3 clusters Score -319822.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -319827.062500 Penalty: 3926.917236 Iteration 49Q: 3 clusters Score -319827.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -319830.937500 Penalty: 3926.917236 Iteration 50Q: 3 clusters Score -319830.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -319832.468750 Penalty: 3926.917236 Iteration 51Q: 3 clusters Score -319832.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -319832.468750 Penalty: 3926.917236 Iteration 52F: 3 clusters Score -319832.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Entering Unmasked Estep Score: -96128.257812 Penalty: 1659.328857 Iteration 0F: 2 clusters Score -96128.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -94327.078125 Penalty: 3318.657715 Iteration 0F: 3 clusters Score -94327.08 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -94560.820312 Penalty: 3318.657715 Iteration 1F: 3 clusters Score -94560.82 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -94618.523438 Penalty: 3318.657715 Iteration 2Q: 3 clusters Score -94618.52 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -94654.421875 Penalty: 3318.657715 Iteration 3Q: 3 clusters Score -94654.42 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -94684.460938 Penalty: 3318.657715 Iteration 4Q: 3 clusters Score -94684.46 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -94714.898438 Penalty: 3318.657715 Iteration 5Q: 3 clusters Score -94714.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -94739.257812 Penalty: 3318.657715 Iteration 6Q: 3 clusters Score -94739.26 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -94773.867188 Penalty: 3318.657715 Iteration 7Q: 3 clusters Score -94773.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -94778.554688 Penalty: 3318.657715 Iteration 8Q: 3 clusters Score -94778.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -94781.484375 Penalty: 3318.657715 Iteration 9Q: 3 clusters Score -94781.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -94781.484375 Penalty: 3318.657715 Iteration 10F: 3 clusters Score -94781.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (28684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28684 members Entering Unmasked Estep Score: -3549483.500000 Penalty: 2545.495361 Iteration 0F: 2 clusters Score -3549484 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14365 members Mstep: Class 2 contains 14319 members Entering Unmasked Estep Score: -3529901.750000 Penalty: 5090.990723 Iteration 0F: 3 clusters Score -3529902 nChanged 12819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14412 members Mstep: Class 2 contains 14272 members Entering Unmasked Estep Score: -3536621.750000 Penalty: 5090.990723 Iteration 1F: 3 clusters Score -3536622 nChanged 1318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14452 members Mstep: Class 2 contains 14232 members Entering Unmasked Estep Score: -3537059.500000 Penalty: 5090.990723 Iteration 2Q: 3 clusters Score -3537060 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14530 members Mstep: Class 2 contains 14154 members Entering Unmasked Estep Score: -3537434.500000 Penalty: 5090.990723 Iteration 3Q: 3 clusters Score -3537434 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14560 members Mstep: Class 2 contains 14124 members Entering Unmasked Estep Score: -3537787.750000 Penalty: 5090.990723 Iteration 4Q: 3 clusters Score -3537788 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14572 members Mstep: Class 2 contains 14112 members Entering Unmasked Estep Score: -3538082.750000 Penalty: 5090.990723 Iteration 5Q: 3 clusters Score -3538083 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14611 members Mstep: Class 2 contains 14073 members Entering Unmasked Estep Score: -3538426.500000 Penalty: 5090.990723 Iteration 6Q: 3 clusters Score -3538426 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14721 members Mstep: Class 2 contains 13963 members Entering Unmasked Estep Score: -3538724.500000 Penalty: 5090.990723 Iteration 7Q: 3 clusters Score -3538724 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14876 members Mstep: Class 2 contains 13808 members Entering Unmasked Estep Score: -3539091.750000 Penalty: 5090.990723 Iteration 8Q: 3 clusters Score -3539092 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15082 members Mstep: Class 2 contains 13602 members Entering Unmasked Estep Score: -3539575.750000 Penalty: 5090.990723 Iteration 9Q: 3 clusters Score -3539576 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15415 members Mstep: Class 2 contains 13269 members Entering Unmasked Estep Score: -3540196.250000 Penalty: 5090.990723 Iteration 10Q: 3 clusters Score -3540196 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15900 members Mstep: Class 2 contains 12784 members Entering Unmasked Estep Score: -3540977.500000 Penalty: 5090.990723 Iteration 11Q: 3 clusters Score -3540978 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16471 members Mstep: Class 2 contains 12213 members Entering Unmasked Estep Score: -3541815.000000 Penalty: 5090.990723 Iteration 12Q: 3 clusters Score -3541815 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17103 members Mstep: Class 2 contains 11581 members Entering Unmasked Estep Score: -3542523.250000 Penalty: 5090.990723 Iteration 13Q: 3 clusters Score -3542523 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17742 members Mstep: Class 2 contains 10942 members Entering Unmasked Estep Score: -3543048.000000 Penalty: 5090.990723 Iteration 14Q: 3 clusters Score -3543048 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18433 members Mstep: Class 2 contains 10251 members Entering Unmasked Estep Score: -3543567.250000 Penalty: 5090.990723 Iteration 15Q: 3 clusters Score -3543567 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19046 members Mstep: Class 2 contains 9638 members Entering Unmasked Estep Score: -3543966.500000 Penalty: 5090.990723 Iteration 16Q: 3 clusters Score -3543966 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19635 members Mstep: Class 2 contains 9049 members Entering Unmasked Estep Score: -3544376.250000 Penalty: 5090.990723 Iteration 17Q: 3 clusters Score -3544376 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20195 members Mstep: Class 2 contains 8489 members Entering Unmasked Estep Score: -3544767.750000 Penalty: 5090.990723 Iteration 18Q: 3 clusters Score -3544768 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20729 members Mstep: Class 2 contains 7955 members Entering Unmasked Estep Score: -3545119.250000 Penalty: 5090.990723 Iteration 19Q: 3 clusters Score -3545119 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21224 members Mstep: Class 2 contains 7460 members Entering Unmasked Estep Score: -3545450.750000 Penalty: 5090.990723 Iteration 20F: 3 clusters Score -3545451 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21687 members Mstep: Class 2 contains 6997 members Entering Unmasked Estep Score: -3545737.000000 Penalty: 5090.990723 Iteration 21Q: 3 clusters Score -3545737 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22086 members Mstep: Class 2 contains 6598 members Entering Unmasked Estep Score: -3545947.000000 Penalty: 5090.990723 Iteration 22Q: 3 clusters Score -3545947 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22429 members Mstep: Class 2 contains 6255 members Entering Unmasked Estep Score: -3546142.750000 Penalty: 5090.990723 Iteration 23Q: 3 clusters Score -3546143 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22738 members Mstep: Class 2 contains 5946 members Entering Unmasked Estep Score: -3546295.500000 Penalty: 5090.990723 Iteration 24Q: 3 clusters Score -3546296 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23013 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -3546408.250000 Penalty: 5090.990723 Iteration 25Q: 3 clusters Score -3546408 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23262 members Mstep: Class 2 contains 5422 members Entering Unmasked Estep Score: -3546508.000000 Penalty: 5090.990723 Iteration 26Q: 3 clusters Score -3546508 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23520 members Mstep: Class 2 contains 5164 members Entering Unmasked Estep Score: -3546609.000000 Penalty: 5090.990723 Iteration 27Q: 3 clusters Score -3546609 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23767 members Mstep: Class 2 contains 4917 members Entering Unmasked Estep Score: -3546708.500000 Penalty: 5090.990723 Iteration 28Q: 3 clusters Score -3546708 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23987 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -3546776.500000 Penalty: 5090.990723 Iteration 29Q: 3 clusters Score -3546776 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24188 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -3546846.500000 Penalty: 5090.990723 Iteration 30Q: 3 clusters Score -3546846 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24382 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -3546899.250000 Penalty: 5090.990723 Iteration 31Q: 3 clusters Score -3546899 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24550 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -3546942.500000 Penalty: 5090.990723 Iteration 32Q: 3 clusters Score -3546942 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24698 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -3546986.250000 Penalty: 5090.990723 Iteration 33Q: 3 clusters Score -3546986 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24830 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -3547003.500000 Penalty: 5090.990723 Iteration 34Q: 3 clusters Score -3547004 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24935 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -3547029.500000 Penalty: 5090.990723 Iteration 35Q: 3 clusters Score -3547030 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25027 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -3547061.250000 Penalty: 5090.990723 Iteration 36Q: 3 clusters Score -3547061 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25107 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -3547080.250000 Penalty: 5090.990723 Iteration 37Q: 3 clusters Score -3547080 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25190 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -3547095.250000 Penalty: 5090.990723 Iteration 38Q: 3 clusters Score -3547095 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25272 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -3547121.750000 Penalty: 5090.990723 Iteration 39Q: 3 clusters Score -3547122 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25354 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -3547143.750000 Penalty: 5090.990723 Iteration 40F: 3 clusters Score -3547144 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25432 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -3547167.750000 Penalty: 5090.990723 Iteration 41Q: 3 clusters Score -3547168 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25496 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -3547178.250000 Penalty: 5090.990723 Iteration 42Q: 3 clusters Score -3547178 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25567 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -3547189.000000 Penalty: 5090.990723 Iteration 43Q: 3 clusters Score -3547189 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25633 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -3547200.750000 Penalty: 5090.990723 Iteration 44Q: 3 clusters Score -3547201 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25692 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -3547205.750000 Penalty: 5090.990723 Iteration 45Q: 3 clusters Score -3547206 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25744 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -3547219.500000 Penalty: 5090.990723 Iteration 46Q: 3 clusters Score -3547220 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25786 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -3547226.500000 Penalty: 5090.990723 Iteration 47Q: 3 clusters Score -3547226 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25826 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -3547227.750000 Penalty: 5090.990723 Iteration 48Q: 3 clusters Score -3547228 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25874 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -3547252.500000 Penalty: 5090.990723 Iteration 49Q: 3 clusters Score -3547252 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25918 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -3547250.250000 Penalty: 5090.990723 Iteration 50Q: 3 clusters Score -3547250 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25951 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -3547259.750000 Penalty: 5090.990723 Iteration 51Q: 3 clusters Score -3547260 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25991 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -3547256.750000 Penalty: 5090.990723 Iteration 52Q: 3 clusters Score -3547257 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26022 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -3547271.750000 Penalty: 5090.990723 Iteration 53Q: 3 clusters Score -3547272 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26054 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -3547285.250000 Penalty: 5090.990723 Iteration 54Q: 3 clusters Score -3547285 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26088 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -3547297.250000 Penalty: 5090.990723 Iteration 55Q: 3 clusters Score -3547297 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26112 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -3547298.750000 Penalty: 5090.990723 Iteration 56Q: 3 clusters Score -3547299 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26132 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -3547305.750000 Penalty: 5090.990723 Iteration 57Q: 3 clusters Score -3547306 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26158 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -3547307.500000 Penalty: 5090.990723 Iteration 58Q: 3 clusters Score -3547308 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26181 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -3547313.000000 Penalty: 5090.990723 Iteration 59Q: 3 clusters Score -3547313 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26206 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -3547319.500000 Penalty: 5090.990723 Iteration 60F: 3 clusters Score -3547320 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26236 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -3547321.000000 Penalty: 5090.990723 Iteration 61Q: 3 clusters Score -3547321 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26255 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -3547326.500000 Penalty: 5090.990723 Iteration 62Q: 3 clusters Score -3547326 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26272 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -3547324.000000 Penalty: 5090.990723 Iteration 63Q: 3 clusters Score -3547324 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26283 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -3547323.750000 Penalty: 5090.990723 Iteration 64Q: 3 clusters Score -3547324 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26292 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -3547318.000000 Penalty: 5090.990723 Iteration 65Q: 3 clusters Score -3547318 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26299 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -3547325.250000 Penalty: 5090.990723 Iteration 66Q: 3 clusters Score -3547325 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26310 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -3547331.750000 Penalty: 5090.990723 Iteration 67Q: 3 clusters Score -3547332 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26317 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -3547331.750000 Penalty: 5090.990723 Iteration 68Q: 3 clusters Score -3547332 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26323 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -3547333.250000 Penalty: 5090.990723 Iteration 69Q: 3 clusters Score -3547333 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26327 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -3547337.250000 Penalty: 5090.990723 Iteration 70Q: 3 clusters Score -3547337 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26331 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -3547336.000000 Penalty: 5090.990723 Iteration 71Q: 3 clusters Score -3547336 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26335 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -3547331.000000 Penalty: 5090.990723 Iteration 72Q: 3 clusters Score -3547331 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26337 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -3547332.500000 Penalty: 5090.990723 Iteration 73Q: 3 clusters Score -3547332 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26339 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -3547329.500000 Penalty: 5090.990723 Iteration 74Q: 3 clusters Score -3547330 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26343 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -3547333.750000 Penalty: 5090.990723 Iteration 75Q: 3 clusters Score -3547334 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26349 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -3547334.500000 Penalty: 5090.990723 Iteration 76Q: 3 clusters Score -3547334 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26354 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -3547338.250000 Penalty: 5090.990723 Iteration 77Q: 3 clusters Score -3547338 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26360 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -3547336.000000 Penalty: 5090.990723 Iteration 78Q: 3 clusters Score -3547336 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26367 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -3547341.500000 Penalty: 5090.990723 Iteration 79Q: 3 clusters Score -3547342 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26377 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -3547346.000000 Penalty: 5090.990723 Iteration 80F: 3 clusters Score -3547346 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26385 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -3547344.250000 Penalty: 5090.990723 Iteration 81Q: 3 clusters Score -3547344 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26390 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -3547348.250000 Penalty: 5090.990723 Iteration 82Q: 3 clusters Score -3547348 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26400 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -3547346.500000 Penalty: 5090.990723 Iteration 83Q: 3 clusters Score -3547346 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26408 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -3547350.500000 Penalty: 5090.990723 Iteration 84Q: 3 clusters Score -3547350 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26416 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -3547353.250000 Penalty: 5090.990723 Iteration 85Q: 3 clusters Score -3547353 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26425 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -3547351.500000 Penalty: 5090.990723 Iteration 86Q: 3 clusters Score -3547352 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26433 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -3547349.250000 Penalty: 5090.990723 Iteration 87Q: 3 clusters Score -3547349 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26442 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -3547356.500000 Penalty: 5090.990723 Iteration 88Q: 3 clusters Score -3547356 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26454 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -3547359.000000 Penalty: 5090.990723 Iteration 89Q: 3 clusters Score -3547359 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26463 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -3547358.500000 Penalty: 5090.990723 Iteration 90Q: 3 clusters Score -3547358 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26469 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -3547357.250000 Penalty: 5090.990723 Iteration 91Q: 3 clusters Score -3547357 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26477 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -3547369.000000 Penalty: 5090.990723 Iteration 92Q: 3 clusters Score -3547369 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26485 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -3547365.500000 Penalty: 5090.990723 Iteration 93Q: 3 clusters Score -3547366 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26496 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -3547369.500000 Penalty: 5090.990723 Iteration 94Q: 3 clusters Score -3547370 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26520 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -3547374.000000 Penalty: 5090.990723 Iteration 95Q: 3 clusters Score -3547374 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26536 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -3547374.250000 Penalty: 5090.990723 Iteration 96Q: 3 clusters Score -3547374 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26549 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -3547377.500000 Penalty: 5090.990723 Iteration 97Q: 3 clusters Score -3547378 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26557 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -3547380.000000 Penalty: 5090.990723 Iteration 98Q: 3 clusters Score -3547380 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26563 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -3547380.250000 Penalty: 5090.990723 Iteration 99Q: 3 clusters Score -3547380 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26569 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -3547386.500000 Penalty: 5090.990723 Iteration 100F: 3 clusters Score -3547386 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26572 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -3547388.500000 Penalty: 5090.990723 Iteration 101Q: 3 clusters Score -3547388 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26572 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -3547388.250000 Penalty: 5090.990723 Iteration 102Q: 3 clusters Score -3547388 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26576 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -3547394.500000 Penalty: 5090.990723 Iteration 103Q: 3 clusters Score -3547394 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26580 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -3547390.750000 Penalty: 5090.990723 Iteration 104Q: 3 clusters Score -3547391 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26586 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -3547397.000000 Penalty: 5090.990723 Iteration 105Q: 3 clusters Score -3547397 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26587 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -3547394.000000 Penalty: 5090.990723 Iteration 106Q: 3 clusters Score -3547394 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26592 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -3547393.250000 Penalty: 5090.990723 Iteration 107Q: 3 clusters Score -3547393 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26596 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -3547392.250000 Penalty: 5090.990723 Iteration 108Q: 3 clusters Score -3547392 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26602 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -3547396.750000 Penalty: 5090.990723 Iteration 109Q: 3 clusters Score -3547397 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26607 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -3547390.750000 Penalty: 5090.990723 Iteration 110Q: 3 clusters Score -3547391 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26607 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -3547390.750000 Penalty: 5090.990723 Iteration 111F: 3 clusters Score -3547391 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (6961 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6961 members Entering Unmasked Estep Score: -884824.000000 Penalty: 2194.323486 Iteration 0F: 2 clusters Score -884824 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -879065.437500 Penalty: 4388.646973 Iteration 0F: 3 clusters Score -879065.4 nChanged 2772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -880514.750000 Penalty: 4388.646973 Iteration 1F: 3 clusters Score -880514.8 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -880769.750000 Penalty: 4388.646973 Iteration 2F: 3 clusters Score -880769.8 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -880936.250000 Penalty: 4388.646973 Iteration 3F: 3 clusters Score -880936.2 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -881058.312500 Penalty: 4388.646973 Iteration 4Q: 3 clusters Score -881058.3 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -881159.625000 Penalty: 4388.646973 Iteration 5Q: 3 clusters Score -881159.6 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -881254.312500 Penalty: 4388.646973 Iteration 6Q: 3 clusters Score -881254.3 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -881336.750000 Penalty: 4388.646973 Iteration 7Q: 3 clusters Score -881336.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -881402.812500 Penalty: 4388.646973 Iteration 8Q: 3 clusters Score -881402.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -881441.875000 Penalty: 4388.646973 Iteration 9Q: 3 clusters Score -881441.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -881473.437500 Penalty: 4388.646973 Iteration 10Q: 3 clusters Score -881473.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -881507.250000 Penalty: 4388.646973 Iteration 11Q: 3 clusters Score -881507.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -881554.312500 Penalty: 4388.646973 Iteration 12Q: 3 clusters Score -881554.3 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -881600.250000 Penalty: 4388.646973 Iteration 13Q: 3 clusters Score -881600.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -881644.187500 Penalty: 4388.646973 Iteration 14Q: 3 clusters Score -881644.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -881705.312500 Penalty: 4388.646973 Iteration 15Q: 3 clusters Score -881705.3 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -881772.375000 Penalty: 4388.646973 Iteration 16Q: 3 clusters Score -881772.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -881845.937500 Penalty: 4388.646973 Iteration 17Q: 3 clusters Score -881845.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -881925.875000 Penalty: 4388.646973 Iteration 18Q: 3 clusters Score -881925.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 4938 members Entering Unmasked Estep Score: -882003.625000 Penalty: 4388.646973 Iteration 19Q: 3 clusters Score -882003.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 5065 members Entering Unmasked Estep Score: -882074.062500 Penalty: 4388.646973 Iteration 20F: 3 clusters Score -882074.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 5206 members Entering Unmasked Estep Score: -882175.500000 Penalty: 4388.646973 Iteration 21Q: 3 clusters Score -882175.5 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -882300.812500 Penalty: 4388.646973 Iteration 22Q: 3 clusters Score -882300.8 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 5523 members Entering Unmasked Estep Score: -882417.187500 Penalty: 4388.646973 Iteration 23Q: 3 clusters Score -882417.2 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 5679 members Entering Unmasked Estep Score: -882530.375000 Penalty: 4388.646973 Iteration 24Q: 3 clusters Score -882530.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 5802 members Entering Unmasked Estep Score: -882618.187500 Penalty: 4388.646973 Iteration 25Q: 3 clusters Score -882618.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 5909 members Entering Unmasked Estep Score: -882694.375000 Penalty: 4388.646973 Iteration 26Q: 3 clusters Score -882694.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -882759.312500 Penalty: 4388.646973 Iteration 27Q: 3 clusters Score -882759.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 6076 members Entering Unmasked Estep Score: -882811.250000 Penalty: 4388.646973 Iteration 28Q: 3 clusters Score -882811.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 6133 members Entering Unmasked Estep Score: -882849.750000 Penalty: 4388.646973 Iteration 29Q: 3 clusters Score -882849.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 6183 members Entering Unmasked Estep Score: -882882.687500 Penalty: 4388.646973 Iteration 30Q: 3 clusters Score -882882.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 6214 members Entering Unmasked Estep Score: -882910.500000 Penalty: 4388.646973 Iteration 31Q: 3 clusters Score -882910.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 6244 members Entering Unmasked Estep Score: -882950.750000 Penalty: 4388.646973 Iteration 32Q: 3 clusters Score -882950.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 6275 members Entering Unmasked Estep Score: -882996.500000 Penalty: 4388.646973 Iteration 33Q: 3 clusters Score -882996.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 6298 members Entering Unmasked Estep Score: -883032.812500 Penalty: 4388.646973 Iteration 34Q: 3 clusters Score -883032.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -883059.250000 Penalty: 4388.646973 Iteration 35Q: 3 clusters Score -883059.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 6330 members Entering Unmasked Estep Score: -883072.687500 Penalty: 4388.646973 Iteration 36Q: 3 clusters Score -883072.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 6344 members Entering Unmasked Estep Score: -883084.750000 Penalty: 4388.646973 Iteration 37Q: 3 clusters Score -883084.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 6353 members Entering Unmasked Estep Score: -883098.000000 Penalty: 4388.646973 Iteration 38Q: 3 clusters Score -883098 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 6357 members Entering Unmasked Estep Score: -883101.062500 Penalty: 4388.646973 Iteration 39Q: 3 clusters Score -883101.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 6362 members Entering Unmasked Estep Score: -883104.062500 Penalty: 4388.646973 Iteration 40F: 3 clusters Score -883104.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -883108.500000 Penalty: 4388.646973 Iteration 41Q: 3 clusters Score -883108.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 6372 members Entering Unmasked Estep Score: -883112.562500 Penalty: 4388.646973 Iteration 42Q: 3 clusters Score -883112.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 6374 members Entering Unmasked Estep Score: -883113.500000 Penalty: 4388.646973 Iteration 43Q: 3 clusters Score -883113.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 6375 members Entering Unmasked Estep Score: -883114.000000 Penalty: 4388.646973 Iteration 44Q: 3 clusters Score -883114 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 6375 members Entering Unmasked Estep Score: -883114.000000 Penalty: 4388.646973 Iteration 45F: 3 clusters Score -883114 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (424 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Entering Unmasked Estep Score: -45188.707031 Penalty: 1500.333984 Iteration 0F: 2 clusters Score -45188.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -43803.921875 Penalty: 3000.667969 Iteration 0F: 3 clusters Score -43803.92 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -44002.964844 Penalty: 3000.667969 Iteration 1F: 3 clusters Score -44002.96 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -44057.023438 Penalty: 3000.667969 Iteration 2Q: 3 clusters Score -44057.02 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -44122.214844 Penalty: 3000.667969 Iteration 3Q: 3 clusters Score -44122.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -44160.488281 Penalty: 3000.667969 Iteration 4Q: 3 clusters Score -44160.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -44175.058594 Penalty: 3000.667969 Iteration 5Q: 3 clusters Score -44175.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -44177.523438 Penalty: 3000.667969 Iteration 6Q: 3 clusters Score -44177.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -44177.523438 Penalty: 3000.667969 Iteration 7F: 3 clusters Score -44177.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (646 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Entering Unmasked Estep Score: -69018.640625 Penalty: 1604.758301 Iteration 0F: 2 clusters Score -69018.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -67429.882812 Penalty: 3209.516602 Iteration 0F: 3 clusters Score -67429.88 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -67780.648438 Penalty: 3209.516602 Iteration 1F: 3 clusters Score -67780.65 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -68004.343750 Penalty: 3209.516602 Iteration 2F: 3 clusters Score -68004.34 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -68235.531250 Penalty: 3209.516602 Iteration 3F: 3 clusters Score -68235.53 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -68477.492188 Penalty: 3209.516602 Iteration 4F: 3 clusters Score -68477.49 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -68626.882812 Penalty: 3209.516602 Iteration 5Q: 3 clusters Score -68626.88 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -68729.304688 Penalty: 3209.516602 Iteration 6Q: 3 clusters Score -68729.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -68796.437500 Penalty: 3209.516602 Iteration 7Q: 3 clusters Score -68796.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -68849.585938 Penalty: 3209.516602 Iteration 8Q: 3 clusters Score -68849.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -68875.835938 Penalty: 3209.516602 Iteration 9Q: 3 clusters Score -68875.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -68889.070312 Penalty: 3209.516602 Iteration 10Q: 3 clusters Score -68889.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -68904.296875 Penalty: 3209.516602 Iteration 11Q: 3 clusters Score -68904.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -68911.421875 Penalty: 3209.516602 Iteration 12Q: 3 clusters Score -68911.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -68913.109375 Penalty: 3209.516602 Iteration 13Q: 3 clusters Score -68913.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -68913.109375 Penalty: 3209.516602 Iteration 14F: 3 clusters Score -68913.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (205 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Entering Unmasked Estep Score: -22418.755859 Penalty: 1320.106445 Iteration 0F: 2 clusters Score -22418.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -21319.525391 Penalty: 2640.212891 Iteration 0F: 3 clusters Score -21319.53 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -21388.468750 Penalty: 2640.212891 Iteration 1F: 3 clusters Score -21388.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2411 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Entering Unmasked Estep Score: -288178.468750 Penalty: 1931.373657 Iteration 0F: 2 clusters Score -288178.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -285283.031250 Penalty: 3862.747314 Iteration 0F: 3 clusters Score -285283 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -285798.250000 Penalty: 3862.747314 Iteration 1F: 3 clusters Score -285798.2 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -285941.531250 Penalty: 3862.747314 Iteration 2F: 3 clusters Score -285941.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -286013.281250 Penalty: 3862.747314 Iteration 3Q: 3 clusters Score -286013.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -286073.656250 Penalty: 3862.747314 Iteration 4Q: 3 clusters Score -286073.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -286122.593750 Penalty: 3862.747314 Iteration 5Q: 3 clusters Score -286122.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -286154.093750 Penalty: 3862.747314 Iteration 6Q: 3 clusters Score -286154.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -286186.906250 Penalty: 3862.747314 Iteration 7Q: 3 clusters Score -286186.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -286212.906250 Penalty: 3862.747314 Iteration 8Q: 3 clusters Score -286212.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -286234.437500 Penalty: 3862.747314 Iteration 9Q: 3 clusters Score -286234.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -286250.968750 Penalty: 3862.747314 Iteration 10Q: 3 clusters Score -286251 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -286261.375000 Penalty: 3862.747314 Iteration 11Q: 3 clusters Score -286261.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -286275.812500 Penalty: 3862.747314 Iteration 12Q: 3 clusters Score -286275.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -286287.031250 Penalty: 3862.747314 Iteration 13Q: 3 clusters Score -286287 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -286296.437500 Penalty: 3862.747314 Iteration 14Q: 3 clusters Score -286296.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -286307.531250 Penalty: 3862.747314 Iteration 15Q: 3 clusters Score -286307.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -286318.781250 Penalty: 3862.747314 Iteration 16Q: 3 clusters Score -286318.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -286326.343750 Penalty: 3862.747314 Iteration 17Q: 3 clusters Score -286326.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -286333.500000 Penalty: 3862.747314 Iteration 18Q: 3 clusters Score -286333.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -286337.125000 Penalty: 3862.747314 Iteration 19Q: 3 clusters Score -286337.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -286342.562500 Penalty: 3862.747314 Iteration 20F: 3 clusters Score -286342.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -286350.375000 Penalty: 3862.747314 Iteration 21Q: 3 clusters Score -286350.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -286354.625000 Penalty: 3862.747314 Iteration 22Q: 3 clusters Score -286354.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -286359.062500 Penalty: 3862.747314 Iteration 23Q: 3 clusters Score -286359.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -286360.906250 Penalty: 3862.747314 Iteration 24Q: 3 clusters Score -286360.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -286362.718750 Penalty: 3862.747314 Iteration 25Q: 3 clusters Score -286362.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -286363.562500 Penalty: 3862.747314 Iteration 26Q: 3 clusters Score -286363.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -286364.750000 Penalty: 3862.747314 Iteration 27Q: 3 clusters Score -286364.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -286365.656250 Penalty: 3862.747314 Iteration 28Q: 3 clusters Score -286365.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -286367.187500 Penalty: 3862.747314 Iteration 29Q: 3 clusters Score -286367.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -286370.218750 Penalty: 3862.747314 Iteration 30Q: 3 clusters Score -286370.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -286374.000000 Penalty: 3862.747314 Iteration 31Q: 3 clusters Score -286374 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -286375.562500 Penalty: 3862.747314 Iteration 32Q: 3 clusters Score -286375.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -286375.000000 Penalty: 3862.747314 Iteration 33Q: 3 clusters Score -286375 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -286375.000000 Penalty: 3862.747314 Iteration 34F: 3 clusters Score -286375 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (9121 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9121 members Entering Unmasked Estep Score: -1166129.750000 Penalty: 2261.346924 Iteration 0F: 2 clusters Score -1166130 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -1158937.625000 Penalty: 4522.693848 Iteration 0F: 3 clusters Score -1158938 nChanged 3869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -1161147.125000 Penalty: 4522.693848 Iteration 1F: 3 clusters Score -1161147 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 5172 members Entering Unmasked Estep Score: -1161493.500000 Penalty: 4522.693848 Iteration 2F: 3 clusters Score -1161494 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 5410 members Entering Unmasked Estep Score: -1161777.750000 Penalty: 4522.693848 Iteration 3F: 3 clusters Score -1161778 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 5682 members Entering Unmasked Estep Score: -1162078.875000 Penalty: 4522.693848 Iteration 4F: 3 clusters Score -1162079 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 5969 members Entering Unmasked Estep Score: -1162372.250000 Penalty: 4522.693848 Iteration 5F: 3 clusters Score -1162372 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -1162703.875000 Penalty: 4522.693848 Iteration 6F: 3 clusters Score -1162704 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 6599 members Entering Unmasked Estep Score: -1162987.375000 Penalty: 4522.693848 Iteration 7Q: 3 clusters Score -1162987 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 6940 members Entering Unmasked Estep Score: -1163266.625000 Penalty: 4522.693848 Iteration 8Q: 3 clusters Score -1163267 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 7278 members Entering Unmasked Estep Score: -1163542.250000 Penalty: 4522.693848 Iteration 9Q: 3 clusters Score -1163542 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 7563 members Entering Unmasked Estep Score: -1163754.750000 Penalty: 4522.693848 Iteration 10Q: 3 clusters Score -1163755 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 7780 members Entering Unmasked Estep Score: -1163908.000000 Penalty: 4522.693848 Iteration 11Q: 3 clusters Score -1163908 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 7954 members Entering Unmasked Estep Score: -1164027.375000 Penalty: 4522.693848 Iteration 12Q: 3 clusters Score -1164027 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 8083 members Entering Unmasked Estep Score: -1164115.750000 Penalty: 4522.693848 Iteration 13Q: 3 clusters Score -1164116 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 8191 members Entering Unmasked Estep Score: -1164185.000000 Penalty: 4522.693848 Iteration 14Q: 3 clusters Score -1164185 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 8276 members Entering Unmasked Estep Score: -1164249.000000 Penalty: 4522.693848 Iteration 15Q: 3 clusters Score -1164249 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 8346 members Entering Unmasked Estep Score: -1164300.250000 Penalty: 4522.693848 Iteration 16Q: 3 clusters Score -1164300 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 8401 members Entering Unmasked Estep Score: -1164333.375000 Penalty: 4522.693848 Iteration 17Q: 3 clusters Score -1164333 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 8445 members Entering Unmasked Estep Score: -1164357.500000 Penalty: 4522.693848 Iteration 18Q: 3 clusters Score -1164358 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 8484 members Entering Unmasked Estep Score: -1164388.500000 Penalty: 4522.693848 Iteration 19Q: 3 clusters Score -1164388 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 8513 members Entering Unmasked Estep Score: -1164409.875000 Penalty: 4522.693848 Iteration 20F: 3 clusters Score -1164410 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 8535 members Entering Unmasked Estep Score: -1164428.625000 Penalty: 4522.693848 Iteration 21Q: 3 clusters Score -1164429 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 8547 members Entering Unmasked Estep Score: -1164435.875000 Penalty: 4522.693848 Iteration 22Q: 3 clusters Score -1164436 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 8559 members Entering Unmasked Estep Score: -1164446.625000 Penalty: 4522.693848 Iteration 23Q: 3 clusters Score -1164447 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 8576 members Entering Unmasked Estep Score: -1164459.750000 Penalty: 4522.693848 Iteration 24Q: 3 clusters Score -1164460 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 8587 members Entering Unmasked Estep Score: -1164470.000000 Penalty: 4522.693848 Iteration 25Q: 3 clusters Score -1164470 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 8595 members Entering Unmasked Estep Score: -1164473.875000 Penalty: 4522.693848 Iteration 26Q: 3 clusters Score -1164474 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 8601 members Entering Unmasked Estep Score: -1164479.125000 Penalty: 4522.693848 Iteration 27Q: 3 clusters Score -1164479 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 8607 members Entering Unmasked Estep Score: -1164480.125000 Penalty: 4522.693848 Iteration 28Q: 3 clusters Score -1164480 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 8610 members Entering Unmasked Estep Score: -1164483.625000 Penalty: 4522.693848 Iteration 29Q: 3 clusters Score -1164484 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 8612 members Entering Unmasked Estep Score: -1164484.000000 Penalty: 4522.693848 Iteration 30Q: 3 clusters Score -1164484 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 8612 members Entering Unmasked Estep Score: -1164484.000000 Penalty: 4522.693848 Iteration 31F: 3 clusters Score -1164484 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (570 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Entering Unmasked Estep Score: -67683.359375 Penalty: 1573.717773 Iteration 0F: 2 clusters Score -67683.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -66067.132812 Penalty: 3147.435547 Iteration 0F: 3 clusters Score -66067.13 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -66289.968750 Penalty: 3147.435547 Iteration 1F: 3 clusters Score -66289.97 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -66348.351562 Penalty: 3147.435547 Iteration 2Q: 3 clusters Score -66348.35 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -66376.101562 Penalty: 3147.435547 Iteration 3Q: 3 clusters Score -66376.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -66386.773438 Penalty: 3147.435547 Iteration 4Q: 3 clusters Score -66386.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -66388.382812 Penalty: 3147.435547 Iteration 5Q: 3 clusters Score -66388.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -66388.382812 Penalty: 3147.435547 Iteration 6F: 3 clusters Score -66388.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (63951 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63951 members Entering Unmasked Estep Score: -8044464.500000 Penalty: 2744.336426 Iteration 0F: 2 clusters Score -8044464 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32009 members Mstep: Class 2 contains 31942 members Entering Unmasked Estep Score: -8001407.000000 Penalty: 5488.672852 Iteration 0F: 3 clusters Score -8001407 nChanged 29937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32172 members Mstep: Class 2 contains 31779 members Entering Unmasked Estep Score: -8018363.500000 Penalty: 5488.672852 Iteration 1F: 3 clusters Score -8018364 nChanged 2514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32440 members Mstep: Class 2 contains 31511 members Entering Unmasked Estep Score: -8019077.000000 Penalty: 5488.672852 Iteration 2Q: 3 clusters Score -8019077 nChanged 2426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32844 members Mstep: Class 2 contains 31107 members Entering Unmasked Estep Score: -8019795.500000 Penalty: 5488.672852 Iteration 3Q: 3 clusters Score -8019796 nChanged 2462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33544 members Mstep: Class 2 contains 30407 members Entering Unmasked Estep Score: -8020666.000000 Penalty: 5488.672852 Iteration 4Q: 3 clusters Score -8020666 nChanged 2723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34637 members Mstep: Class 2 contains 29314 members Entering Unmasked Estep Score: -8021731.500000 Penalty: 5488.672852 Iteration 5Q: 3 clusters Score -8021732 nChanged 2954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36131 members Mstep: Class 2 contains 27820 members Entering Unmasked Estep Score: -8023167.000000 Penalty: 5488.672852 Iteration 6Q: 3 clusters Score -8023167 nChanged 3218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38187 members Mstep: Class 2 contains 25764 members Entering Unmasked Estep Score: -8024867.500000 Penalty: 5488.672852 Iteration 7F: 3 clusters Score -8024868 nChanged 3497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40750 members Mstep: Class 2 contains 23201 members Entering Unmasked Estep Score: -8026925.500000 Penalty: 5488.672852 Iteration 8F: 3 clusters Score -8026926 nChanged 3737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43819 members Mstep: Class 2 contains 20132 members Entering Unmasked Estep Score: -8029467.000000 Penalty: 5488.672852 Iteration 9F: 3 clusters Score -8029467 nChanged 3752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47131 members Mstep: Class 2 contains 16820 members Entering Unmasked Estep Score: -8032516.500000 Penalty: 5488.672852 Iteration 10F: 3 clusters Score -8032516 nChanged 3446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50317 members Mstep: Class 2 contains 13634 members Entering Unmasked Estep Score: -8035564.500000 Penalty: 5488.672852 Iteration 11F: 3 clusters Score -8035564 nChanged 2699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52786 members Mstep: Class 2 contains 11165 members Entering Unmasked Estep Score: -8037899.000000 Penalty: 5488.672852 Iteration 12Q: 3 clusters Score -8037899 nChanged 1865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54475 members Mstep: Class 2 contains 9476 members Entering Unmasked Estep Score: -8039368.000000 Penalty: 5488.672852 Iteration 13Q: 3 clusters Score -8039368 nChanged 1363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55746 members Mstep: Class 2 contains 8205 members Entering Unmasked Estep Score: -8040182.000000 Penalty: 5488.672852 Iteration 14Q: 3 clusters Score -8040182 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56732 members Mstep: Class 2 contains 7219 members Entering Unmasked Estep Score: -8040664.000000 Penalty: 5488.672852 Iteration 15Q: 3 clusters Score -8040664 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57534 members Mstep: Class 2 contains 6417 members Entering Unmasked Estep Score: -8041032.500000 Penalty: 5488.672852 Iteration 16Q: 3 clusters Score -8041032 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58196 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -8041327.000000 Penalty: 5488.672852 Iteration 17Q: 3 clusters Score -8041327 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58774 members Mstep: Class 2 contains 5177 members Entering Unmasked Estep Score: -8041585.000000 Penalty: 5488.672852 Iteration 18Q: 3 clusters Score -8041585 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59249 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -8041762.500000 Penalty: 5488.672852 Iteration 19Q: 3 clusters Score -8041762 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59644 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -8041900.000000 Penalty: 5488.672852 Iteration 20F: 3 clusters Score -8041900 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59985 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -8042028.500000 Penalty: 5488.672852 Iteration 21Q: 3 clusters Score -8042028 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60290 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -8042126.500000 Penalty: 5488.672852 Iteration 22Q: 3 clusters Score -8042126 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60533 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -8042197.500000 Penalty: 5488.672852 Iteration 23Q: 3 clusters Score -8042198 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60747 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -8042257.500000 Penalty: 5488.672852 Iteration 24Q: 3 clusters Score -8042258 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60947 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -8042337.500000 Penalty: 5488.672852 Iteration 25Q: 3 clusters Score -8042338 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61129 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -8042391.500000 Penalty: 5488.672852 Iteration 26Q: 3 clusters Score -8042392 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61283 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -8042431.000000 Penalty: 5488.672852 Iteration 27Q: 3 clusters Score -8042431 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61418 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -8042461.500000 Penalty: 5488.672852 Iteration 28Q: 3 clusters Score -8042462 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61534 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -8042494.000000 Penalty: 5488.672852 Iteration 29Q: 3 clusters Score -8042494 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61630 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -8042547.500000 Penalty: 5488.672852 Iteration 30Q: 3 clusters Score -8042548 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61713 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -8042578.500000 Penalty: 5488.672852 Iteration 31Q: 3 clusters Score -8042578 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61776 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -8042582.500000 Penalty: 5488.672852 Iteration 32Q: 3 clusters Score -8042582 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61835 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -8042611.500000 Penalty: 5488.672852 Iteration 33Q: 3 clusters Score -8042612 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61881 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -8042622.500000 Penalty: 5488.672852 Iteration 34Q: 3 clusters Score -8042622 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61926 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -8042639.000000 Penalty: 5488.672852 Iteration 35Q: 3 clusters Score -8042639 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61973 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -8042646.500000 Penalty: 5488.672852 Iteration 36Q: 3 clusters Score -8042646 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62019 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -8042663.500000 Penalty: 5488.672852 Iteration 37Q: 3 clusters Score -8042664 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62053 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -8042665.000000 Penalty: 5488.672852 Iteration 38Q: 3 clusters Score -8042665 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62076 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -8042670.000000 Penalty: 5488.672852 Iteration 39Q: 3 clusters Score -8042670 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62105 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -8042674.000000 Penalty: 5488.672852 Iteration 40F: 3 clusters Score -8042674 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62137 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -8042683.000000 Penalty: 5488.672852 Iteration 41Q: 3 clusters Score -8042683 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62161 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -8042685.000000 Penalty: 5488.672852 Iteration 42Q: 3 clusters Score -8042685 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62183 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -8042691.000000 Penalty: 5488.672852 Iteration 43Q: 3 clusters Score -8042691 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62208 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -8042693.000000 Penalty: 5488.672852 Iteration 44Q: 3 clusters Score -8042693 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62225 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -8042703.000000 Penalty: 5488.672852 Iteration 45Q: 3 clusters Score -8042703 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62243 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -8042714.000000 Penalty: 5488.672852 Iteration 46Q: 3 clusters Score -8042714 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62263 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -8042702.000000 Penalty: 5488.672852 Iteration 47Q: 3 clusters Score -8042702 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62287 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -8042705.500000 Penalty: 5488.672852 Iteration 48Q: 3 clusters Score -8042706 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62306 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -8042712.000000 Penalty: 5488.672852 Iteration 49Q: 3 clusters Score -8042712 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62317 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -8042712.500000 Penalty: 5488.672852 Iteration 50Q: 3 clusters Score -8042712 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62325 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -8042717.000000 Penalty: 5488.672852 Iteration 51Q: 3 clusters Score -8042717 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62331 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -8042723.500000 Penalty: 5488.672852 Iteration 52Q: 3 clusters Score -8042724 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62335 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -8042727.000000 Penalty: 5488.672852 Iteration 53Q: 3 clusters Score -8042727 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62340 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -8042730.500000 Penalty: 5488.672852 Iteration 54Q: 3 clusters Score -8042730 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62346 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -8042731.500000 Penalty: 5488.672852 Iteration 55Q: 3 clusters Score -8042732 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62351 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -8042728.000000 Penalty: 5488.672852 Iteration 56Q: 3 clusters Score -8042728 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62353 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -8042725.500000 Penalty: 5488.672852 Iteration 57Q: 3 clusters Score -8042726 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62357 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -8042720.500000 Penalty: 5488.672852 Iteration 58Q: 3 clusters Score -8042720 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62360 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -8042722.500000 Penalty: 5488.672852 Iteration 59Q: 3 clusters Score -8042722 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62364 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -8042729.500000 Penalty: 5488.672852 Iteration 60F: 3 clusters Score -8042730 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62365 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -8042724.500000 Penalty: 5488.672852 Iteration 61Q: 3 clusters Score -8042724 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62366 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -8042725.500000 Penalty: 5488.672852 Iteration 62Q: 3 clusters Score -8042726 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62367 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -8042726.500000 Penalty: 5488.672852 Iteration 63Q: 3 clusters Score -8042726 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62367 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -8042726.500000 Penalty: 5488.672852 Iteration 64F: 3 clusters Score -8042726 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (6277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6277 members Entering Unmasked Estep Score: -797653.062500 Penalty: 2168.672363 Iteration 0F: 2 clusters Score -797653.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -792347.875000 Penalty: 4337.344727 Iteration 0F: 3 clusters Score -792347.9 nChanged 2488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -793708.375000 Penalty: 4337.344727 Iteration 1F: 3 clusters Score -793708.4 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -793952.562500 Penalty: 4337.344727 Iteration 2F: 3 clusters Score -793952.6 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -794104.625000 Penalty: 4337.344727 Iteration 3F: 3 clusters Score -794104.6 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -794207.750000 Penalty: 4337.344727 Iteration 4Q: 3 clusters Score -794207.8 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -794302.937500 Penalty: 4337.344727 Iteration 5Q: 3 clusters Score -794302.9 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -794395.062500 Penalty: 4337.344727 Iteration 6Q: 3 clusters Score -794395.1 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -794507.687500 Penalty: 4337.344727 Iteration 7Q: 3 clusters Score -794507.7 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -794663.187500 Penalty: 4337.344727 Iteration 8Q: 3 clusters Score -794663.2 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -794843.250000 Penalty: 4337.344727 Iteration 9Q: 3 clusters Score -794843.2 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -795045.875000 Penalty: 4337.344727 Iteration 10Q: 3 clusters Score -795045.9 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -795305.937500 Penalty: 4337.344727 Iteration 11Q: 3 clusters Score -795305.9 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -795653.437500 Penalty: 4337.344727 Iteration 12Q: 3 clusters Score -795653.4 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -796084.000000 Penalty: 4337.344727 Iteration 13Q: 3 clusters Score -796084 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -796532.750000 Penalty: 4337.344727 Iteration 14Q: 3 clusters Score -796532.8 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -796852.062500 Penalty: 4337.344727 Iteration 15Q: 3 clusters Score -796852.1 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -796985.625000 Penalty: 4337.344727 Iteration 16Q: 3 clusters Score -796985.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -797054.250000 Penalty: 4337.344727 Iteration 17Q: 3 clusters Score -797054.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -797112.687500 Penalty: 4337.344727 Iteration 18Q: 3 clusters Score -797112.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -797181.562500 Penalty: 4337.344727 Iteration 19Q: 3 clusters Score -797181.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -797266.625000 Penalty: 4337.344727 Iteration 20F: 3 clusters Score -797266.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -797347.687500 Penalty: 4337.344727 Iteration 21Q: 3 clusters Score -797347.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -797404.187500 Penalty: 4337.344727 Iteration 22Q: 3 clusters Score -797404.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -797423.125000 Penalty: 4337.344727 Iteration 23Q: 3 clusters Score -797423.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -797430.187500 Penalty: 4337.344727 Iteration 24Q: 3 clusters Score -797430.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 4588 members Entering Unmasked Estep Score: -797434.125000 Penalty: 4337.344727 Iteration 25Q: 3 clusters Score -797434.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -797436.125000 Penalty: 4337.344727 Iteration 26Q: 3 clusters Score -797436.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -797435.250000 Penalty: 4337.344727 Iteration 27Q: 3 clusters Score -797435.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -797436.625000 Penalty: 4337.344727 Iteration 28Q: 3 clusters Score -797436.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -797440.437500 Penalty: 4337.344727 Iteration 29Q: 3 clusters Score -797440.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 4603 members Entering Unmasked Estep Score: -797438.937500 Penalty: 4337.344727 Iteration 30Q: 3 clusters Score -797438.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -797439.312500 Penalty: 4337.344727 Iteration 31Q: 3 clusters Score -797439.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -797439.312500 Penalty: 4337.344727 Iteration 32F: 3 clusters Score -797439.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (8188 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8188 members Entering Unmasked Estep Score: -1048486.000000 Penalty: 2234.585205 Iteration 0F: 2 clusters Score -1048486 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -1041939.750000 Penalty: 4469.170410 Iteration 0F: 3 clusters Score -1041940 nChanged 3368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -1043700.687500 Penalty: 4469.170410 Iteration 1F: 3 clusters Score -1043701 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -1043947.125000 Penalty: 4469.170410 Iteration 2F: 3 clusters Score -1043947 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -1044110.312500 Penalty: 4469.170410 Iteration 3Q: 3 clusters Score -1044110 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -1044209.750000 Penalty: 4469.170410 Iteration 4Q: 3 clusters Score -1044210 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -1044287.000000 Penalty: 4469.170410 Iteration 5Q: 3 clusters Score -1044287 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -1044352.750000 Penalty: 4469.170410 Iteration 6Q: 3 clusters Score -1044353 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -1044403.000000 Penalty: 4469.170410 Iteration 7Q: 3 clusters Score -1044403 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -1044432.750000 Penalty: 4469.170410 Iteration 8Q: 3 clusters Score -1044433 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -1044458.062500 Penalty: 4469.170410 Iteration 9Q: 3 clusters Score -1044458 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -1044482.562500 Penalty: 4469.170410 Iteration 10Q: 3 clusters Score -1044483 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -1044509.812500 Penalty: 4469.170410 Iteration 11Q: 3 clusters Score -1044510 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -1044528.812500 Penalty: 4469.170410 Iteration 12Q: 3 clusters Score -1044529 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4719 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -1044546.875000 Penalty: 4469.170410 Iteration 13Q: 3 clusters Score -1044547 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -1044569.625000 Penalty: 4469.170410 Iteration 14Q: 3 clusters Score -1044570 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -1044594.812500 Penalty: 4469.170410 Iteration 15Q: 3 clusters Score -1044595 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4920 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -1044614.812500 Penalty: 4469.170410 Iteration 16Q: 3 clusters Score -1044615 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -1044641.312500 Penalty: 4469.170410 Iteration 17Q: 3 clusters Score -1044641 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5092 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -1044681.375000 Penalty: 4469.170410 Iteration 18Q: 3 clusters Score -1044681 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -1044717.562500 Penalty: 4469.170410 Iteration 19Q: 3 clusters Score -1044718 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5313 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -1044764.625000 Penalty: 4469.170410 Iteration 20F: 3 clusters Score -1044765 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -1044831.625000 Penalty: 4469.170410 Iteration 21Q: 3 clusters Score -1044832 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5628 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -1044899.625000 Penalty: 4469.170410 Iteration 22Q: 3 clusters Score -1044900 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5798 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -1044985.125000 Penalty: 4469.170410 Iteration 23Q: 3 clusters Score -1044985 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6001 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -1045095.062500 Penalty: 4469.170410 Iteration 24Q: 3 clusters Score -1045095 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6218 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -1045203.625000 Penalty: 4469.170410 Iteration 25Q: 3 clusters Score -1045204 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6434 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -1045327.375000 Penalty: 4469.170410 Iteration 26Q: 3 clusters Score -1045327 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6671 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -1045488.500000 Penalty: 4469.170410 Iteration 27Q: 3 clusters Score -1045488 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6923 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -1045678.812500 Penalty: 4469.170410 Iteration 28Q: 3 clusters Score -1045679 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7155 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -1045858.062500 Penalty: 4469.170410 Iteration 29Q: 3 clusters Score -1045858 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7330 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -1046001.437500 Penalty: 4469.170410 Iteration 30Q: 3 clusters Score -1046001 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7477 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -1046130.437500 Penalty: 4469.170410 Iteration 31Q: 3 clusters Score -1046130 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7595 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -1046237.812500 Penalty: 4469.170410 Iteration 32Q: 3 clusters Score -1046238 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7677 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -1046321.375000 Penalty: 4469.170410 Iteration 33Q: 3 clusters Score -1046321 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7741 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -1046380.125000 Penalty: 4469.170410 Iteration 34Q: 3 clusters Score -1046380 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7782 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -1046420.875000 Penalty: 4469.170410 Iteration 35Q: 3 clusters Score -1046421 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7809 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -1046449.250000 Penalty: 4469.170410 Iteration 36Q: 3 clusters Score -1046449 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7826 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -1046463.125000 Penalty: 4469.170410 Iteration 37Q: 3 clusters Score -1046463 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7835 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -1046473.562500 Penalty: 4469.170410 Iteration 38Q: 3 clusters Score -1046474 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7843 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -1046479.937500 Penalty: 4469.170410 Iteration 39Q: 3 clusters Score -1046480 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7850 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -1046488.625000 Penalty: 4469.170410 Iteration 40F: 3 clusters Score -1046489 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7858 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -1046498.687500 Penalty: 4469.170410 Iteration 41Q: 3 clusters Score -1046499 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7863 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -1046504.812500 Penalty: 4469.170410 Iteration 42Q: 3 clusters Score -1046505 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7869 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -1046514.750000 Penalty: 4469.170410 Iteration 43Q: 3 clusters Score -1046515 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7877 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -1046525.187500 Penalty: 4469.170410 Iteration 44Q: 3 clusters Score -1046525 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7881 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -1046528.250000 Penalty: 4469.170410 Iteration 45Q: 3 clusters Score -1046528 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7884 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -1046532.875000 Penalty: 4469.170410 Iteration 46Q: 3 clusters Score -1046533 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7885 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -1046533.250000 Penalty: 4469.170410 Iteration 47Q: 3 clusters Score -1046533 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7885 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -1046533.250000 Penalty: 4469.170410 Iteration 48F: 3 clusters Score -1046533 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (8243 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8243 members Entering Unmasked Estep Score: -1059825.000000 Penalty: 2236.245605 Iteration 0F: 2 clusters Score -1059825 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -1053276.125000 Penalty: 4472.491211 Iteration 0F: 3 clusters Score -1053276 nChanged 3333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -1055015.750000 Penalty: 4472.491211 Iteration 1F: 3 clusters Score -1055016 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -1055229.750000 Penalty: 4472.491211 Iteration 2F: 3 clusters Score -1055230 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -1055403.750000 Penalty: 4472.491211 Iteration 3Q: 3 clusters Score -1055404 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4357 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -1055539.500000 Penalty: 4472.491211 Iteration 4Q: 3 clusters Score -1055540 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -1055636.875000 Penalty: 4472.491211 Iteration 5Q: 3 clusters Score -1055637 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -1055729.750000 Penalty: 4472.491211 Iteration 6Q: 3 clusters Score -1055730 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -1055802.375000 Penalty: 4472.491211 Iteration 7Q: 3 clusters Score -1055802 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -1055852.750000 Penalty: 4472.491211 Iteration 8Q: 3 clusters Score -1055853 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -1055897.875000 Penalty: 4472.491211 Iteration 9Q: 3 clusters Score -1055898 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -1055936.750000 Penalty: 4472.491211 Iteration 10Q: 3 clusters Score -1055937 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -1055974.125000 Penalty: 4472.491211 Iteration 11Q: 3 clusters Score -1055974 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -1056013.250000 Penalty: 4472.491211 Iteration 12Q: 3 clusters Score -1056013 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -1056048.625000 Penalty: 4472.491211 Iteration 13Q: 3 clusters Score -1056049 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -1056080.375000 Penalty: 4472.491211 Iteration 14Q: 3 clusters Score -1056080 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -1056106.625000 Penalty: 4472.491211 Iteration 15Q: 3 clusters Score -1056107 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -1056141.125000 Penalty: 4472.491211 Iteration 16Q: 3 clusters Score -1056141 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -1056178.625000 Penalty: 4472.491211 Iteration 17Q: 3 clusters Score -1056179 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -1056223.875000 Penalty: 4472.491211 Iteration 18Q: 3 clusters Score -1056224 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -1056272.875000 Penalty: 4472.491211 Iteration 19Q: 3 clusters Score -1056273 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5052 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -1056325.500000 Penalty: 4472.491211 Iteration 20F: 3 clusters Score -1056326 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5150 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -1056381.750000 Penalty: 4472.491211 Iteration 21Q: 3 clusters Score -1056382 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -1056459.000000 Penalty: 4472.491211 Iteration 22Q: 3 clusters Score -1056459 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -1056553.125000 Penalty: 4472.491211 Iteration 23Q: 3 clusters Score -1056553 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -1056655.625000 Penalty: 4472.491211 Iteration 24Q: 3 clusters Score -1056656 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -1056755.375000 Penalty: 4472.491211 Iteration 25Q: 3 clusters Score -1056755 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5796 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -1056872.125000 Penalty: 4472.491211 Iteration 26Q: 3 clusters Score -1056872 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -1056988.000000 Penalty: 4472.491211 Iteration 27Q: 3 clusters Score -1056988 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -1057094.875000 Penalty: 4472.491211 Iteration 28Q: 3 clusters Score -1057095 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6211 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -1057194.750000 Penalty: 4472.491211 Iteration 29Q: 3 clusters Score -1057195 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6327 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -1057265.875000 Penalty: 4472.491211 Iteration 30Q: 3 clusters Score -1057266 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6408 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -1057324.500000 Penalty: 4472.491211 Iteration 31Q: 3 clusters Score -1057324 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6485 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -1057371.375000 Penalty: 4472.491211 Iteration 32Q: 3 clusters Score -1057371 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -1057410.125000 Penalty: 4472.491211 Iteration 33Q: 3 clusters Score -1057410 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6619 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -1057447.000000 Penalty: 4472.491211 Iteration 34Q: 3 clusters Score -1057447 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -1057480.000000 Penalty: 4472.491211 Iteration 35Q: 3 clusters Score -1057480 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6744 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -1057508.875000 Penalty: 4472.491211 Iteration 36Q: 3 clusters Score -1057509 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6800 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -1057536.500000 Penalty: 4472.491211 Iteration 37Q: 3 clusters Score -1057536 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6847 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -1057558.750000 Penalty: 4472.491211 Iteration 38Q: 3 clusters Score -1057559 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6881 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -1057576.000000 Penalty: 4472.491211 Iteration 39Q: 3 clusters Score -1057576 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6904 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -1057585.750000 Penalty: 4472.491211 Iteration 40F: 3 clusters Score -1057586 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6925 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -1057592.375000 Penalty: 4472.491211 Iteration 41Q: 3 clusters Score -1057592 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6937 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -1057598.125000 Penalty: 4472.491211 Iteration 42Q: 3 clusters Score -1057598 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6953 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -1057605.750000 Penalty: 4472.491211 Iteration 43Q: 3 clusters Score -1057606 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6971 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -1057610.125000 Penalty: 4472.491211 Iteration 44Q: 3 clusters Score -1057610 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6993 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -1057619.250000 Penalty: 4472.491211 Iteration 45Q: 3 clusters Score -1057619 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7012 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -1057625.500000 Penalty: 4472.491211 Iteration 46Q: 3 clusters Score -1057626 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7027 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -1057630.375000 Penalty: 4472.491211 Iteration 47Q: 3 clusters Score -1057630 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7047 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -1057637.625000 Penalty: 4472.491211 Iteration 48Q: 3 clusters Score -1057638 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7060 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -1057640.875000 Penalty: 4472.491211 Iteration 49Q: 3 clusters Score -1057641 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7071 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -1057644.000000 Penalty: 4472.491211 Iteration 50Q: 3 clusters Score -1057644 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7082 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -1057648.750000 Penalty: 4472.491211 Iteration 51Q: 3 clusters Score -1057649 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7088 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -1057652.625000 Penalty: 4472.491211 Iteration 52Q: 3 clusters Score -1057653 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7095 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -1057654.750000 Penalty: 4472.491211 Iteration 53Q: 3 clusters Score -1057655 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7097 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -1057653.375000 Penalty: 4472.491211 Iteration 54Q: 3 clusters Score -1057653 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7101 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -1057654.375000 Penalty: 4472.491211 Iteration 55Q: 3 clusters Score -1057654 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7110 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -1057658.500000 Penalty: 4472.491211 Iteration 56Q: 3 clusters Score -1057658 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7116 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -1057657.250000 Penalty: 4472.491211 Iteration 57Q: 3 clusters Score -1057657 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7121 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -1057660.250000 Penalty: 4472.491211 Iteration 58Q: 3 clusters Score -1057660 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7123 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -1057659.375000 Penalty: 4472.491211 Iteration 59Q: 3 clusters Score -1057659 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7127 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -1057661.250000 Penalty: 4472.491211 Iteration 60F: 3 clusters Score -1057661 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7128 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -1057661.250000 Penalty: 4472.491211 Iteration 61Q: 3 clusters Score -1057661 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7130 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -1057660.125000 Penalty: 4472.491211 Iteration 62Q: 3 clusters Score -1057660 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7134 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -1057664.250000 Penalty: 4472.491211 Iteration 63Q: 3 clusters Score -1057664 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7140 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -1057666.375000 Penalty: 4472.491211 Iteration 64Q: 3 clusters Score -1057666 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7144 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -1057664.875000 Penalty: 4472.491211 Iteration 65Q: 3 clusters Score -1057665 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7146 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -1057665.750000 Penalty: 4472.491211 Iteration 66Q: 3 clusters Score -1057666 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7147 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -1057667.375000 Penalty: 4472.491211 Iteration 67Q: 3 clusters Score -1057667 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7148 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -1057667.500000 Penalty: 4472.491211 Iteration 68Q: 3 clusters Score -1057668 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7149 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -1057668.000000 Penalty: 4472.491211 Iteration 69Q: 3 clusters Score -1057668 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7152 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -1057668.125000 Penalty: 4472.491211 Iteration 70Q: 3 clusters Score -1057668 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7153 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -1057668.250000 Penalty: 4472.491211 Iteration 71Q: 3 clusters Score -1057668 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7153 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -1057668.250000 Penalty: 4472.491211 Iteration 72F: 3 clusters Score -1057668 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2740 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Entering Unmasked Estep Score: -330124.718750 Penalty: 1963.096924 Iteration 0F: 2 clusters Score -330124.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -327012.468750 Penalty: 3926.193848 Iteration 0F: 3 clusters Score -327012.5 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -327583.781250 Penalty: 3926.193848 Iteration 1F: 3 clusters Score -327583.8 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -327732.500000 Penalty: 3926.193848 Iteration 2F: 3 clusters Score -327732.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -327813.812500 Penalty: 3926.193848 Iteration 3Q: 3 clusters Score -327813.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -327881.000000 Penalty: 3926.193848 Iteration 4Q: 3 clusters Score -327881 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -327934.968750 Penalty: 3926.193848 Iteration 5Q: 3 clusters Score -327935 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -327992.281250 Penalty: 3926.193848 Iteration 6Q: 3 clusters Score -327992.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -328039.687500 Penalty: 3926.193848 Iteration 7Q: 3 clusters Score -328039.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -328096.593750 Penalty: 3926.193848 Iteration 8Q: 3 clusters Score -328096.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -328149.437500 Penalty: 3926.193848 Iteration 9Q: 3 clusters Score -328149.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -328194.781250 Penalty: 3926.193848 Iteration 10Q: 3 clusters Score -328194.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -328243.781250 Penalty: 3926.193848 Iteration 11Q: 3 clusters Score -328243.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -328284.375000 Penalty: 3926.193848 Iteration 12Q: 3 clusters Score -328284.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -328322.093750 Penalty: 3926.193848 Iteration 13Q: 3 clusters Score -328322.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -328354.718750 Penalty: 3926.193848 Iteration 14Q: 3 clusters Score -328354.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -328399.031250 Penalty: 3926.193848 Iteration 15Q: 3 clusters Score -328399 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -328424.437500 Penalty: 3926.193848 Iteration 16Q: 3 clusters Score -328424.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -328443.968750 Penalty: 3926.193848 Iteration 17Q: 3 clusters Score -328444 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -328475.531250 Penalty: 3926.193848 Iteration 18Q: 3 clusters Score -328475.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -328504.218750 Penalty: 3926.193848 Iteration 19Q: 3 clusters Score -328504.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -328527.156250 Penalty: 3926.193848 Iteration 20F: 3 clusters Score -328527.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -328542.812500 Penalty: 3926.193848 Iteration 21Q: 3 clusters Score -328542.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -328557.625000 Penalty: 3926.193848 Iteration 22Q: 3 clusters Score -328557.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -328571.812500 Penalty: 3926.193848 Iteration 23Q: 3 clusters Score -328571.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -328586.031250 Penalty: 3926.193848 Iteration 24Q: 3 clusters Score -328586 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -328592.218750 Penalty: 3926.193848 Iteration 25Q: 3 clusters Score -328592.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -328598.375000 Penalty: 3926.193848 Iteration 26Q: 3 clusters Score -328598.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -328601.812500 Penalty: 3926.193848 Iteration 27Q: 3 clusters Score -328601.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -328603.750000 Penalty: 3926.193848 Iteration 28Q: 3 clusters Score -328603.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -328607.250000 Penalty: 3926.193848 Iteration 29Q: 3 clusters Score -328607.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -328611.750000 Penalty: 3926.193848 Iteration 30Q: 3 clusters Score -328611.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -328615.375000 Penalty: 3926.193848 Iteration 31Q: 3 clusters Score -328615.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -328616.468750 Penalty: 3926.193848 Iteration 32Q: 3 clusters Score -328616.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -328617.312500 Penalty: 3926.193848 Iteration 33Q: 3 clusters Score -328617.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -328620.781250 Penalty: 3926.193848 Iteration 34Q: 3 clusters Score -328620.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -328622.531250 Penalty: 3926.193848 Iteration 35Q: 3 clusters Score -328622.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -328625.562500 Penalty: 3926.193848 Iteration 36Q: 3 clusters Score -328625.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -328626.812500 Penalty: 3926.193848 Iteration 37Q: 3 clusters Score -328626.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -328627.687500 Penalty: 3926.193848 Iteration 38Q: 3 clusters Score -328627.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -328630.062500 Penalty: 3926.193848 Iteration 39Q: 3 clusters Score -328630.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -328630.875000 Penalty: 3926.193848 Iteration 40F: 3 clusters Score -328630.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (172 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Entering Unmasked Estep Score: -15861.265625 Penalty: 1276.578613 Iteration 0F: 2 clusters Score -15861.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -14941.204102 Penalty: 2553.157227 Iteration 0F: 3 clusters Score -14941.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -14972.155273 Penalty: 2553.157227 Iteration 1Q: 3 clusters Score -14972.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -14974.903320 Penalty: 2553.157227 Iteration 2Q: 3 clusters Score -14974.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -14974.903320 Penalty: 2553.157227 Iteration 3F: 3 clusters Score -14974.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (8989 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8989 members Entering Unmasked Estep Score: -1147632.125000 Penalty: 2257.731689 Iteration 0F: 2 clusters Score -1147632 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -1140564.500000 Penalty: 4515.463379 Iteration 0F: 3 clusters Score -1140564 nChanged 3731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -1142565.875000 Penalty: 4515.463379 Iteration 1F: 3 clusters Score -1142566 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -1142824.000000 Penalty: 4515.463379 Iteration 2F: 3 clusters Score -1142824 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -1143036.750000 Penalty: 4515.463379 Iteration 3Q: 3 clusters Score -1143037 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -1143265.750000 Penalty: 4515.463379 Iteration 4Q: 3 clusters Score -1143266 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -1143541.875000 Penalty: 4515.463379 Iteration 5Q: 3 clusters Score -1143542 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -1143831.500000 Penalty: 4515.463379 Iteration 6Q: 3 clusters Score -1143832 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -1144201.250000 Penalty: 4515.463379 Iteration 7F: 3 clusters Score -1144201 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 5184 members Entering Unmasked Estep Score: -1144570.500000 Penalty: 4515.463379 Iteration 8F: 3 clusters Score -1144570 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 5505 members Entering Unmasked Estep Score: -1144934.125000 Penalty: 4515.463379 Iteration 9F: 3 clusters Score -1144934 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 5805 members Entering Unmasked Estep Score: -1145264.750000 Penalty: 4515.463379 Iteration 10F: 3 clusters Score -1145265 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -1145543.625000 Penalty: 4515.463379 Iteration 11Q: 3 clusters Score -1145544 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 6373 members Entering Unmasked Estep Score: -1145737.625000 Penalty: 4515.463379 Iteration 12Q: 3 clusters Score -1145738 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 6595 members Entering Unmasked Estep Score: -1145893.750000 Penalty: 4515.463379 Iteration 13Q: 3 clusters Score -1145894 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -1146006.375000 Penalty: 4515.463379 Iteration 14Q: 3 clusters Score -1146006 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 6970 members Entering Unmasked Estep Score: -1146103.625000 Penalty: 4515.463379 Iteration 15Q: 3 clusters Score -1146104 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 7120 members Entering Unmasked Estep Score: -1146173.750000 Penalty: 4515.463379 Iteration 16Q: 3 clusters Score -1146174 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 7249 members Entering Unmasked Estep Score: -1146238.750000 Penalty: 4515.463379 Iteration 17Q: 3 clusters Score -1146239 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 7369 members Entering Unmasked Estep Score: -1146305.125000 Penalty: 4515.463379 Iteration 18Q: 3 clusters Score -1146305 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 7462 members Entering Unmasked Estep Score: -1146352.625000 Penalty: 4515.463379 Iteration 19Q: 3 clusters Score -1146353 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 7554 members Entering Unmasked Estep Score: -1146404.000000 Penalty: 4515.463379 Iteration 20F: 3 clusters Score -1146404 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 7625 members Entering Unmasked Estep Score: -1146434.875000 Penalty: 4515.463379 Iteration 21Q: 3 clusters Score -1146435 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 7676 members Entering Unmasked Estep Score: -1146453.750000 Penalty: 4515.463379 Iteration 22Q: 3 clusters Score -1146454 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 7708 members Entering Unmasked Estep Score: -1146469.375000 Penalty: 4515.463379 Iteration 23Q: 3 clusters Score -1146469 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 7734 members Entering Unmasked Estep Score: -1146481.000000 Penalty: 4515.463379 Iteration 24Q: 3 clusters Score -1146481 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 7756 members Entering Unmasked Estep Score: -1146486.500000 Penalty: 4515.463379 Iteration 25Q: 3 clusters Score -1146486 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 7772 members Entering Unmasked Estep Score: -1146485.375000 Penalty: 4515.463379 Iteration 26Q: 3 clusters Score -1146485 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 7789 members Entering Unmasked Estep Score: -1146493.375000 Penalty: 4515.463379 Iteration 27Q: 3 clusters Score -1146493 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 7801 members Entering Unmasked Estep Score: -1146499.375000 Penalty: 4515.463379 Iteration 28Q: 3 clusters Score -1146499 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 7815 members Entering Unmasked Estep Score: -1146502.000000 Penalty: 4515.463379 Iteration 29Q: 3 clusters Score -1146502 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 7828 members Entering Unmasked Estep Score: -1146507.875000 Penalty: 4515.463379 Iteration 30Q: 3 clusters Score -1146508 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 7836 members Entering Unmasked Estep Score: -1146511.625000 Penalty: 4515.463379 Iteration 31Q: 3 clusters Score -1146512 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 7851 members Entering Unmasked Estep Score: -1146517.625000 Penalty: 4515.463379 Iteration 32Q: 3 clusters Score -1146518 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 7860 members Entering Unmasked Estep Score: -1146519.000000 Penalty: 4515.463379 Iteration 33Q: 3 clusters Score -1146519 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 7866 members Entering Unmasked Estep Score: -1146519.750000 Penalty: 4515.463379 Iteration 34Q: 3 clusters Score -1146520 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 7871 members Entering Unmasked Estep Score: -1146520.125000 Penalty: 4515.463379 Iteration 35Q: 3 clusters Score -1146520 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 7872 members Entering Unmasked Estep Score: -1146522.625000 Penalty: 4515.463379 Iteration 36Q: 3 clusters Score -1146523 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 7873 members Entering Unmasked Estep Score: -1146521.875000 Penalty: 4515.463379 Iteration 37Q: 3 clusters Score -1146522 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 7874 members Entering Unmasked Estep Score: -1146521.500000 Penalty: 4515.463379 Iteration 38Q: 3 clusters Score -1146522 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 7874 members Entering Unmasked Estep Score: -1146521.500000 Penalty: 4515.463379 Iteration 39F: 3 clusters Score -1146522 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (736 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Entering Unmasked Estep Score: -75971.335938 Penalty: 1637.105103 Iteration 0F: 2 clusters Score -75971.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -74289.882812 Penalty: 3274.210205 Iteration 0F: 3 clusters Score -74289.88 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -74643.984375 Penalty: 3274.210205 Iteration 1F: 3 clusters Score -74643.98 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -74903.898438 Penalty: 3274.210205 Iteration 2F: 3 clusters Score -74903.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -75106.898438 Penalty: 3274.210205 Iteration 3F: 3 clusters Score -75106.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -75194.617188 Penalty: 3274.210205 Iteration 4F: 3 clusters Score -75194.62 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -75232.476562 Penalty: 3274.210205 Iteration 5Q: 3 clusters Score -75232.48 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -75282.734375 Penalty: 3274.210205 Iteration 6Q: 3 clusters Score -75282.73 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -75382.140625 Penalty: 3274.210205 Iteration 7Q: 3 clusters Score -75382.14 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -75479.531250 Penalty: 3274.210205 Iteration 8Q: 3 clusters Score -75479.53 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -75594.960938 Penalty: 3274.210205 Iteration 9Q: 3 clusters Score -75594.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -75637.585938 Penalty: 3274.210205 Iteration 10Q: 3 clusters Score -75637.59 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -75684.078125 Penalty: 3274.210205 Iteration 11Q: 3 clusters Score -75684.08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -75708.195312 Penalty: 3274.210205 Iteration 12Q: 3 clusters Score -75708.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -75728.898438 Penalty: 3274.210205 Iteration 13Q: 3 clusters Score -75728.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -75735.820312 Penalty: 3274.210205 Iteration 14Q: 3 clusters Score -75735.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -75748.929688 Penalty: 3274.210205 Iteration 15Q: 3 clusters Score -75748.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -75762.664062 Penalty: 3274.210205 Iteration 16Q: 3 clusters Score -75762.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -75794.234375 Penalty: 3274.210205 Iteration 17Q: 3 clusters Score -75794.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -75802.796875 Penalty: 3274.210205 Iteration 18Q: 3 clusters Score -75802.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -75804.351562 Penalty: 3274.210205 Iteration 19Q: 3 clusters Score -75804.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -75809.507812 Penalty: 3274.210205 Iteration 20F: 3 clusters Score -75809.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -75813.953125 Penalty: 3274.210205 Iteration 21Q: 3 clusters Score -75813.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -75813.953125 Penalty: 3274.210205 Iteration 22F: 3 clusters Score -75813.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (460 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Entering Unmasked Estep Score: -49971.277344 Penalty: 1520.544189 Iteration 0F: 2 clusters Score -49971.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -48557.144531 Penalty: 3041.088379 Iteration 0F: 3 clusters Score -48557.14 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -48786.734375 Penalty: 3041.088379 Iteration 1F: 3 clusters Score -48786.73 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -48855.054688 Penalty: 3041.088379 Iteration 2Q: 3 clusters Score -48855.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -48889.578125 Penalty: 3041.088379 Iteration 3Q: 3 clusters Score -48889.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -48901.707031 Penalty: 3041.088379 Iteration 4Q: 3 clusters Score -48901.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -48914.363281 Penalty: 3041.088379 Iteration 5Q: 3 clusters Score -48914.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -48925.800781 Penalty: 3041.088379 Iteration 6Q: 3 clusters Score -48925.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -48934.417969 Penalty: 3041.088379 Iteration 7Q: 3 clusters Score -48934.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -48935.285156 Penalty: 3041.088379 Iteration 8Q: 3 clusters Score -48935.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -48935.285156 Penalty: 3041.088379 Iteration 9F: 3 clusters Score -48935.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3483 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Entering Unmasked Estep Score: -433163.468750 Penalty: 2022.600952 Iteration 0F: 2 clusters Score -433163.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -429642.593750 Penalty: 4045.201904 Iteration 0F: 3 clusters Score -429642.6 nChanged 1259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -430455.718750 Penalty: 4045.201904 Iteration 1F: 3 clusters Score -430455.7 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -430708.250000 Penalty: 4045.201904 Iteration 2F: 3 clusters Score -430708.2 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -430876.968750 Penalty: 4045.201904 Iteration 3F: 3 clusters Score -430877 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -431023.843750 Penalty: 4045.201904 Iteration 4F: 3 clusters Score -431023.8 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -431180.468750 Penalty: 4045.201904 Iteration 5Q: 3 clusters Score -431180.5 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -431345.843750 Penalty: 4045.201904 Iteration 6Q: 3 clusters Score -431345.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -431483.593750 Penalty: 4045.201904 Iteration 7Q: 3 clusters Score -431483.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -431623.968750 Penalty: 4045.201904 Iteration 8Q: 3 clusters Score -431624 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -431735.187500 Penalty: 4045.201904 Iteration 9Q: 3 clusters Score -431735.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -431817.562500 Penalty: 4045.201904 Iteration 10Q: 3 clusters Score -431817.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -431888.375000 Penalty: 4045.201904 Iteration 11Q: 3 clusters Score -431888.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -431933.312500 Penalty: 4045.201904 Iteration 12Q: 3 clusters Score -431933.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -431965.937500 Penalty: 4045.201904 Iteration 13Q: 3 clusters Score -431965.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -431989.187500 Penalty: 4045.201904 Iteration 14Q: 3 clusters Score -431989.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -432008.500000 Penalty: 4045.201904 Iteration 15Q: 3 clusters Score -432008.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -432022.187500 Penalty: 4045.201904 Iteration 16Q: 3 clusters Score -432022.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -432038.718750 Penalty: 4045.201904 Iteration 17Q: 3 clusters Score -432038.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -432053.718750 Penalty: 4045.201904 Iteration 18Q: 3 clusters Score -432053.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -432061.687500 Penalty: 4045.201904 Iteration 19Q: 3 clusters Score -432061.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -432067.750000 Penalty: 4045.201904 Iteration 20F: 3 clusters Score -432067.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -432071.812500 Penalty: 4045.201904 Iteration 21Q: 3 clusters Score -432071.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -432079.781250 Penalty: 4045.201904 Iteration 22Q: 3 clusters Score -432079.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -432082.031250 Penalty: 4045.201904 Iteration 23Q: 3 clusters Score -432082 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -432083.125000 Penalty: 4045.201904 Iteration 24Q: 3 clusters Score -432083.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -432085.062500 Penalty: 4045.201904 Iteration 25Q: 3 clusters Score -432085.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -432086.718750 Penalty: 4045.201904 Iteration 26Q: 3 clusters Score -432086.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -432087.218750 Penalty: 4045.201904 Iteration 27Q: 3 clusters Score -432087.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -432087.218750 Penalty: 4045.201904 Iteration 28F: 3 clusters Score -432087.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (135 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Entering Unmasked Estep Score: -12241.849609 Penalty: 1216.508179 Iteration 0F: 2 clusters Score -12241.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -11303.511719 Penalty: 2433.016357 Iteration 0F: 3 clusters Score -11303.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -11349.516602 Penalty: 2433.016357 Iteration 1Q: 3 clusters Score -11349.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -11349.516602 Penalty: 2433.016357 Iteration 2F: 3 clusters Score -11349.52 nChanged 0 --- Evaluating fit on full set of 1346275 points --- Entering Unmasked Estep Score: -166257952.000000 Penalty: 80499.710938 24->24 Clusters: Score -166257952.000000, best is -166795056.000000 Starting from 25 clusters... Entering ConstructFrom: --- Running on subset of 448758 points --- Entering CEM Assigned 25 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18620 members Mstep: Class 2 contains 18857 members Mstep: Class 3 contains 18681 members Mstep: Class 4 contains 18828 members Mstep: Class 5 contains 18669 members Mstep: Class 6 contains 18979 members Mstep: Class 7 contains 18758 members Mstep: Class 8 contains 18764 members Mstep: Class 9 contains 18328 members Mstep: Class 10 contains 18652 members Mstep: Class 11 contains 18841 members Mstep: Class 12 contains 18899 members Mstep: Class 13 contains 18517 members Mstep: Class 14 contains 18527 members Mstep: Class 15 contains 18574 members Mstep: Class 16 contains 18583 members Mstep: Class 17 contains 18837 members Mstep: Class 18 contains 18735 members Mstep: Class 19 contains 18622 members Mstep: Class 20 contains 18715 members Mstep: Class 21 contains 18658 members Mstep: Class 22 contains 18777 members Mstep: Class 23 contains 18611 members Mstep: Class 24 contains 18726 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 177.504059 but Gain 3227.531250 Score: -52067048.000000 Penalty: 74233.218750 Iteration 0F: 24 clusters Score -5.206705e+07 nChanged 428706 Entering Unmasked Mstep Mstep: Class 0 contains 2330 members Mstep: Class 1 contains 21713 members Mstep: Class 2 contains 5898 members Mstep: Class 3 contains 66541 members Mstep: Class 4 contains 16472 members Mstep: Class 5 contains 11594 members Mstep: Class 6 contains 1317 members Mstep: Class 7 contains 46064 members Mstep: Class 8 contains 20102 members Mstep: Class 9 contains 15740 members Mstep: Class 10 contains 24362 members Mstep: Class 11 contains 3269 members Mstep: Class 12 contains 15724 members Mstep: Class 13 contains 7889 members Mstep: Class 14 contains 29565 members Mstep: Class 16 contains 10567 members Mstep: Class 17 contains 21024 members Mstep: Class 18 contains 13305 members Mstep: Class 19 contains 33158 members Mstep: Class 20 contains 15419 members Mstep: Class 21 contains 11581 members Mstep: Class 22 contains 5688 members Mstep: Class 23 contains 2264 members Mstep: Class 24 contains 47172 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 1130.665161 but Gain 3227.531250 Score: -54270836.000000 Penalty: 71005.687500 Iteration 1F: 23 clusters Score -5.427084e+07 nChanged 171050 Entering Unmasked Mstep Mstep: Class 0 contains 2237 members Mstep: Class 1 contains 16623 members Mstep: Class 2 contains 4032 members Mstep: Class 3 contains 89500 members Mstep: Class 4 contains 11100 members Mstep: Class 5 contains 11612 members Mstep: Class 6 contains 405 members Mstep: Class 7 contains 44867 members Mstep: Class 8 contains 25661 members Mstep: Class 9 contains 14776 members Mstep: Class 10 contains 38141 members Mstep: Class 12 contains 10194 members Mstep: Class 13 contains 5200 members Mstep: Class 14 contains 30742 members Mstep: Class 16 contains 8315 members Mstep: Class 17 contains 15129 members Mstep: Class 18 contains 6507 members Mstep: Class 19 contains 34518 members Mstep: Class 20 contains 5940 members Mstep: Class 21 contains 8468 members Mstep: Class 22 contains 1308 members Mstep: Class 23 contains 1099 members Mstep: Class 24 contains 62384 members Entering Unmasked Estep ConsiderDeletion Deleting Class 23. Lose 2624.358154 but Gain 3227.531250 Score: -54684060.000000 Penalty: 67778.156250 Iteration 2F: 22 clusters Score -5.468406e+07 nChanged 123904 Entering Unmasked Mstep Mstep: Class 0 contains 2091 members Mstep: Class 1 contains 8931 members Mstep: Class 2 contains 3830 members Mstep: Class 3 contains 85855 members Mstep: Class 4 contains 8142 members Mstep: Class 5 contains 11605 members Mstep: Class 6 contains 359 members Mstep: Class 7 contains 33648 members Mstep: Class 8 contains 39883 members Mstep: Class 9 contains 13476 members Mstep: Class 10 contains 53622 members Mstep: Class 12 contains 6501 members Mstep: Class 13 contains 3302 members Mstep: Class 14 contains 20949 members Mstep: Class 16 contains 4678 members Mstep: Class 17 contains 14789 members Mstep: Class 18 contains 4804 members Mstep: Class 19 contains 38410 members Mstep: Class 20 contains 3016 members Mstep: Class 21 contains 6332 members Mstep: Class 22 contains 355 members Mstep: Class 24 contains 84180 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 2351.657471 but Gain 3227.527344 Score: -54878912.000000 Penalty: 64550.628906 Iteration 3F: 21 clusters Score -5.487891e+07 nChanged 91624 Entering Unmasked Mstep Mstep: Class 0 contains 1877 members Mstep: Class 1 contains 5015 members Mstep: Class 2 contains 2833 members Mstep: Class 3 contains 80350 members Mstep: Class 4 contains 5244 members Mstep: Class 5 contains 10455 members Mstep: Class 6 contains 460 members Mstep: Class 7 contains 21783 members Mstep: Class 8 contains 54160 members Mstep: Class 9 contains 10405 members Mstep: Class 10 contains 66146 members Mstep: Class 12 contains 4583 members Mstep: Class 14 contains 13298 members Mstep: Class 16 contains 3142 members Mstep: Class 17 contains 14165 members Mstep: Class 18 contains 4064 members Mstep: Class 19 contains 39291 members Mstep: Class 20 contains 2350 members Mstep: Class 21 contains 5105 members Mstep: Class 22 contains 344 members Mstep: Class 24 contains 103688 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 2719.635498 but Gain 3227.535156 Score: -55039436.000000 Penalty: 61323.093750 Iteration 4F: 20 clusters Score -5.503944e+07 nChanged 65285 Entering Unmasked Mstep Mstep: Class 0 contains 1131 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 2056 members Mstep: Class 3 contains 82039 members Mstep: Class 4 contains 3090 members Mstep: Class 5 contains 9218 members Mstep: Class 6 contains 1003 members Mstep: Class 7 contains 12753 members Mstep: Class 8 contains 60656 members Mstep: Class 9 contains 6900 members Mstep: Class 10 contains 74711 members Mstep: Class 12 contains 3241 members Mstep: Class 14 contains 8447 members Mstep: Class 17 contains 12427 members Mstep: Class 18 contains 3780 members Mstep: Class 19 contains 39121 members Mstep: Class 20 contains 2342 members Mstep: Class 21 contains 4827 members Mstep: Class 22 contains 509 members Mstep: Class 24 contains 117228 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 1924.564453 but Gain 3227.531250 Score: -55173328.000000 Penalty: 58095.562500 Iteration 5F: 19 clusters Score -5.517333e+07 nChanged 48736 Entering Unmasked Mstep Mstep: Class 0 contains 450 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 1704 members Mstep: Class 3 contains 83722 members Mstep: Class 5 contains 7977 members Mstep: Class 6 contains 1143 members Mstep: Class 7 contains 7423 members Mstep: Class 8 contains 63167 members Mstep: Class 9 contains 4219 members Mstep: Class 10 contains 80167 members Mstep: Class 12 contains 2404 members Mstep: Class 14 contains 5572 members Mstep: Class 17 contains 10168 members Mstep: Class 18 contains 3648 members Mstep: Class 19 contains 39584 members Mstep: Class 20 contains 2237 members Mstep: Class 21 contains 4893 members Mstep: Class 22 contains 1000 members Mstep: Class 24 contains 127007 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 1807.425903 but Gain 3227.531250 Score: -55258540.000000 Penalty: 54868.031250 Iteration 6F: 18 clusters Score -5.525854e+07 nChanged 38801 Entering Unmasked Mstep Mstep: Class 0 contains 236 members Mstep: Class 2 contains 1487 members Mstep: Class 3 contains 84638 members Mstep: Class 5 contains 6919 members Mstep: Class 6 contains 1156 members Mstep: Class 7 contains 4607 members Mstep: Class 8 contains 64238 members Mstep: Class 9 contains 2450 members Mstep: Class 10 contains 81231 members Mstep: Class 12 contains 2008 members Mstep: Class 14 contains 4245 members Mstep: Class 17 contains 7935 members Mstep: Class 18 contains 3534 members Mstep: Class 19 contains 40245 members Mstep: Class 20 contains 2152 members Mstep: Class 21 contains 4834 members Mstep: Class 22 contains 1179 members Mstep: Class 24 contains 135664 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 1398.132690 but Gain 3227.531250 Score: -55296716.000000 Penalty: 51640.500000 Iteration 7F: 17 clusters Score -5.529672e+07 nChanged 33492 Entering Unmasked Mstep Mstep: Class 0 contains 219 members Mstep: Class 2 contains 1377 members Mstep: Class 3 contains 85648 members Mstep: Class 5 contains 6229 members Mstep: Class 6 contains 1159 members Mstep: Class 7 contains 3037 members Mstep: Class 8 contains 64722 members Mstep: Class 10 contains 78720 members Mstep: Class 12 contains 1802 members Mstep: Class 14 contains 3730 members Mstep: Class 17 contains 6073 members Mstep: Class 18 contains 3500 members Mstep: Class 19 contains 39911 members Mstep: Class 20 contains 2128 members Mstep: Class 21 contains 4736 members Mstep: Class 22 contains 1185 members Mstep: Class 24 contains 144582 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 2459.709473 but Gain 3227.531250 Score: -55325684.000000 Penalty: 48412.968750 Iteration 8F: 16 clusters Score -5.532568e+07 nChanged 29744 Entering Unmasked Mstep Mstep: Class 0 contains 218 members Mstep: Class 2 contains 1305 members Mstep: Class 3 contains 85311 members Mstep: Class 5 contains 6167 members Mstep: Class 6 contains 1159 members Mstep: Class 8 contains 65611 members Mstep: Class 10 contains 73529 members Mstep: Class 12 contains 1732 members Mstep: Class 14 contains 3705 members Mstep: Class 17 contains 4749 members Mstep: Class 18 contains 3443 members Mstep: Class 19 contains 38574 members Mstep: Class 20 contains 2125 members Mstep: Class 21 contains 4814 members Mstep: Class 22 contains 1184 members Mstep: Class 24 contains 155132 members Entering Unmasked Estep ConsiderDeletion Score: -55347372.000000 Penalty: 48412.968750 Iteration 9F: 16 clusters Score -5.534737e+07 nChanged 23373 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 1258 members Mstep: Class 3 contains 83461 members Mstep: Class 5 contains 6483 members Mstep: Class 6 contains 1159 members Mstep: Class 8 contains 65703 members Mstep: Class 10 contains 66244 members Mstep: Class 12 contains 1800 members Mstep: Class 14 contains 3922 members Mstep: Class 17 contains 3952 members Mstep: Class 18 contains 3396 members Mstep: Class 19 contains 36444 members Mstep: Class 20 contains 2128 members Mstep: Class 21 contains 4659 members Mstep: Class 22 contains 1185 members Mstep: Class 24 contains 166747 members Entering Unmasked Estep ConsiderDeletion Score: -55359652.000000 Penalty: 48412.968750 Iteration 10F: 16 clusters Score -5.535965e+07 nChanged 20006 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 1217 members Mstep: Class 3 contains 80972 members Mstep: Class 5 contains 6887 members Mstep: Class 6 contains 1159 members Mstep: Class 8 contains 65780 members Mstep: Class 10 contains 58678 members Mstep: Class 12 contains 1929 members Mstep: Class 14 contains 4289 members Mstep: Class 17 contains 3563 members Mstep: Class 18 contains 3317 members Mstep: Class 19 contains 34102 members Mstep: Class 20 contains 2136 members Mstep: Class 21 contains 4549 members Mstep: Class 22 contains 1186 members Mstep: Class 24 contains 178777 members Entering Unmasked Estep ConsiderDeletion Score: -55369732.000000 Penalty: 48412.968750 Iteration 11Q: 16 clusters Score -5.536973e+07 nChanged 17438 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 1177 members Mstep: Class 3 contains 77921 members Mstep: Class 5 contains 7336 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 65903 members Mstep: Class 10 contains 51710 members Mstep: Class 12 contains 2056 members Mstep: Class 14 contains 4649 members Mstep: Class 17 contains 3389 members Mstep: Class 18 contains 3243 members Mstep: Class 19 contains 31701 members Mstep: Class 20 contains 2138 members Mstep: Class 21 contains 4461 members Mstep: Class 22 contains 1186 members Mstep: Class 24 contains 190513 members Entering Unmasked Estep ConsiderDeletion Score: -55378484.000000 Penalty: 48412.968750 Iteration 12Q: 16 clusters Score -5.537848e+07 nChanged 15236 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 1138 members Mstep: Class 3 contains 74547 members Mstep: Class 5 contains 7790 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 66073 members Mstep: Class 10 contains 45939 members Mstep: Class 12 contains 2185 members Mstep: Class 14 contains 4978 members Mstep: Class 17 contains 3281 members Mstep: Class 18 contains 3188 members Mstep: Class 19 contains 29479 members Mstep: Class 20 contains 2135 members Mstep: Class 21 contains 4390 members Mstep: Class 22 contains 1186 members Mstep: Class 24 contains 201074 members Entering Unmasked Estep ConsiderDeletion Score: -55386940.000000 Penalty: 48412.968750 Iteration 13Q: 16 clusters Score -5.538694e+07 nChanged 13624 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 1104 members Mstep: Class 3 contains 71177 members Mstep: Class 5 contains 8200 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 66272 members Mstep: Class 10 contains 41048 members Mstep: Class 12 contains 2286 members Mstep: Class 14 contains 5229 members Mstep: Class 17 contains 3226 members Mstep: Class 18 contains 3135 members Mstep: Class 19 contains 27374 members Mstep: Class 20 contains 2134 members Mstep: Class 21 contains 4330 members Mstep: Class 22 contains 1185 members Mstep: Class 24 contains 210683 members Entering Unmasked Estep ConsiderDeletion Score: -55394100.000000 Penalty: 48412.968750 Iteration 14Q: 16 clusters Score -5.53941e+07 nChanged 11516 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 1090 members Mstep: Class 3 contains 68218 members Mstep: Class 5 contains 8602 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 66271 members Mstep: Class 10 contains 37200 members Mstep: Class 12 contains 2372 members Mstep: Class 14 contains 5416 members Mstep: Class 17 contains 3228 members Mstep: Class 18 contains 3069 members Mstep: Class 19 contains 25458 members Mstep: Class 20 contains 2135 members Mstep: Class 21 contains 4282 members Mstep: Class 22 contains 1182 members Mstep: Class 24 contains 218860 members Entering Unmasked Estep ConsiderDeletion Score: -55399232.000000 Penalty: 48412.968750 Iteration 15Q: 16 clusters Score -5.539923e+07 nChanged 9391 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 1071 members Mstep: Class 3 contains 65863 members Mstep: Class 5 contains 8931 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 66138 members Mstep: Class 10 contains 34252 members Mstep: Class 12 contains 2452 members Mstep: Class 14 contains 5533 members Mstep: Class 17 contains 3229 members Mstep: Class 18 contains 3040 members Mstep: Class 19 contains 23770 members Mstep: Class 20 contains 2136 members Mstep: Class 21 contains 4250 members Mstep: Class 22 contains 1182 members Mstep: Class 24 contains 225536 members Entering Unmasked Estep ConsiderDeletion Score: -55402772.000000 Penalty: 48412.968750 Iteration 16Q: 16 clusters Score -5.540277e+07 nChanged 7212 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 1057 members Mstep: Class 3 contains 64118 members Mstep: Class 5 contains 9193 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 65947 members Mstep: Class 10 contains 32050 members Mstep: Class 12 contains 2506 members Mstep: Class 14 contains 5610 members Mstep: Class 17 contains 3223 members Mstep: Class 18 contains 2974 members Mstep: Class 19 contains 22391 members Mstep: Class 20 contains 2136 members Mstep: Class 21 contains 4228 members Mstep: Class 22 contains 1182 members Mstep: Class 24 contains 230768 members Entering Unmasked Estep ConsiderDeletion Score: -55404548.000000 Penalty: 48412.968750 Iteration 17Q: 16 clusters Score -5.540455e+07 nChanged 5513 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 1046 members Mstep: Class 3 contains 62828 members Mstep: Class 5 contains 9406 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 65815 members Mstep: Class 10 contains 30481 members Mstep: Class 12 contains 2585 members Mstep: Class 14 contains 5693 members Mstep: Class 17 contains 3217 members Mstep: Class 18 contains 2934 members Mstep: Class 19 contains 21221 members Mstep: Class 20 contains 2136 members Mstep: Class 21 contains 4204 members Mstep: Class 22 contains 1182 members Mstep: Class 24 contains 234635 members Entering Unmasked Estep ConsiderDeletion Score: -55405380.000000 Penalty: 48412.968750 Iteration 18Q: 16 clusters Score -5.540538e+07 nChanged 4027 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 1048 members Mstep: Class 3 contains 61904 members Mstep: Class 5 contains 9546 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 65737 members Mstep: Class 10 contains 29402 members Mstep: Class 12 contains 2654 members Mstep: Class 14 contains 5785 members Mstep: Class 17 contains 3231 members Mstep: Class 18 contains 2903 members Mstep: Class 19 contains 20274 members Mstep: Class 20 contains 2136 members Mstep: Class 21 contains 4195 members Mstep: Class 22 contains 1182 members Mstep: Class 24 contains 237386 members Entering Unmasked Estep ConsiderDeletion Score: -55405740.000000 Penalty: 48412.968750 Iteration 19Q: 16 clusters Score -5.540574e+07 nChanged 3182 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 1043 members Mstep: Class 3 contains 61216 members Mstep: Class 5 contains 9639 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 65693 members Mstep: Class 10 contains 28633 members Mstep: Class 12 contains 2713 members Mstep: Class 14 contains 5896 members Mstep: Class 17 contains 3238 members Mstep: Class 18 contains 2884 members Mstep: Class 19 contains 19490 members Mstep: Class 20 contains 2135 members Mstep: Class 21 contains 4184 members Mstep: Class 22 contains 1182 members Mstep: Class 24 contains 239437 members Entering Unmasked Estep ConsiderDeletion Score: -55406336.000000 Penalty: 48412.968750 Iteration 20F: 16 clusters Score -5.540634e+07 nChanged 2478 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 1022 members Mstep: Class 3 contains 60666 members Mstep: Class 5 contains 9687 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 65651 members Mstep: Class 10 contains 28082 members Mstep: Class 12 contains 2775 members Mstep: Class 14 contains 6003 members Mstep: Class 17 contains 3246 members Mstep: Class 18 contains 2893 members Mstep: Class 19 contains 18840 members Mstep: Class 20 contains 2135 members Mstep: Class 21 contains 4180 members Mstep: Class 22 contains 1182 members Mstep: Class 24 contains 241021 members Entering Unmasked Estep ConsiderDeletion Score: -55406684.000000 Penalty: 48412.968750 Iteration 21Q: 16 clusters Score -5.540668e+07 nChanged 2005 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 999 members Mstep: Class 3 contains 60231 members Mstep: Class 5 contains 9728 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 65616 members Mstep: Class 10 contains 27658 members Mstep: Class 12 contains 2819 members Mstep: Class 14 contains 6115 members Mstep: Class 17 contains 3261 members Mstep: Class 18 contains 2900 members Mstep: Class 19 contains 18321 members Mstep: Class 20 contains 2136 members Mstep: Class 21 contains 4177 members Mstep: Class 22 contains 1183 members Mstep: Class 24 contains 242239 members Entering Unmasked Estep ConsiderDeletion Score: -55406904.000000 Penalty: 48412.968750 Iteration 22Q: 16 clusters Score -5.54069e+07 nChanged 1627 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 988 members Mstep: Class 3 contains 59902 members Mstep: Class 5 contains 9751 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 65595 members Mstep: Class 10 contains 27371 members Mstep: Class 12 contains 2852 members Mstep: Class 14 contains 6220 members Mstep: Class 17 contains 3275 members Mstep: Class 18 contains 2900 members Mstep: Class 19 contains 17848 members Mstep: Class 20 contains 2137 members Mstep: Class 21 contains 4171 members Mstep: Class 22 contains 1183 members Mstep: Class 24 contains 243190 members Entering Unmasked Estep ConsiderDeletion Score: -55407416.000000 Penalty: 48412.968750 Iteration 23Q: 16 clusters Score -5.540742e+07 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 969 members Mstep: Class 3 contains 59636 members Mstep: Class 5 contains 9776 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 65574 members Mstep: Class 10 contains 27166 members Mstep: Class 12 contains 2890 members Mstep: Class 14 contains 6329 members Mstep: Class 17 contains 3275 members Mstep: Class 18 contains 2896 members Mstep: Class 19 contains 17448 members Mstep: Class 20 contains 2137 members Mstep: Class 21 contains 4167 members Mstep: Class 22 contains 1184 members Mstep: Class 24 contains 243936 members Entering Unmasked Estep ConsiderDeletion Score: -55407708.000000 Penalty: 48412.968750 Iteration 24Q: 16 clusters Score -5.540771e+07 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 972 members Mstep: Class 3 contains 59439 members Mstep: Class 5 contains 9785 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 65551 members Mstep: Class 10 contains 27009 members Mstep: Class 12 contains 2906 members Mstep: Class 14 contains 6447 members Mstep: Class 17 contains 3284 members Mstep: Class 18 contains 2900 members Mstep: Class 19 contains 17107 members Mstep: Class 20 contains 2136 members Mstep: Class 21 contains 4157 members Mstep: Class 22 contains 1185 members Mstep: Class 24 contains 244505 members Entering Unmasked Estep ConsiderDeletion Score: -55407852.000000 Penalty: 48412.968750 Iteration 25Q: 16 clusters Score -5.540785e+07 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 973 members Mstep: Class 3 contains 59271 members Mstep: Class 5 contains 9789 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 65524 members Mstep: Class 10 contains 26894 members Mstep: Class 12 contains 2922 members Mstep: Class 14 contains 6575 members Mstep: Class 17 contains 3290 members Mstep: Class 18 contains 2881 members Mstep: Class 19 contains 16820 members Mstep: Class 20 contains 2138 members Mstep: Class 21 contains 4157 members Mstep: Class 22 contains 1185 members Mstep: Class 24 contains 244964 members Entering Unmasked Estep ConsiderDeletion Score: -55408144.000000 Penalty: 48412.968750 Iteration 26Q: 16 clusters Score -5.540814e+07 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 974 members Mstep: Class 3 contains 59142 members Mstep: Class 5 contains 9801 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 65499 members Mstep: Class 10 contains 26817 members Mstep: Class 12 contains 2941 members Mstep: Class 14 contains 6719 members Mstep: Class 17 contains 3293 members Mstep: Class 18 contains 2865 members Mstep: Class 19 contains 16558 members Mstep: Class 20 contains 2137 members Mstep: Class 21 contains 4155 members Mstep: Class 22 contains 1185 members Mstep: Class 24 contains 245297 members Entering Unmasked Estep ConsiderDeletion Score: -55408268.000000 Penalty: 48412.968750 Iteration 27Q: 16 clusters Score -5.540827e+07 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 977 members Mstep: Class 3 contains 59032 members Mstep: Class 5 contains 9809 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 65467 members Mstep: Class 10 contains 26771 members Mstep: Class 12 contains 2960 members Mstep: Class 14 contains 6871 members Mstep: Class 17 contains 3301 members Mstep: Class 18 contains 2863 members Mstep: Class 19 contains 16352 members Mstep: Class 20 contains 2136 members Mstep: Class 21 contains 4157 members Mstep: Class 22 contains 1186 members Mstep: Class 24 contains 245501 members Entering Unmasked Estep ConsiderDeletion Score: -55408352.000000 Penalty: 48412.968750 Iteration 28Q: 16 clusters Score -5.540835e+07 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 979 members Mstep: Class 3 contains 58942 members Mstep: Class 5 contains 9814 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 65421 members Mstep: Class 10 contains 26735 members Mstep: Class 12 contains 2977 members Mstep: Class 14 contains 7044 members Mstep: Class 17 contains 3312 members Mstep: Class 18 contains 2858 members Mstep: Class 19 contains 16166 members Mstep: Class 20 contains 2136 members Mstep: Class 21 contains 4156 members Mstep: Class 22 contains 1186 members Mstep: Class 24 contains 245657 members Entering Unmasked Estep ConsiderDeletion Score: -55408344.000000 Penalty: 48412.968750 Iteration 29Q: 16 clusters Score -5.540834e+07 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 979 members Mstep: Class 3 contains 58892 members Mstep: Class 5 contains 9812 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 65372 members Mstep: Class 10 contains 26699 members Mstep: Class 12 contains 2983 members Mstep: Class 14 contains 7248 members Mstep: Class 17 contains 3323 members Mstep: Class 18 contains 2860 members Mstep: Class 19 contains 15986 members Mstep: Class 20 contains 2136 members Mstep: Class 21 contains 4153 members Mstep: Class 22 contains 1186 members Mstep: Class 24 contains 245754 members Entering Unmasked Estep ConsiderDeletion Score: -55408332.000000 Penalty: 48412.968750 Iteration 30Q: 16 clusters Score -5.540833e+07 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 981 members Mstep: Class 3 contains 58841 members Mstep: Class 5 contains 9813 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 65312 members Mstep: Class 10 contains 26673 members Mstep: Class 12 contains 2990 members Mstep: Class 14 contains 7482 members Mstep: Class 17 contains 3329 members Mstep: Class 18 contains 2858 members Mstep: Class 19 contains 15826 members Mstep: Class 20 contains 2136 members Mstep: Class 21 contains 4151 members Mstep: Class 22 contains 1186 members Mstep: Class 24 contains 245805 members Entering Unmasked Estep ConsiderDeletion Score: -55408468.000000 Penalty: 48412.968750 Iteration 31Q: 16 clusters Score -5.540847e+07 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 982 members Mstep: Class 3 contains 58806 members Mstep: Class 5 contains 9813 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 65251 members Mstep: Class 10 contains 26651 members Mstep: Class 12 contains 3004 members Mstep: Class 14 contains 7716 members Mstep: Class 17 contains 3338 members Mstep: Class 18 contains 2854 members Mstep: Class 19 contains 15692 members Mstep: Class 20 contains 2136 members Mstep: Class 21 contains 4151 members Mstep: Class 22 contains 1186 members Mstep: Class 24 contains 245803 members Entering Unmasked Estep ConsiderDeletion Score: -55408496.000000 Penalty: 48412.968750 Iteration 32Q: 16 clusters Score -5.54085e+07 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 983 members Mstep: Class 3 contains 58773 members Mstep: Class 5 contains 9826 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 65181 members Mstep: Class 10 contains 26625 members Mstep: Class 12 contains 3009 members Mstep: Class 14 contains 7969 members Mstep: Class 17 contains 3338 members Mstep: Class 18 contains 2848 members Mstep: Class 19 contains 15563 members Mstep: Class 20 contains 2136 members Mstep: Class 21 contains 4152 members Mstep: Class 22 contains 1186 members Mstep: Class 24 contains 245794 members Entering Unmasked Estep ConsiderDeletion Score: -55408632.000000 Penalty: 48412.968750 Iteration 33Q: 16 clusters Score -5.540863e+07 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 984 members Mstep: Class 3 contains 58741 members Mstep: Class 5 contains 9833 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 65122 members Mstep: Class 10 contains 26604 members Mstep: Class 12 contains 3019 members Mstep: Class 14 contains 8205 members Mstep: Class 17 contains 3339 members Mstep: Class 18 contains 2842 members Mstep: Class 19 contains 15453 members Mstep: Class 20 contains 2136 members Mstep: Class 21 contains 4148 members Mstep: Class 22 contains 1186 members Mstep: Class 24 contains 245771 members Entering Unmasked Estep ConsiderDeletion Score: -55408616.000000 Penalty: 48412.968750 Iteration 34Q: 16 clusters Score -5.540862e+07 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 984 members Mstep: Class 3 contains 58713 members Mstep: Class 5 contains 9841 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 65057 members Mstep: Class 10 contains 26578 members Mstep: Class 12 contains 3029 members Mstep: Class 14 contains 8446 members Mstep: Class 17 contains 3340 members Mstep: Class 18 contains 2835 members Mstep: Class 19 contains 15351 members Mstep: Class 20 contains 2136 members Mstep: Class 21 contains 4146 members Mstep: Class 22 contains 1186 members Mstep: Class 24 contains 245741 members Entering Unmasked Estep ConsiderDeletion Score: -55408668.000000 Penalty: 48412.968750 Iteration 35Q: 16 clusters Score -5.540867e+07 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 984 members Mstep: Class 3 contains 58690 members Mstep: Class 5 contains 9840 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 64998 members Mstep: Class 10 contains 26563 members Mstep: Class 12 contains 3039 members Mstep: Class 14 contains 8685 members Mstep: Class 17 contains 3341 members Mstep: Class 18 contains 2827 members Mstep: Class 19 contains 15270 members Mstep: Class 20 contains 2136 members Mstep: Class 21 contains 4145 members Mstep: Class 22 contains 1186 members Mstep: Class 24 contains 245679 members Entering Unmasked Estep ConsiderDeletion Score: -55408784.000000 Penalty: 48412.968750 Iteration 36Q: 16 clusters Score -5.540878e+07 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 2 contains 984 members Mstep: Class 3 contains 58671 members Mstep: Class 5 contains 9838 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 64961 members Mstep: Class 10 contains 26547 members Mstep: Class 12 contains 3045 members Mstep: Class 14 contains 8889 members Mstep: Class 17 contains 3341 members Mstep: Class 18 contains 2827 members Mstep: Class 19 contains 15182 members Mstep: Class 20 contains 2136 members Mstep: Class 21 contains 4143 members Mstep: Class 22 contains 1186 members Mstep: Class 24 contains 245633 members Entering Unmasked Estep ConsiderDeletion Score: -55408948.000000 Penalty: 48412.968750 Iteration 37Q: 16 clusters Score -5.540895e+07 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 218 members Mstep: Class 2 contains 983 members Mstep: Class 3 contains 58644 members Mstep: Class 5 contains 9843 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 64919 members Mstep: Class 10 contains 26530 members Mstep: Class 12 contains 3047 members Mstep: Class 14 contains 9091 members Mstep: Class 17 contains 3338 members Mstep: Class 18 contains 2829 members Mstep: Class 19 contains 15099 members Mstep: Class 20 contains 2136 members Mstep: Class 21 contains 4140 members Mstep: Class 22 contains 1186 members Mstep: Class 24 contains 245597 members Entering Unmasked Estep ConsiderDeletion Score: -55409000.000000 Penalty: 48412.968750 Iteration 38Q: 16 clusters Score -5.5409e+07 nChanged 393 Entering ConstructFrom: Score: -55409000.000000 Penalty: 48412.968750 Entering ConstructFrom: Trying to split cluster 2 (983 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Entering Unmasked Estep Score: -111112.328125 Penalty: 1708.871094 Iteration 0F: 2 clusters Score -111112.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -109407.679688 Penalty: 3417.742188 Iteration 0F: 3 clusters Score -109407.7 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -110118.421875 Penalty: 3417.742188 Iteration 1F: 3 clusters Score -110118.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -110958.953125 Penalty: 3417.742188 Iteration 2F: 3 clusters Score -110959 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -111931.796875 Penalty: 3417.742188 Iteration 3F: 3 clusters Score -111931.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -112451.820312 Penalty: 3417.742188 Iteration 4F: 3 clusters Score -112451.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -112670.875000 Penalty: 3417.742188 Iteration 5Q: 3 clusters Score -112670.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -112744.289062 Penalty: 3417.742188 Iteration 6Q: 3 clusters Score -112744.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -112758.898438 Penalty: 3417.742188 Iteration 7Q: 3 clusters Score -112758.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -112761.289062 Penalty: 3417.742188 Iteration 8Q: 3 clusters Score -112761.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -112761.289062 Penalty: 3417.742188 Iteration 9F: 3 clusters Score -112761.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 218 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 798 members Mstep: Class 3 contains 58615 members Mstep: Class 5 contains 9846 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 64884 members Mstep: Class 10 contains 26509 members Mstep: Class 12 contains 3052 members Mstep: Class 14 contains 9264 members Mstep: Class 17 contains 3339 members Mstep: Class 18 contains 2829 members Mstep: Class 19 contains 15010 members Mstep: Class 20 contains 2136 members Mstep: Class 21 contains 4137 members Mstep: Class 22 contains 1186 members Mstep: Class 24 contains 245592 members Entering Unmasked Estep Score: -55409160.000000 Penalty: 51640.500000 Splitting cluster 2 changes total score from -55409000.000000 to -55409160.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 3 (58615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58615 members Entering Unmasked Estep Score: -7470234.500000 Penalty: 2722.728760 Iteration 0F: 2 clusters Score -7470234 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29320 members Mstep: Class 2 contains 29295 members Entering Unmasked Estep Score: -7430844.000000 Penalty: 5445.457520 Iteration 0F: 3 clusters Score -7430844 nChanged 27367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29389 members Mstep: Class 2 contains 29226 members Entering Unmasked Estep Score: -7446167.000000 Penalty: 5445.457520 Iteration 1F: 3 clusters Score -7446167 nChanged 2221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29572 members Mstep: Class 2 contains 29043 members Entering Unmasked Estep Score: -7446988.000000 Penalty: 5445.457520 Iteration 2Q: 3 clusters Score -7446988 nChanged 2400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29910 members Mstep: Class 2 contains 28705 members Entering Unmasked Estep Score: -7448393.000000 Penalty: 5445.457520 Iteration 3Q: 3 clusters Score -7448393 nChanged 2953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30661 members Mstep: Class 2 contains 27954 members Entering Unmasked Estep Score: -7450461.500000 Penalty: 5445.457520 Iteration 4F: 3 clusters Score -7450462 nChanged 3770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32307 members Mstep: Class 2 contains 26308 members Entering Unmasked Estep Score: -7452848.500000 Penalty: 5445.457520 Iteration 5F: 3 clusters Score -7452848 nChanged 4313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35050 members Mstep: Class 2 contains 23565 members Entering Unmasked Estep Score: -7455594.000000 Penalty: 5445.457520 Iteration 6F: 3 clusters Score -7455594 nChanged 4421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38537 members Mstep: Class 2 contains 20078 members Entering Unmasked Estep Score: -7458790.000000 Penalty: 5445.457520 Iteration 7F: 3 clusters Score -7458790 nChanged 4243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42202 members Mstep: Class 2 contains 16413 members Entering Unmasked Estep Score: -7462447.500000 Penalty: 5445.457520 Iteration 8F: 3 clusters Score -7462448 nChanged 3619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45477 members Mstep: Class 2 contains 13138 members Entering Unmasked Estep Score: -7465988.500000 Penalty: 5445.457520 Iteration 9F: 3 clusters Score -7465988 nChanged 2497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47748 members Mstep: Class 2 contains 10867 members Entering Unmasked Estep Score: -7468399.500000 Penalty: 5445.457520 Iteration 10Q: 3 clusters Score -7468400 nChanged 1534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49238 members Mstep: Class 2 contains 9377 members Entering Unmasked Estep Score: -7469641.000000 Penalty: 5445.457520 Iteration 11Q: 3 clusters Score -7469641 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50371 members Mstep: Class 2 contains 8244 members Entering Unmasked Estep Score: -7470341.500000 Penalty: 5445.457520 Iteration 12Q: 3 clusters Score -7470342 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51271 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -7470865.500000 Penalty: 5445.457520 Iteration 13Q: 3 clusters Score -7470866 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51911 members Mstep: Class 2 contains 6704 members Entering Unmasked Estep Score: -7471150.000000 Penalty: 5445.457520 Iteration 14Q: 3 clusters Score -7471150 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52381 members Mstep: Class 2 contains 6234 members Entering Unmasked Estep Score: -7471329.500000 Penalty: 5445.457520 Iteration 15Q: 3 clusters Score -7471330 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52758 members Mstep: Class 2 contains 5857 members Entering Unmasked Estep Score: -7471489.000000 Penalty: 5445.457520 Iteration 16Q: 3 clusters Score -7471489 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53043 members Mstep: Class 2 contains 5572 members Entering Unmasked Estep Score: -7471578.000000 Penalty: 5445.457520 Iteration 17Q: 3 clusters Score -7471578 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53287 members Mstep: Class 2 contains 5328 members Entering Unmasked Estep Score: -7471634.500000 Penalty: 5445.457520 Iteration 18Q: 3 clusters Score -7471634 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53491 members Mstep: Class 2 contains 5124 members Entering Unmasked Estep Score: -7471711.000000 Penalty: 5445.457520 Iteration 19Q: 3 clusters Score -7471711 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53622 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -7471718.500000 Penalty: 5445.457520 Iteration 20F: 3 clusters Score -7471718 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53729 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -7471731.000000 Penalty: 5445.457520 Iteration 21Q: 3 clusters Score -7471731 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53796 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -7471741.500000 Penalty: 5445.457520 Iteration 22Q: 3 clusters Score -7471742 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53847 members Mstep: Class 2 contains 4768 members Entering Unmasked Estep Score: -7471753.000000 Penalty: 5445.457520 Iteration 23Q: 3 clusters Score -7471753 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53881 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -7471754.500000 Penalty: 5445.457520 Iteration 24Q: 3 clusters Score -7471754 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53909 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -7471766.500000 Penalty: 5445.457520 Iteration 25Q: 3 clusters Score -7471766 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53939 members Mstep: Class 2 contains 4676 members Entering Unmasked Estep Score: -7471770.500000 Penalty: 5445.457520 Iteration 26Q: 3 clusters Score -7471770 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53962 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -7471765.500000 Penalty: 5445.457520 Iteration 27Q: 3 clusters Score -7471766 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53978 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -7471764.000000 Penalty: 5445.457520 Iteration 28Q: 3 clusters Score -7471764 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53999 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -7471757.500000 Penalty: 5445.457520 Iteration 29Q: 3 clusters Score -7471758 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54020 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -7471765.500000 Penalty: 5445.457520 Iteration 30Q: 3 clusters Score -7471766 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54032 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -7471766.000000 Penalty: 5445.457520 Iteration 31Q: 3 clusters Score -7471766 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54049 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -7471760.000000 Penalty: 5445.457520 Iteration 32Q: 3 clusters Score -7471760 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54066 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -7471754.000000 Penalty: 5445.457520 Iteration 33Q: 3 clusters Score -7471754 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54078 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -7471759.500000 Penalty: 5445.457520 Iteration 34Q: 3 clusters Score -7471760 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54084 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -7471758.500000 Penalty: 5445.457520 Iteration 35Q: 3 clusters Score -7471758 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54092 members Mstep: Class 2 contains 4523 members Entering Unmasked Estep Score: -7471754.500000 Penalty: 5445.457520 Iteration 36Q: 3 clusters Score -7471754 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54095 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -7471753.500000 Penalty: 5445.457520 Iteration 37Q: 3 clusters Score -7471754 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54099 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -7471751.000000 Penalty: 5445.457520 Iteration 38Q: 3 clusters Score -7471751 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54103 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -7471754.000000 Penalty: 5445.457520 Iteration 39Q: 3 clusters Score -7471754 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54108 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -7471749.000000 Penalty: 5445.457520 Iteration 40F: 3 clusters Score -7471749 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54117 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -7471754.500000 Penalty: 5445.457520 Iteration 41Q: 3 clusters Score -7471754 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54119 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -7471757.000000 Penalty: 5445.457520 Iteration 42Q: 3 clusters Score -7471757 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54120 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -7471750.000000 Penalty: 5445.457520 Iteration 43Q: 3 clusters Score -7471750 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54122 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -7471751.000000 Penalty: 5445.457520 Iteration 44Q: 3 clusters Score -7471751 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54122 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -7471751.000000 Penalty: 5445.457520 Iteration 45F: 3 clusters Score -7471751 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 218 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 798 members Mstep: Class 3 contains 54122 members Mstep: Class 4 contains 4493 members Mstep: Class 5 contains 9846 members Mstep: Class 6 contains 1158 members Mstep: Class 8 contains 64884 members Mstep: Class 10 contains 26509 members Mstep: Class 12 contains 3052 members Mstep: Class 14 contains 9264 members Mstep: Class 17 contains 3339 members Mstep: Class 18 contains 2829 members Mstep: Class 19 contains 15010 members Mstep: Class 20 contains 2136 members Mstep: Class 21 contains 4137 members Mstep: Class 22 contains 1186 members Mstep: Class 24 contains 245592 members Entering Unmasked Estep Score: -55410000.000000 Penalty: 54868.031250 Splitting cluster 3 changes total score from -55409000.000000 to -55410000.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 5 (9846 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9846 members Entering Unmasked Estep Score: -1256073.875000 Penalty: 2280.315430 Iteration 0F: 2 clusters Score -1256074 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4975 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -1248539.875000 Penalty: 4560.630859 Iteration 0F: 3 clusters Score -1248540 nChanged 4071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 4764 members Entering Unmasked Estep Score: -1250736.875000 Penalty: 4560.630859 Iteration 1F: 3 clusters Score -1250737 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5104 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -1251037.875000 Penalty: 4560.630859 Iteration 2F: 3 clusters Score -1251038 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -1251218.125000 Penalty: 4560.630859 Iteration 3Q: 3 clusters Score -1251218 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5211 members Mstep: Class 2 contains 4635 members Entering Unmasked Estep Score: -1251351.875000 Penalty: 4560.630859 Iteration 4Q: 3 clusters Score -1251352 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5283 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -1251454.875000 Penalty: 4560.630859 Iteration 5Q: 3 clusters Score -1251455 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -1251548.375000 Penalty: 4560.630859 Iteration 6Q: 3 clusters Score -1251548 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5449 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -1251634.500000 Penalty: 4560.630859 Iteration 7Q: 3 clusters Score -1251634 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -1251706.500000 Penalty: 4560.630859 Iteration 8Q: 3 clusters Score -1251706 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5647 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -1251778.125000 Penalty: 4560.630859 Iteration 9Q: 3 clusters Score -1251778 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5733 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -1251850.500000 Penalty: 4560.630859 Iteration 10Q: 3 clusters Score -1251850 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 4004 members Entering Unmasked Estep Score: -1251928.000000 Penalty: 4560.630859 Iteration 11Q: 3 clusters Score -1251928 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5965 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -1252016.500000 Penalty: 4560.630859 Iteration 12Q: 3 clusters Score -1252016 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6098 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -1252107.500000 Penalty: 4560.630859 Iteration 13Q: 3 clusters Score -1252108 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6247 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -1252186.750000 Penalty: 4560.630859 Iteration 14Q: 3 clusters Score -1252187 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -1252283.625000 Penalty: 4560.630859 Iteration 15Q: 3 clusters Score -1252284 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6630 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -1252392.875000 Penalty: 4560.630859 Iteration 16Q: 3 clusters Score -1252393 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6820 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -1252495.500000 Penalty: 4560.630859 Iteration 17Q: 3 clusters Score -1252496 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7049 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -1252606.750000 Penalty: 4560.630859 Iteration 18Q: 3 clusters Score -1252607 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7279 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -1252726.000000 Penalty: 4560.630859 Iteration 19Q: 3 clusters Score -1252726 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7508 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -1252859.000000 Penalty: 4560.630859 Iteration 20F: 3 clusters Score -1252859 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7752 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -1253005.750000 Penalty: 4560.630859 Iteration 21Q: 3 clusters Score -1253006 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7998 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -1253161.000000 Penalty: 4560.630859 Iteration 22Q: 3 clusters Score -1253161 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8229 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -1253300.750000 Penalty: 4560.630859 Iteration 23Q: 3 clusters Score -1253301 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8436 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -1253440.750000 Penalty: 4560.630859 Iteration 24Q: 3 clusters Score -1253441 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8598 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -1253555.875000 Penalty: 4560.630859 Iteration 25Q: 3 clusters Score -1253556 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8736 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -1253646.375000 Penalty: 4560.630859 Iteration 26Q: 3 clusters Score -1253646 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8846 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -1253734.125000 Penalty: 4560.630859 Iteration 27Q: 3 clusters Score -1253734 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8937 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -1253797.250000 Penalty: 4560.630859 Iteration 28Q: 3 clusters Score -1253797 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9002 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -1253847.125000 Penalty: 4560.630859 Iteration 29Q: 3 clusters Score -1253847 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9065 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -1253893.375000 Penalty: 4560.630859 Iteration 30Q: 3 clusters Score -1253893 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9122 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -1253938.875000 Penalty: 4560.630859 Iteration 31Q: 3 clusters Score -1253939 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9167 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -1253974.750000 Penalty: 4560.630859 Iteration 32Q: 3 clusters Score -1253975 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9195 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -1254000.375000 Penalty: 4560.630859 Iteration 33Q: 3 clusters Score -1254000 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9224 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -1254018.500000 Penalty: 4560.630859 Iteration 34Q: 3 clusters Score -1254018 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9248 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -1254031.500000 Penalty: 4560.630859 Iteration 35Q: 3 clusters Score -1254032 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9262 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -1254052.125000 Penalty: 4560.630859 Iteration 36Q: 3 clusters Score -1254052 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9289 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -1254070.750000 Penalty: 4560.630859 Iteration 37Q: 3 clusters Score -1254071 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9305 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -1254081.500000 Penalty: 4560.630859 Iteration 38Q: 3 clusters Score -1254082 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9315 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -1254088.000000 Penalty: 4560.630859 Iteration 39Q: 3 clusters Score -1254088 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9323 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -1254096.875000 Penalty: 4560.630859 Iteration 40F: 3 clusters Score -1254097 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9333 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -1254102.875000 Penalty: 4560.630859 Iteration 41Q: 3 clusters Score -1254103 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9344 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -1254110.375000 Penalty: 4560.630859 Iteration 42Q: 3 clusters Score -1254110 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -1254119.875000 Penalty: 4560.630859 Iteration 43Q: 3 clusters Score -1254120 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9364 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -1254126.375000 Penalty: 4560.630859 Iteration 44Q: 3 clusters Score -1254126 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9366 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -1254127.000000 Penalty: 4560.630859 Iteration 45Q: 3 clusters Score -1254127 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9368 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -1254129.500000 Penalty: 4560.630859 Iteration 46Q: 3 clusters Score -1254130 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9373 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -1254132.250000 Penalty: 4560.630859 Iteration 47Q: 3 clusters Score -1254132 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9375 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -1254132.000000 Penalty: 4560.630859 Iteration 48Q: 3 clusters Score -1254132 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9376 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -1254132.625000 Penalty: 4560.630859 Iteration 49Q: 3 clusters Score -1254133 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9376 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -1254132.875000 Penalty: 4560.630859 Iteration 50Q: 3 clusters Score -1254133 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9377 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -1254133.375000 Penalty: 4560.630859 Iteration 51Q: 3 clusters Score -1254133 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9377 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -1254133.375000 Penalty: 4560.630859 Iteration 52F: 3 clusters Score -1254133 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1158 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Entering Unmasked Estep Score: -117867.500000 Penalty: 1749.503540 Iteration 0F: 2 clusters Score -117867.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -115983.726562 Penalty: 3499.007080 Iteration 0F: 3 clusters Score -115983.7 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -116897.804688 Penalty: 3499.007080 Iteration 1F: 3 clusters Score -116897.8 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -117654.656250 Penalty: 3499.007080 Iteration 2F: 3 clusters Score -117654.7 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -118415.203125 Penalty: 3499.007080 Iteration 3F: 3 clusters Score -118415.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -118663.312500 Penalty: 3499.007080 Iteration 4F: 3 clusters Score -118663.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -118813.125000 Penalty: 3499.007080 Iteration 5Q: 3 clusters Score -118813.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -118920.945312 Penalty: 3499.007080 Iteration 6Q: 3 clusters Score -118920.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -118990.679688 Penalty: 3499.007080 Iteration 7Q: 3 clusters Score -118990.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -119026.601562 Penalty: 3499.007080 Iteration 8Q: 3 clusters Score -119026.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -119049.273438 Penalty: 3499.007080 Iteration 9Q: 3 clusters Score -119049.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -119085.914062 Penalty: 3499.007080 Iteration 10Q: 3 clusters Score -119085.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -119124.078125 Penalty: 3499.007080 Iteration 11Q: 3 clusters Score -119124.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -119155.078125 Penalty: 3499.007080 Iteration 12Q: 3 clusters Score -119155.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -119178.007812 Penalty: 3499.007080 Iteration 13Q: 3 clusters Score -119178 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -119185.718750 Penalty: 3499.007080 Iteration 14Q: 3 clusters Score -119185.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -119196.828125 Penalty: 3499.007080 Iteration 15Q: 3 clusters Score -119196.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -119204.250000 Penalty: 3499.007080 Iteration 16Q: 3 clusters Score -119204.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -119211.578125 Penalty: 3499.007080 Iteration 17Q: 3 clusters Score -119211.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -119214.593750 Penalty: 3499.007080 Iteration 18Q: 3 clusters Score -119214.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -119215.914062 Penalty: 3499.007080 Iteration 19Q: 3 clusters Score -119215.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -119216.679688 Penalty: 3499.007080 Iteration 20F: 3 clusters Score -119216.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -119218.507812 Penalty: 3499.007080 Iteration 21Q: 3 clusters Score -119218.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -119222.593750 Penalty: 3499.007080 Iteration 22Q: 3 clusters Score -119222.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -119227.117188 Penalty: 3499.007080 Iteration 23Q: 3 clusters Score -119227.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -119242.304688 Penalty: 3499.007080 Iteration 24Q: 3 clusters Score -119242.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -119285.054688 Penalty: 3499.007080 Iteration 25Q: 3 clusters Score -119285.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -119372.289062 Penalty: 3499.007080 Iteration 26Q: 3 clusters Score -119372.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -119794.093750 Penalty: 3499.007080 Iteration 27Q: 3 clusters Score -119794.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -119811.828125 Penalty: 3499.007080 Iteration 28Q: 3 clusters Score -119811.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -119842.562500 Penalty: 3499.007080 Iteration 29Q: 3 clusters Score -119842.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -119876.203125 Penalty: 3499.007080 Iteration 30Q: 3 clusters Score -119876.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -119891.320312 Penalty: 3499.007080 Iteration 31Q: 3 clusters Score -119891.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -119906.453125 Penalty: 3499.007080 Iteration 32Q: 3 clusters Score -119906.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -119933.648438 Penalty: 3499.007080 Iteration 33Q: 3 clusters Score -119933.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -119942.062500 Penalty: 3499.007080 Iteration 34Q: 3 clusters Score -119942.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -119943.867188 Penalty: 3499.007080 Iteration 35Q: 3 clusters Score -119943.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -119945.468750 Penalty: 3499.007080 Iteration 36Q: 3 clusters Score -119945.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -119968.843750 Penalty: 3499.007080 Iteration 37F: 3 clusters Score -119968.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -120021.429688 Penalty: 3499.007080 Iteration 38Q: 3 clusters Score -120021.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -120028.390625 Penalty: 3499.007080 Iteration 39Q: 3 clusters Score -120028.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -120041.562500 Penalty: 3499.007080 Iteration 40F: 3 clusters Score -120041.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -120111.726562 Penalty: 3499.007080 Iteration 41Q: 3 clusters Score -120111.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -120121.632812 Penalty: 3499.007080 Iteration 42Q: 3 clusters Score -120121.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -120123.187500 Penalty: 3499.007080 Iteration 43Q: 3 clusters Score -120123.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -120123.187500 Penalty: 3499.007080 Iteration 44F: 3 clusters Score -120123.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 218 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 798 members Mstep: Class 3 contains 54122 members Mstep: Class 4 contains 4493 members Mstep: Class 5 contains 9846 members Mstep: Class 6 contains 374 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 64884 members Mstep: Class 10 contains 26509 members Mstep: Class 12 contains 3052 members Mstep: Class 14 contains 9264 members Mstep: Class 17 contains 3339 members Mstep: Class 18 contains 2829 members Mstep: Class 19 contains 15010 members Mstep: Class 20 contains 2136 members Mstep: Class 21 contains 4137 members Mstep: Class 22 contains 1186 members Mstep: Class 24 contains 245592 members Entering Unmasked Estep Score: -55410864.000000 Penalty: 58095.562500 Splitting cluster 6 changes total score from -55409000.000000 to -55410864.000000 So it's getting split into cluster 7. Entering ConstructFrom: Trying to split cluster 8 (64884 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64884 members Entering Unmasked Estep Score: -8156400.000000 Penalty: 2747.928467 Iteration 0F: 2 clusters Score -8156400 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32404 members Mstep: Class 2 contains 32480 members Entering Unmasked Estep Score: -8113010.500000 Penalty: 5495.856934 Iteration 0F: 3 clusters Score -8113010 nChanged 30199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32267 members Mstep: Class 2 contains 32617 members Entering Unmasked Estep Score: -8130004.500000 Penalty: 5495.856934 Iteration 1F: 3 clusters Score -8130004 nChanged 2504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32059 members Mstep: Class 2 contains 32825 members Entering Unmasked Estep Score: -8130736.500000 Penalty: 5495.856934 Iteration 2Q: 3 clusters Score -8130736 nChanged 2437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31714 members Mstep: Class 2 contains 33170 members Entering Unmasked Estep Score: -8131597.000000 Penalty: 5495.856934 Iteration 3Q: 3 clusters Score -8131597 nChanged 2704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31170 members Mstep: Class 2 contains 33714 members Entering Unmasked Estep Score: -8132719.000000 Penalty: 5495.856934 Iteration 4Q: 3 clusters Score -8132719 nChanged 3097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30463 members Mstep: Class 2 contains 34421 members Entering Unmasked Estep Score: -8134352.000000 Penalty: 5495.856934 Iteration 5Q: 3 clusters Score -8134352 nChanged 3629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29464 members Mstep: Class 2 contains 35420 members Entering Unmasked Estep Score: -8136535.500000 Penalty: 5495.856934 Iteration 6F: 3 clusters Score -8136536 nChanged 4115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28107 members Mstep: Class 2 contains 36777 members Entering Unmasked Estep Score: -8139154.500000 Penalty: 5495.856934 Iteration 7F: 3 clusters Score -8139154 nChanged 4234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26283 members Mstep: Class 2 contains 38601 members Entering Unmasked Estep Score: -8141636.500000 Penalty: 5495.856934 Iteration 8F: 3 clusters Score -8141636 nChanged 3922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24151 members Mstep: Class 2 contains 40733 members Entering Unmasked Estep Score: -8143771.000000 Penalty: 5495.856934 Iteration 9F: 3 clusters Score -8143771 nChanged 3416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21903 members Mstep: Class 2 contains 42981 members Entering Unmasked Estep Score: -8145686.000000 Penalty: 5495.856934 Iteration 10F: 3 clusters Score -8145686 nChanged 2782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19747 members Mstep: Class 2 contains 45137 members Entering Unmasked Estep Score: -8147399.000000 Penalty: 5495.856934 Iteration 11Q: 3 clusters Score -8147399 nChanged 2387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17652 members Mstep: Class 2 contains 47232 members Entering Unmasked Estep Score: -8149022.000000 Penalty: 5495.856934 Iteration 12Q: 3 clusters Score -8149022 nChanged 1925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15887 members Mstep: Class 2 contains 48997 members Entering Unmasked Estep Score: -8150414.500000 Penalty: 5495.856934 Iteration 13Q: 3 clusters Score -8150414 nChanged 1672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14313 members Mstep: Class 2 contains 50571 members Entering Unmasked Estep Score: -8151773.000000 Penalty: 5495.856934 Iteration 14Q: 3 clusters Score -8151773 nChanged 1419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12984 members Mstep: Class 2 contains 51900 members Entering Unmasked Estep Score: -8152729.000000 Penalty: 5495.856934 Iteration 15Q: 3 clusters Score -8152729 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11854 members Mstep: Class 2 contains 53030 members Entering Unmasked Estep Score: -8153364.000000 Penalty: 5495.856934 Iteration 16Q: 3 clusters Score -8153364 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10903 members Mstep: Class 2 contains 53981 members Entering Unmasked Estep Score: -8153775.000000 Penalty: 5495.856934 Iteration 17Q: 3 clusters Score -8153775 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10148 members Mstep: Class 2 contains 54736 members Entering Unmasked Estep Score: -8154077.500000 Penalty: 5495.856934 Iteration 18Q: 3 clusters Score -8154078 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9531 members Mstep: Class 2 contains 55353 members Entering Unmasked Estep Score: -8154370.000000 Penalty: 5495.856934 Iteration 19Q: 3 clusters Score -8154370 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8993 members Mstep: Class 2 contains 55891 members Entering Unmasked Estep Score: -8154534.000000 Penalty: 5495.856934 Iteration 20F: 3 clusters Score -8154534 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8488 members Mstep: Class 2 contains 56396 members Entering Unmasked Estep Score: -8154722.500000 Penalty: 5495.856934 Iteration 21Q: 3 clusters Score -8154722 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8016 members Mstep: Class 2 contains 56868 members Entering Unmasked Estep Score: -8154853.500000 Penalty: 5495.856934 Iteration 22Q: 3 clusters Score -8154854 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7614 members Mstep: Class 2 contains 57270 members Entering Unmasked Estep Score: -8154966.000000 Penalty: 5495.856934 Iteration 23Q: 3 clusters Score -8154966 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7300 members Mstep: Class 2 contains 57584 members Entering Unmasked Estep Score: -8155033.000000 Penalty: 5495.856934 Iteration 24Q: 3 clusters Score -8155033 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7019 members Mstep: Class 2 contains 57865 members Entering Unmasked Estep Score: -8155095.500000 Penalty: 5495.856934 Iteration 25Q: 3 clusters Score -8155096 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6820 members Mstep: Class 2 contains 58064 members Entering Unmasked Estep Score: -8155149.500000 Penalty: 5495.856934 Iteration 26Q: 3 clusters Score -8155150 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6654 members Mstep: Class 2 contains 58230 members Entering Unmasked Estep Score: -8155182.000000 Penalty: 5495.856934 Iteration 27Q: 3 clusters Score -8155182 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6519 members Mstep: Class 2 contains 58365 members Entering Unmasked Estep Score: -8155191.000000 Penalty: 5495.856934 Iteration 28Q: 3 clusters Score -8155191 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6426 members Mstep: Class 2 contains 58458 members Entering Unmasked Estep Score: -8155205.500000 Penalty: 5495.856934 Iteration 29Q: 3 clusters Score -8155206 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6341 members Mstep: Class 2 contains 58543 members Entering Unmasked Estep Score: -8155229.500000 Penalty: 5495.856934 Iteration 30Q: 3 clusters Score -8155230 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 58633 members Entering Unmasked Estep Score: -8155247.500000 Penalty: 5495.856934 Iteration 31Q: 3 clusters Score -8155248 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6169 members Mstep: Class 2 contains 58715 members Entering Unmasked Estep Score: -8155257.500000 Penalty: 5495.856934 Iteration 32Q: 3 clusters Score -8155258 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6093 members Mstep: Class 2 contains 58791 members Entering Unmasked Estep Score: -8155243.000000 Penalty: 5495.856934 Iteration 33Q: 3 clusters Score -8155243 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6032 members Mstep: Class 2 contains 58852 members Entering Unmasked Estep Score: -8155242.500000 Penalty: 5495.856934 Iteration 34Q: 3 clusters Score -8155242 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5989 members Mstep: Class 2 contains 58895 members Entering Unmasked Estep Score: -8155257.000000 Penalty: 5495.856934 Iteration 35Q: 3 clusters Score -8155257 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5952 members Mstep: Class 2 contains 58932 members Entering Unmasked Estep Score: -8155258.000000 Penalty: 5495.856934 Iteration 36Q: 3 clusters Score -8155258 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 58955 members Entering Unmasked Estep Score: -8155260.000000 Penalty: 5495.856934 Iteration 37Q: 3 clusters Score -8155260 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 58977 members Entering Unmasked Estep Score: -8155252.500000 Penalty: 5495.856934 Iteration 38Q: 3 clusters Score -8155252 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 58999 members Entering Unmasked Estep Score: -8155266.000000 Penalty: 5495.856934 Iteration 39Q: 3 clusters Score -8155266 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 59017 members Entering Unmasked Estep Score: -8155267.500000 Penalty: 5495.856934 Iteration 40F: 3 clusters Score -8155268 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5851 members Mstep: Class 2 contains 59033 members Entering Unmasked Estep Score: -8155276.500000 Penalty: 5495.856934 Iteration 41Q: 3 clusters Score -8155276 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5841 members Mstep: Class 2 contains 59043 members Entering Unmasked Estep Score: -8155274.500000 Penalty: 5495.856934 Iteration 42Q: 3 clusters Score -8155274 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5837 members Mstep: Class 2 contains 59047 members Entering Unmasked Estep Score: -8155283.000000 Penalty: 5495.856934 Iteration 43Q: 3 clusters Score -8155283 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5836 members Mstep: Class 2 contains 59048 members Entering Unmasked Estep Score: -8155283.000000 Penalty: 5495.856934 Iteration 44Q: 3 clusters Score -8155283 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5833 members Mstep: Class 2 contains 59051 members Entering Unmasked Estep Score: -8155280.500000 Penalty: 5495.856934 Iteration 45Q: 3 clusters Score -8155280 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5829 members Mstep: Class 2 contains 59055 members Entering Unmasked Estep Score: -8155284.000000 Penalty: 5495.856934 Iteration 46Q: 3 clusters Score -8155284 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5827 members Mstep: Class 2 contains 59057 members Entering Unmasked Estep Score: -8155288.500000 Penalty: 5495.856934 Iteration 47Q: 3 clusters Score -8155288 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5825 members Mstep: Class 2 contains 59059 members Entering Unmasked Estep Score: -8155282.000000 Penalty: 5495.856934 Iteration 48Q: 3 clusters Score -8155282 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5823 members Mstep: Class 2 contains 59061 members Entering Unmasked Estep Score: -8155278.500000 Penalty: 5495.856934 Iteration 49Q: 3 clusters Score -8155278 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5819 members Mstep: Class 2 contains 59065 members Entering Unmasked Estep Score: -8155286.000000 Penalty: 5495.856934 Iteration 50Q: 3 clusters Score -8155286 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5817 members Mstep: Class 2 contains 59067 members Entering Unmasked Estep Score: -8155282.500000 Penalty: 5495.856934 Iteration 51Q: 3 clusters Score -8155282 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5815 members Mstep: Class 2 contains 59069 members Entering Unmasked Estep Score: -8155279.500000 Penalty: 5495.856934 Iteration 52Q: 3 clusters Score -8155280 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5813 members Mstep: Class 2 contains 59071 members Entering Unmasked Estep Score: -8155277.500000 Penalty: 5495.856934 Iteration 53Q: 3 clusters Score -8155278 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5812 members Mstep: Class 2 contains 59072 members Entering Unmasked Estep Score: -8155285.500000 Penalty: 5495.856934 Iteration 54Q: 3 clusters Score -8155286 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5809 members Mstep: Class 2 contains 59075 members Entering Unmasked Estep Score: -8155280.000000 Penalty: 5495.856934 Iteration 55Q: 3 clusters Score -8155280 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5806 members Mstep: Class 2 contains 59078 members Entering Unmasked Estep Score: -8155277.500000 Penalty: 5495.856934 Iteration 56Q: 3 clusters Score -8155278 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5802 members Mstep: Class 2 contains 59082 members Entering Unmasked Estep Score: -8155278.500000 Penalty: 5495.856934 Iteration 57Q: 3 clusters Score -8155278 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5798 members Mstep: Class 2 contains 59086 members Entering Unmasked Estep Score: -8155287.000000 Penalty: 5495.856934 Iteration 58Q: 3 clusters Score -8155287 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5793 members Mstep: Class 2 contains 59091 members Entering Unmasked Estep Score: -8155278.000000 Penalty: 5495.856934 Iteration 59Q: 3 clusters Score -8155278 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5789 members Mstep: Class 2 contains 59095 members Entering Unmasked Estep Score: -8155282.000000 Penalty: 5495.856934 Iteration 60F: 3 clusters Score -8155282 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5782 members Mstep: Class 2 contains 59102 members Entering Unmasked Estep Score: -8155280.500000 Penalty: 5495.856934 Iteration 61Q: 3 clusters Score -8155280 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5777 members Mstep: Class 2 contains 59107 members Entering Unmasked Estep Score: -8155279.000000 Penalty: 5495.856934 Iteration 62Q: 3 clusters Score -8155279 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5773 members Mstep: Class 2 contains 59111 members Entering Unmasked Estep Score: -8155282.500000 Penalty: 5495.856934 Iteration 63Q: 3 clusters Score -8155282 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 59113 members Entering Unmasked Estep Score: -8155283.000000 Penalty: 5495.856934 Iteration 64Q: 3 clusters Score -8155283 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5768 members Mstep: Class 2 contains 59116 members Entering Unmasked Estep Score: -8155284.500000 Penalty: 5495.856934 Iteration 65Q: 3 clusters Score -8155284 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5767 members Mstep: Class 2 contains 59117 members Entering Unmasked Estep Score: -8155284.500000 Penalty: 5495.856934 Iteration 66Q: 3 clusters Score -8155284 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 59120 members Entering Unmasked Estep Score: -8155278.500000 Penalty: 5495.856934 Iteration 67Q: 3 clusters Score -8155278 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5763 members Mstep: Class 2 contains 59121 members Entering Unmasked Estep Score: -8155277.500000 Penalty: 5495.856934 Iteration 68Q: 3 clusters Score -8155278 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5763 members Mstep: Class 2 contains 59121 members Entering Unmasked Estep Score: -8155277.500000 Penalty: 5495.856934 Iteration 69F: 3 clusters Score -8155278 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (26509 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26509 members Entering Unmasked Estep Score: -3253306.500000 Penalty: 2525.939453 Iteration 0F: 2 clusters Score -3253306 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13236 members Mstep: Class 2 contains 13273 members Entering Unmasked Estep Score: -3235127.000000 Penalty: 5051.878906 Iteration 0F: 3 clusters Score -3235127 nChanged 11895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13153 members Mstep: Class 2 contains 13356 members Entering Unmasked Estep Score: -3241688.250000 Penalty: 5051.878906 Iteration 1F: 3 clusters Score -3241688 nChanged 1456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13291 members Mstep: Class 2 contains 13218 members Entering Unmasked Estep Score: -3242796.500000 Penalty: 5051.878906 Iteration 2F: 3 clusters Score -3242796 nChanged 1698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13757 members Mstep: Class 2 contains 12752 members Entering Unmasked Estep Score: -3244130.750000 Penalty: 5051.878906 Iteration 3F: 3 clusters Score -3244131 nChanged 2044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14671 members Mstep: Class 2 contains 11838 members Entering Unmasked Estep Score: -3245672.750000 Penalty: 5051.878906 Iteration 4F: 3 clusters Score -3245673 nChanged 2184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15953 members Mstep: Class 2 contains 10556 members Entering Unmasked Estep Score: -3247251.000000 Penalty: 5051.878906 Iteration 5F: 3 clusters Score -3247251 nChanged 2105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17408 members Mstep: Class 2 contains 9101 members Entering Unmasked Estep Score: -3248762.250000 Penalty: 5051.878906 Iteration 6F: 3 clusters Score -3248762 nChanged 1691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18759 members Mstep: Class 2 contains 7750 members Entering Unmasked Estep Score: -3249940.250000 Penalty: 5051.878906 Iteration 7F: 3 clusters Score -3249940 nChanged 1339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19908 members Mstep: Class 2 contains 6601 members Entering Unmasked Estep Score: -3250787.750000 Penalty: 5051.878906 Iteration 8F: 3 clusters Score -3250788 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20791 members Mstep: Class 2 contains 5718 members Entering Unmasked Estep Score: -3251300.250000 Penalty: 5051.878906 Iteration 9Q: 3 clusters Score -3251300 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21501 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -3251691.000000 Penalty: 5051.878906 Iteration 10Q: 3 clusters Score -3251691 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22139 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -3252085.250000 Penalty: 5051.878906 Iteration 11Q: 3 clusters Score -3252085 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22718 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -3252465.250000 Penalty: 5051.878906 Iteration 12Q: 3 clusters Score -3252465 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23242 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -3252812.500000 Penalty: 5051.878906 Iteration 13Q: 3 clusters Score -3252812 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23718 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -3253152.250000 Penalty: 5051.878906 Iteration 14Q: 3 clusters Score -3253152 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24061 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -3253398.250000 Penalty: 5051.878906 Iteration 15Q: 3 clusters Score -3253398 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24298 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -3253525.000000 Penalty: 5051.878906 Iteration 16Q: 3 clusters Score -3253525 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24473 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -3253605.500000 Penalty: 5051.878906 Iteration 17Q: 3 clusters Score -3253606 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24591 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -3253689.500000 Penalty: 5051.878906 Iteration 18Q: 3 clusters Score -3253690 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24698 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -3253747.000000 Penalty: 5051.878906 Iteration 19Q: 3 clusters Score -3253747 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24783 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -3253807.000000 Penalty: 5051.878906 Iteration 20F: 3 clusters Score -3253807 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24845 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -3253841.500000 Penalty: 5051.878906 Iteration 21Q: 3 clusters Score -3253842 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24899 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -3253862.500000 Penalty: 5051.878906 Iteration 22Q: 3 clusters Score -3253862 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24936 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -3253876.750000 Penalty: 5051.878906 Iteration 23Q: 3 clusters Score -3253877 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24963 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -3253879.500000 Penalty: 5051.878906 Iteration 24Q: 3 clusters Score -3253880 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24986 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -3253899.500000 Penalty: 5051.878906 Iteration 25Q: 3 clusters Score -3253900 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24994 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -3253891.750000 Penalty: 5051.878906 Iteration 26Q: 3 clusters Score -3253892 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24997 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -3253901.500000 Penalty: 5051.878906 Iteration 27Q: 3 clusters Score -3253902 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25003 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -3253902.250000 Penalty: 5051.878906 Iteration 28Q: 3 clusters Score -3253902 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25007 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -3253901.000000 Penalty: 5051.878906 Iteration 29Q: 3 clusters Score -3253901 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25014 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -3253897.500000 Penalty: 5051.878906 Iteration 30Q: 3 clusters Score -3253898 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25017 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -3253905.250000 Penalty: 5051.878906 Iteration 31Q: 3 clusters Score -3253905 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25019 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -3253904.250000 Penalty: 5051.878906 Iteration 32Q: 3 clusters Score -3253904 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25019 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -3253904.250000 Penalty: 5051.878906 Iteration 33F: 3 clusters Score -3253904 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 218 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 798 members Mstep: Class 3 contains 54122 members Mstep: Class 4 contains 4493 members Mstep: Class 5 contains 9846 members Mstep: Class 6 contains 374 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 64884 members Mstep: Class 9 contains 1490 members Mstep: Class 10 contains 25019 members Mstep: Class 12 contains 3052 members Mstep: Class 14 contains 9264 members Mstep: Class 17 contains 3339 members Mstep: Class 18 contains 2829 members Mstep: Class 19 contains 15010 members Mstep: Class 20 contains 2136 members Mstep: Class 21 contains 4137 members Mstep: Class 22 contains 1186 members Mstep: Class 24 contains 245592 members Entering Unmasked Estep Score: -55410720.000000 Penalty: 61323.093750 Splitting cluster 10 changes total score from -55409000.000000 to -55410720.000000 So it's getting split into cluster 9. Entering ConstructFrom: Trying to split cluster 12 (3052 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Entering Unmasked Estep Score: -386389.562500 Penalty: 1989.840820 Iteration 0F: 2 clusters Score -386389.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -383115.843750 Penalty: 3979.681641 Iteration 0F: 3 clusters Score -383115.8 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -383745.593750 Penalty: 3979.681641 Iteration 1F: 3 clusters Score -383745.6 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -383891.593750 Penalty: 3979.681641 Iteration 2F: 3 clusters Score -383891.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -383985.500000 Penalty: 3979.681641 Iteration 3Q: 3 clusters Score -383985.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -384048.718750 Penalty: 3979.681641 Iteration 4Q: 3 clusters Score -384048.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -384092.187500 Penalty: 3979.681641 Iteration 5Q: 3 clusters Score -384092.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -384131.468750 Penalty: 3979.681641 Iteration 6Q: 3 clusters Score -384131.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -384158.937500 Penalty: 3979.681641 Iteration 7Q: 3 clusters Score -384158.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -384178.062500 Penalty: 3979.681641 Iteration 8Q: 3 clusters Score -384178.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -384197.843750 Penalty: 3979.681641 Iteration 9Q: 3 clusters Score -384197.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -384208.625000 Penalty: 3979.681641 Iteration 10Q: 3 clusters Score -384208.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -384217.281250 Penalty: 3979.681641 Iteration 11Q: 3 clusters Score -384217.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -384225.750000 Penalty: 3979.681641 Iteration 12Q: 3 clusters Score -384225.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -384237.875000 Penalty: 3979.681641 Iteration 13Q: 3 clusters Score -384237.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -384247.843750 Penalty: 3979.681641 Iteration 14Q: 3 clusters Score -384247.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -384257.531250 Penalty: 3979.681641 Iteration 15Q: 3 clusters Score -384257.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -384271.500000 Penalty: 3979.681641 Iteration 16Q: 3 clusters Score -384271.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -384284.125000 Penalty: 3979.681641 Iteration 17Q: 3 clusters Score -384284.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -384295.718750 Penalty: 3979.681641 Iteration 18Q: 3 clusters Score -384295.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -384301.968750 Penalty: 3979.681641 Iteration 19Q: 3 clusters Score -384302 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -384311.281250 Penalty: 3979.681641 Iteration 20F: 3 clusters Score -384311.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -384326.656250 Penalty: 3979.681641 Iteration 21Q: 3 clusters Score -384326.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -384343.625000 Penalty: 3979.681641 Iteration 22Q: 3 clusters Score -384343.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -384355.812500 Penalty: 3979.681641 Iteration 23Q: 3 clusters Score -384355.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -384363.531250 Penalty: 3979.681641 Iteration 24Q: 3 clusters Score -384363.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -384373.250000 Penalty: 3979.681641 Iteration 25Q: 3 clusters Score -384373.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -384377.500000 Penalty: 3979.681641 Iteration 26Q: 3 clusters Score -384377.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -384381.000000 Penalty: 3979.681641 Iteration 27Q: 3 clusters Score -384381 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -384383.062500 Penalty: 3979.681641 Iteration 28Q: 3 clusters Score -384383.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -384384.937500 Penalty: 3979.681641 Iteration 29Q: 3 clusters Score -384384.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -384389.062500 Penalty: 3979.681641 Iteration 30Q: 3 clusters Score -384389.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -384396.625000 Penalty: 3979.681641 Iteration 31Q: 3 clusters Score -384396.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -384405.562500 Penalty: 3979.681641 Iteration 32Q: 3 clusters Score -384405.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -384416.781250 Penalty: 3979.681641 Iteration 33Q: 3 clusters Score -384416.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -384424.062500 Penalty: 3979.681641 Iteration 34Q: 3 clusters Score -384424.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -384437.187500 Penalty: 3979.681641 Iteration 35Q: 3 clusters Score -384437.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -384445.750000 Penalty: 3979.681641 Iteration 36Q: 3 clusters Score -384445.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -384451.593750 Penalty: 3979.681641 Iteration 37Q: 3 clusters Score -384451.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -384456.437500 Penalty: 3979.681641 Iteration 38Q: 3 clusters Score -384456.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -384459.718750 Penalty: 3979.681641 Iteration 39Q: 3 clusters Score -384459.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -384461.031250 Penalty: 3979.681641 Iteration 40F: 3 clusters Score -384461 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -384463.406250 Penalty: 3979.681641 Iteration 41Q: 3 clusters Score -384463.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -384466.406250 Penalty: 3979.681641 Iteration 42Q: 3 clusters Score -384466.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -384468.906250 Penalty: 3979.681641 Iteration 43Q: 3 clusters Score -384468.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -384473.687500 Penalty: 3979.681641 Iteration 44Q: 3 clusters Score -384473.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -384478.187500 Penalty: 3979.681641 Iteration 45Q: 3 clusters Score -384478.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -384481.812500 Penalty: 3979.681641 Iteration 46Q: 3 clusters Score -384481.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -384486.531250 Penalty: 3979.681641 Iteration 47Q: 3 clusters Score -384486.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -384489.468750 Penalty: 3979.681641 Iteration 48Q: 3 clusters Score -384489.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -384493.593750 Penalty: 3979.681641 Iteration 49Q: 3 clusters Score -384493.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -384495.843750 Penalty: 3979.681641 Iteration 50Q: 3 clusters Score -384495.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -384496.968750 Penalty: 3979.681641 Iteration 51Q: 3 clusters Score -384497 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -384499.031250 Penalty: 3979.681641 Iteration 52Q: 3 clusters Score -384499 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -384500.125000 Penalty: 3979.681641 Iteration 53Q: 3 clusters Score -384500.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -384501.625000 Penalty: 3979.681641 Iteration 54Q: 3 clusters Score -384501.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -384502.187500 Penalty: 3979.681641 Iteration 55Q: 3 clusters Score -384502.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -384503.875000 Penalty: 3979.681641 Iteration 56Q: 3 clusters Score -384503.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -384504.406250 Penalty: 3979.681641 Iteration 57Q: 3 clusters Score -384504.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -384505.906250 Penalty: 3979.681641 Iteration 58Q: 3 clusters Score -384505.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -384508.312500 Penalty: 3979.681641 Iteration 59Q: 3 clusters Score -384508.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -384510.187500 Penalty: 3979.681641 Iteration 60F: 3 clusters Score -384510.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -384514.187500 Penalty: 3979.681641 Iteration 61Q: 3 clusters Score -384514.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -384516.437500 Penalty: 3979.681641 Iteration 62Q: 3 clusters Score -384516.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -384517.531250 Penalty: 3979.681641 Iteration 63Q: 3 clusters Score -384517.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -384518.406250 Penalty: 3979.681641 Iteration 64Q: 3 clusters Score -384518.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -384519.656250 Penalty: 3979.681641 Iteration 65Q: 3 clusters Score -384519.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -384520.687500 Penalty: 3979.681641 Iteration 66Q: 3 clusters Score -384520.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -384523.593750 Penalty: 3979.681641 Iteration 67Q: 3 clusters Score -384523.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -384524.906250 Penalty: 3979.681641 Iteration 68Q: 3 clusters Score -384524.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -384528.406250 Penalty: 3979.681641 Iteration 69Q: 3 clusters Score -384528.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -384530.500000 Penalty: 3979.681641 Iteration 70Q: 3 clusters Score -384530.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -384534.781250 Penalty: 3979.681641 Iteration 71Q: 3 clusters Score -384534.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -384539.031250 Penalty: 3979.681641 Iteration 72Q: 3 clusters Score -384539 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -384542.781250 Penalty: 3979.681641 Iteration 73Q: 3 clusters Score -384542.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -384545.843750 Penalty: 3979.681641 Iteration 74Q: 3 clusters Score -384545.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -384550.500000 Penalty: 3979.681641 Iteration 75Q: 3 clusters Score -384550.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -384556.125000 Penalty: 3979.681641 Iteration 76Q: 3 clusters Score -384556.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -384559.125000 Penalty: 3979.681641 Iteration 77Q: 3 clusters Score -384559.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -384565.125000 Penalty: 3979.681641 Iteration 78Q: 3 clusters Score -384565.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -384572.125000 Penalty: 3979.681641 Iteration 79Q: 3 clusters Score -384572.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -384574.750000 Penalty: 3979.681641 Iteration 80F: 3 clusters Score -384574.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -384579.468750 Penalty: 3979.681641 Iteration 81Q: 3 clusters Score -384579.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -384583.218750 Penalty: 3979.681641 Iteration 82Q: 3 clusters Score -384583.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -384584.562500 Penalty: 3979.681641 Iteration 83Q: 3 clusters Score -384584.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -384586.187500 Penalty: 3979.681641 Iteration 84Q: 3 clusters Score -384586.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -384587.406250 Penalty: 3979.681641 Iteration 85Q: 3 clusters Score -384587.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -384589.375000 Penalty: 3979.681641 Iteration 86Q: 3 clusters Score -384589.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -384589.625000 Penalty: 3979.681641 Iteration 87Q: 3 clusters Score -384589.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -384591.156250 Penalty: 3979.681641 Iteration 88Q: 3 clusters Score -384591.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -384591.156250 Penalty: 3979.681641 Iteration 89F: 3 clusters Score -384591.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (9264 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9264 members Entering Unmasked Estep Score: -1184365.000000 Penalty: 2265.205078 Iteration 0F: 2 clusters Score -1184365 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -1177174.250000 Penalty: 4530.410156 Iteration 0F: 3 clusters Score -1177174 nChanged 3773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -1179135.500000 Penalty: 4530.410156 Iteration 1F: 3 clusters Score -1179136 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -1179367.625000 Penalty: 4530.410156 Iteration 2F: 3 clusters Score -1179368 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -1179550.750000 Penalty: 4530.410156 Iteration 3Q: 3 clusters Score -1179551 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -1179688.000000 Penalty: 4530.410156 Iteration 4Q: 3 clusters Score -1179688 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -1179788.375000 Penalty: 4530.410156 Iteration 5Q: 3 clusters Score -1179788 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 5050 members Entering Unmasked Estep Score: -1179874.375000 Penalty: 4530.410156 Iteration 6Q: 3 clusters Score -1179874 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 5145 members Entering Unmasked Estep Score: -1179937.750000 Penalty: 4530.410156 Iteration 7Q: 3 clusters Score -1179938 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -1179988.625000 Penalty: 4530.410156 Iteration 8Q: 3 clusters Score -1179989 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 5351 members Entering Unmasked Estep Score: -1180032.750000 Penalty: 4530.410156 Iteration 9Q: 3 clusters Score -1180033 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -1180075.250000 Penalty: 4530.410156 Iteration 10Q: 3 clusters Score -1180075 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -1180117.250000 Penalty: 4530.410156 Iteration 11Q: 3 clusters Score -1180117 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 5694 members Entering Unmasked Estep Score: -1180165.000000 Penalty: 4530.410156 Iteration 12Q: 3 clusters Score -1180165 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -1180217.750000 Penalty: 4530.410156 Iteration 13Q: 3 clusters Score -1180218 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 5992 members Entering Unmasked Estep Score: -1180275.750000 Penalty: 4530.410156 Iteration 14Q: 3 clusters Score -1180276 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 6142 members Entering Unmasked Estep Score: -1180343.750000 Penalty: 4530.410156 Iteration 15Q: 3 clusters Score -1180344 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 6338 members Entering Unmasked Estep Score: -1180429.375000 Penalty: 4530.410156 Iteration 16Q: 3 clusters Score -1180429 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 6557 members Entering Unmasked Estep Score: -1180538.375000 Penalty: 4530.410156 Iteration 17Q: 3 clusters Score -1180538 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 6794 members Entering Unmasked Estep Score: -1180666.250000 Penalty: 4530.410156 Iteration 18Q: 3 clusters Score -1180666 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 7071 members Entering Unmasked Estep Score: -1180848.500000 Penalty: 4530.410156 Iteration 19Q: 3 clusters Score -1180848 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 7398 members Entering Unmasked Estep Score: -1181080.375000 Penalty: 4530.410156 Iteration 20F: 3 clusters Score -1181080 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 7721 members Entering Unmasked Estep Score: -1181328.125000 Penalty: 4530.410156 Iteration 21Q: 3 clusters Score -1181328 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 8041 members Entering Unmasked Estep Score: -1181574.750000 Penalty: 4530.410156 Iteration 22Q: 3 clusters Score -1181575 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 8302 members Entering Unmasked Estep Score: -1181789.375000 Penalty: 4530.410156 Iteration 23Q: 3 clusters Score -1181789 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 8470 members Entering Unmasked Estep Score: -1181925.375000 Penalty: 4530.410156 Iteration 24Q: 3 clusters Score -1181925 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 8583 members Entering Unmasked Estep Score: -1182019.000000 Penalty: 4530.410156 Iteration 25Q: 3 clusters Score -1182019 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 8661 members Entering Unmasked Estep Score: -1182081.625000 Penalty: 4530.410156 Iteration 26Q: 3 clusters Score -1182082 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 8721 members Entering Unmasked Estep Score: -1182139.000000 Penalty: 4530.410156 Iteration 27Q: 3 clusters Score -1182139 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 8778 members Entering Unmasked Estep Score: -1182189.125000 Penalty: 4530.410156 Iteration 28Q: 3 clusters Score -1182189 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 8813 members Entering Unmasked Estep Score: -1182223.625000 Penalty: 4530.410156 Iteration 29Q: 3 clusters Score -1182224 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 8842 members Entering Unmasked Estep Score: -1182258.000000 Penalty: 4530.410156 Iteration 30Q: 3 clusters Score -1182258 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 8870 members Entering Unmasked Estep Score: -1182303.250000 Penalty: 4530.410156 Iteration 31Q: 3 clusters Score -1182303 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 8889 members Entering Unmasked Estep Score: -1182326.625000 Penalty: 4530.410156 Iteration 32Q: 3 clusters Score -1182327 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 8902 members Entering Unmasked Estep Score: -1182340.625000 Penalty: 4530.410156 Iteration 33Q: 3 clusters Score -1182341 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 8906 members Entering Unmasked Estep Score: -1182342.375000 Penalty: 4530.410156 Iteration 34Q: 3 clusters Score -1182342 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 8907 members Entering Unmasked Estep Score: -1182344.625000 Penalty: 4530.410156 Iteration 35Q: 3 clusters Score -1182345 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 8909 members Entering Unmasked Estep Score: -1182346.000000 Penalty: 4530.410156 Iteration 36Q: 3 clusters Score -1182346 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 8914 members Entering Unmasked Estep Score: -1182355.250000 Penalty: 4530.410156 Iteration 37Q: 3 clusters Score -1182355 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 8917 members Entering Unmasked Estep Score: -1182358.250000 Penalty: 4530.410156 Iteration 38Q: 3 clusters Score -1182358 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 8920 members Entering Unmasked Estep Score: -1182359.875000 Penalty: 4530.410156 Iteration 39Q: 3 clusters Score -1182360 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 8922 members Entering Unmasked Estep Score: -1182364.250000 Penalty: 4530.410156 Iteration 40F: 3 clusters Score -1182364 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 8924 members Entering Unmasked Estep Score: -1182362.000000 Penalty: 4530.410156 Iteration 41Q: 3 clusters Score -1182362 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 8924 members Entering Unmasked Estep Score: -1182362.000000 Penalty: 4530.410156 Iteration 42F: 3 clusters Score -1182362 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Entering Unmasked Estep Score: -427038.375000 Penalty: 2012.129639 Iteration 0F: 2 clusters Score -427038.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -423579.125000 Penalty: 4024.259277 Iteration 0F: 3 clusters Score -423579.1 nChanged 1189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -424281.125000 Penalty: 4024.259277 Iteration 1F: 3 clusters Score -424281.1 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -424434.468750 Penalty: 4024.259277 Iteration 2F: 3 clusters Score -424434.5 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -424532.218750 Penalty: 4024.259277 Iteration 3Q: 3 clusters Score -424532.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -424597.937500 Penalty: 4024.259277 Iteration 4Q: 3 clusters Score -424597.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -424636.062500 Penalty: 4024.259277 Iteration 5Q: 3 clusters Score -424636.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -424663.718750 Penalty: 4024.259277 Iteration 6Q: 3 clusters Score -424663.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -424682.781250 Penalty: 4024.259277 Iteration 7Q: 3 clusters Score -424682.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -424696.437500 Penalty: 4024.259277 Iteration 8Q: 3 clusters Score -424696.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -424710.531250 Penalty: 4024.259277 Iteration 9Q: 3 clusters Score -424710.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -424718.968750 Penalty: 4024.259277 Iteration 10Q: 3 clusters Score -424719 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -424726.187500 Penalty: 4024.259277 Iteration 11Q: 3 clusters Score -424726.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -424730.656250 Penalty: 4024.259277 Iteration 12Q: 3 clusters Score -424730.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -424735.687500 Penalty: 4024.259277 Iteration 13Q: 3 clusters Score -424735.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -424739.218750 Penalty: 4024.259277 Iteration 14Q: 3 clusters Score -424739.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -424743.187500 Penalty: 4024.259277 Iteration 15Q: 3 clusters Score -424743.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -424745.125000 Penalty: 4024.259277 Iteration 16Q: 3 clusters Score -424745.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -424746.718750 Penalty: 4024.259277 Iteration 17Q: 3 clusters Score -424746.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -424747.093750 Penalty: 4024.259277 Iteration 18Q: 3 clusters Score -424747.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -424747.093750 Penalty: 4024.259277 Iteration 19F: 3 clusters Score -424747.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2829 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Entering Unmasked Estep Score: -332549.531250 Penalty: 1971.024292 Iteration 0F: 2 clusters Score -332549.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -329427.218750 Penalty: 3942.048584 Iteration 0F: 3 clusters Score -329427.2 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -330131.875000 Penalty: 3942.048584 Iteration 1F: 3 clusters Score -330131.9 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -330306.781250 Penalty: 3942.048584 Iteration 2F: 3 clusters Score -330306.8 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -330438.375000 Penalty: 3942.048584 Iteration 3F: 3 clusters Score -330438.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -330587.406250 Penalty: 3942.048584 Iteration 4Q: 3 clusters Score -330587.4 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -330787.062500 Penalty: 3942.048584 Iteration 5F: 3 clusters Score -330787.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -330996.312500 Penalty: 3942.048584 Iteration 6F: 3 clusters Score -330996.3 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -331176.375000 Penalty: 3942.048584 Iteration 7F: 3 clusters Score -331176.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -331335.343750 Penalty: 3942.048584 Iteration 8Q: 3 clusters Score -331335.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -331454.406250 Penalty: 3942.048584 Iteration 9Q: 3 clusters Score -331454.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -331527.187500 Penalty: 3942.048584 Iteration 10Q: 3 clusters Score -331527.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -331579.781250 Penalty: 3942.048584 Iteration 11Q: 3 clusters Score -331579.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -331605.281250 Penalty: 3942.048584 Iteration 12Q: 3 clusters Score -331605.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -331618.875000 Penalty: 3942.048584 Iteration 13Q: 3 clusters Score -331618.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -331630.093750 Penalty: 3942.048584 Iteration 14Q: 3 clusters Score -331630.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -331637.718750 Penalty: 3942.048584 Iteration 15Q: 3 clusters Score -331637.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -331645.250000 Penalty: 3942.048584 Iteration 16Q: 3 clusters Score -331645.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -331647.875000 Penalty: 3942.048584 Iteration 17Q: 3 clusters Score -331647.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -331653.375000 Penalty: 3942.048584 Iteration 18Q: 3 clusters Score -331653.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -331659.125000 Penalty: 3942.048584 Iteration 19Q: 3 clusters Score -331659.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -331664.156250 Penalty: 3942.048584 Iteration 20F: 3 clusters Score -331664.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -331665.843750 Penalty: 3942.048584 Iteration 21Q: 3 clusters Score -331665.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -331667.656250 Penalty: 3942.048584 Iteration 22Q: 3 clusters Score -331667.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -331668.656250 Penalty: 3942.048584 Iteration 23Q: 3 clusters Score -331668.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -331668.656250 Penalty: 3942.048584 Iteration 24F: 3 clusters Score -331668.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (15010 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15010 members Entering Unmasked Estep Score: -1912255.125000 Penalty: 2384.885010 Iteration 0F: 2 clusters Score -1912255 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7578 members Mstep: Class 2 contains 7432 members Entering Unmasked Estep Score: -1901305.500000 Penalty: 4769.770020 Iteration 0F: 3 clusters Score -1901306 nChanged 6462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7864 members Mstep: Class 2 contains 7146 members Entering Unmasked Estep Score: -1904827.000000 Penalty: 4769.770020 Iteration 1F: 3 clusters Score -1904827 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7996 members Mstep: Class 2 contains 7014 members Entering Unmasked Estep Score: -1905180.750000 Penalty: 4769.770020 Iteration 2F: 3 clusters Score -1905181 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8185 members Mstep: Class 2 contains 6825 members Entering Unmasked Estep Score: -1905460.750000 Penalty: 4769.770020 Iteration 3Q: 3 clusters Score -1905461 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8440 members Mstep: Class 2 contains 6570 members Entering Unmasked Estep Score: -1905715.250000 Penalty: 4769.770020 Iteration 4Q: 3 clusters Score -1905715 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8750 members Mstep: Class 2 contains 6260 members Entering Unmasked Estep Score: -1905991.750000 Penalty: 4769.770020 Iteration 5Q: 3 clusters Score -1905992 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9097 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -1906272.500000 Penalty: 4769.770020 Iteration 6Q: 3 clusters Score -1906272 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9525 members Mstep: Class 2 contains 5485 members Entering Unmasked Estep Score: -1906635.500000 Penalty: 4769.770020 Iteration 7Q: 3 clusters Score -1906636 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10026 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -1907151.125000 Penalty: 4769.770020 Iteration 8Q: 3 clusters Score -1907151 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10585 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -1907807.625000 Penalty: 4769.770020 Iteration 9F: 3 clusters Score -1907808 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11162 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -1908596.875000 Penalty: 4769.770020 Iteration 10F: 3 clusters Score -1908597 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11591 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -1909288.000000 Penalty: 4769.770020 Iteration 11Q: 3 clusters Score -1909288 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11879 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -1909874.625000 Penalty: 4769.770020 Iteration 12Q: 3 clusters Score -1909875 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12029 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -1910255.125000 Penalty: 4769.770020 Iteration 13Q: 3 clusters Score -1910255 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12112 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -1910494.500000 Penalty: 4769.770020 Iteration 14Q: 3 clusters Score -1910494 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12165 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -1910629.375000 Penalty: 4769.770020 Iteration 15Q: 3 clusters Score -1910629 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12210 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -1910746.125000 Penalty: 4769.770020 Iteration 16Q: 3 clusters Score -1910746 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12264 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -1910844.750000 Penalty: 4769.770020 Iteration 17Q: 3 clusters Score -1910845 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12323 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -1910934.500000 Penalty: 4769.770020 Iteration 18Q: 3 clusters Score -1910934 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12371 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -1910999.625000 Penalty: 4769.770020 Iteration 19Q: 3 clusters Score -1911000 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12429 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -1911064.625000 Penalty: 4769.770020 Iteration 20F: 3 clusters Score -1911065 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12499 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -1911166.750000 Penalty: 4769.770020 Iteration 21Q: 3 clusters Score -1911167 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12560 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -1911274.375000 Penalty: 4769.770020 Iteration 22Q: 3 clusters Score -1911274 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12611 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -1911362.375000 Penalty: 4769.770020 Iteration 23Q: 3 clusters Score -1911362 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12648 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -1911432.625000 Penalty: 4769.770020 Iteration 24Q: 3 clusters Score -1911433 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12681 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -1911465.625000 Penalty: 4769.770020 Iteration 25Q: 3 clusters Score -1911466 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12710 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -1911483.000000 Penalty: 4769.770020 Iteration 26Q: 3 clusters Score -1911483 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12724 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -1911497.500000 Penalty: 4769.770020 Iteration 27Q: 3 clusters Score -1911498 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12735 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -1911502.250000 Penalty: 4769.770020 Iteration 28Q: 3 clusters Score -1911502 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12749 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -1911507.875000 Penalty: 4769.770020 Iteration 29Q: 3 clusters Score -1911508 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12755 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -1911514.625000 Penalty: 4769.770020 Iteration 30Q: 3 clusters Score -1911515 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12759 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -1911512.000000 Penalty: 4769.770020 Iteration 31Q: 3 clusters Score -1911512 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12762 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -1911511.875000 Penalty: 4769.770020 Iteration 32Q: 3 clusters Score -1911512 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12765 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -1911513.000000 Penalty: 4769.770020 Iteration 33Q: 3 clusters Score -1911513 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12766 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -1911513.875000 Penalty: 4769.770020 Iteration 34Q: 3 clusters Score -1911514 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12769 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -1911515.250000 Penalty: 4769.770020 Iteration 35Q: 3 clusters Score -1911515 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12769 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -1911515.250000 Penalty: 4769.770020 Iteration 36F: 3 clusters Score -1911515 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2136 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Entering Unmasked Estep Score: -261941.406250 Penalty: 1901.339233 Iteration 0F: 2 clusters Score -261941.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -259263.218750 Penalty: 3802.678467 Iteration 0F: 3 clusters Score -259263.2 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -259756.453125 Penalty: 3802.678467 Iteration 1F: 3 clusters Score -259756.5 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -259896.531250 Penalty: 3802.678467 Iteration 2F: 3 clusters Score -259896.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -260014.734375 Penalty: 3802.678467 Iteration 3Q: 3 clusters Score -260014.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -260177.125000 Penalty: 3802.678467 Iteration 4Q: 3 clusters Score -260177.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -260365.062500 Penalty: 3802.678467 Iteration 5Q: 3 clusters Score -260365.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -260527.843750 Penalty: 3802.678467 Iteration 6F: 3 clusters Score -260527.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -260740.500000 Penalty: 3802.678467 Iteration 7F: 3 clusters Score -260740.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -261045.156250 Penalty: 3802.678467 Iteration 8F: 3 clusters Score -261045.2 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -261681.062500 Penalty: 3802.678467 Iteration 9F: 3 clusters Score -261681.1 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -263304.437500 Penalty: 3802.678467 Iteration 10F: 3 clusters Score -263304.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -264253.187500 Penalty: 3802.678467 Iteration 11Q: 3 clusters Score -264253.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -264601.843750 Penalty: 3802.678467 Iteration 12Q: 3 clusters Score -264601.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -264701.906250 Penalty: 3802.678467 Iteration 13Q: 3 clusters Score -264701.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -264740.968750 Penalty: 3802.678467 Iteration 14Q: 3 clusters Score -264741 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -264740.968750 Penalty: 3802.678467 Iteration 15F: 3 clusters Score -264741 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 218 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 798 members Mstep: Class 3 contains 54122 members Mstep: Class 4 contains 4493 members Mstep: Class 5 contains 9846 members Mstep: Class 6 contains 374 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 64884 members Mstep: Class 9 contains 1490 members Mstep: Class 10 contains 25019 members Mstep: Class 11 contains 1558 members Mstep: Class 12 contains 3052 members Mstep: Class 14 contains 9264 members Mstep: Class 17 contains 3339 members Mstep: Class 18 contains 2829 members Mstep: Class 19 contains 15010 members Mstep: Class 20 contains 578 members Mstep: Class 21 contains 4137 members Mstep: Class 22 contains 1186 members Mstep: Class 24 contains 245592 members Entering Unmasked Estep Score: -55412096.000000 Penalty: 64550.628906 Splitting cluster 20 changes total score from -55409000.000000 to -55412096.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 21 (4137 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Entering Unmasked Estep Score: -494274.843750 Penalty: 2065.276123 Iteration 0F: 2 clusters Score -494274.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -490409.093750 Penalty: 4130.552246 Iteration 0F: 3 clusters Score -490409.1 nChanged 1527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -491741.375000 Penalty: 4130.552246 Iteration 1F: 3 clusters Score -491741.4 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -492345.875000 Penalty: 4130.552246 Iteration 2F: 3 clusters Score -492345.9 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -493002.843750 Penalty: 4130.552246 Iteration 3F: 3 clusters Score -493002.8 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -494133.031250 Penalty: 4130.552246 Iteration 4F: 3 clusters Score -494133 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -495533.156250 Penalty: 4130.552246 Iteration 5F: 3 clusters Score -495533.2 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -496269.312500 Penalty: 4130.552246 Iteration 6F: 3 clusters Score -496269.3 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -496697.156250 Penalty: 4130.552246 Iteration 7Q: 3 clusters Score -496697.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -496955.187500 Penalty: 4130.552246 Iteration 8Q: 3 clusters Score -496955.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -496999.250000 Penalty: 4130.552246 Iteration 9Q: 3 clusters Score -496999.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -497006.593750 Penalty: 4130.552246 Iteration 10Q: 3 clusters Score -497006.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -497014.343750 Penalty: 4130.552246 Iteration 11Q: 3 clusters Score -497014.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -497021.093750 Penalty: 4130.552246 Iteration 12Q: 3 clusters Score -497021.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -497027.062500 Penalty: 4130.552246 Iteration 13Q: 3 clusters Score -497027.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -497031.062500 Penalty: 4130.552246 Iteration 14Q: 3 clusters Score -497031.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -497031.468750 Penalty: 4130.552246 Iteration 15Q: 3 clusters Score -497031.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -497031.812500 Penalty: 4130.552246 Iteration 16Q: 3 clusters Score -497031.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -497031.812500 Penalty: 4130.552246 Iteration 17F: 3 clusters Score -497031.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 218 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 798 members Mstep: Class 3 contains 54122 members Mstep: Class 4 contains 4493 members Mstep: Class 5 contains 9846 members Mstep: Class 6 contains 374 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 64884 members Mstep: Class 9 contains 1490 members Mstep: Class 10 contains 25019 members Mstep: Class 11 contains 1558 members Mstep: Class 12 contains 3052 members Mstep: Class 13 contains 2034 members Mstep: Class 14 contains 9264 members Mstep: Class 17 contains 3339 members Mstep: Class 18 contains 2829 members Mstep: Class 19 contains 15010 members Mstep: Class 20 contains 578 members Mstep: Class 21 contains 2103 members Mstep: Class 22 contains 1186 members Mstep: Class 24 contains 245592 members Entering Unmasked Estep Score: -55413772.000000 Penalty: 67778.156250 Splitting cluster 21 changes total score from -55409000.000000 to -55413772.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 22 (1186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Entering Unmasked Estep Score: -118747.171875 Penalty: 1755.428711 Iteration 0F: 2 clusters Score -118747.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -116814.531250 Penalty: 3510.857422 Iteration 0F: 3 clusters Score -116814.5 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -117590.218750 Penalty: 3510.857422 Iteration 1F: 3 clusters Score -117590.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -118087.671875 Penalty: 3510.857422 Iteration 2F: 3 clusters Score -118087.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -118564.390625 Penalty: 3510.857422 Iteration 3F: 3 clusters Score -118564.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -119547.070312 Penalty: 3510.857422 Iteration 4F: 3 clusters Score -119547.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -120260.914062 Penalty: 3510.857422 Iteration 5Q: 3 clusters Score -120260.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -120413.539062 Penalty: 3510.857422 Iteration 6Q: 3 clusters Score -120413.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -120556.726562 Penalty: 3510.857422 Iteration 7Q: 3 clusters Score -120556.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -120610.703125 Penalty: 3510.857422 Iteration 8Q: 3 clusters Score -120610.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -120633.085938 Penalty: 3510.857422 Iteration 9Q: 3 clusters Score -120633.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -120638.968750 Penalty: 3510.857422 Iteration 10Q: 3 clusters Score -120639 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -120643.765625 Penalty: 3510.857422 Iteration 11Q: 3 clusters Score -120643.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -120649.843750 Penalty: 3510.857422 Iteration 12Q: 3 clusters Score -120649.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -120654.257812 Penalty: 3510.857422 Iteration 13Q: 3 clusters Score -120654.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -120657.515625 Penalty: 3510.857422 Iteration 14Q: 3 clusters Score -120657.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -120670.289062 Penalty: 3510.857422 Iteration 15Q: 3 clusters Score -120670.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -120675.554688 Penalty: 3510.857422 Iteration 16Q: 3 clusters Score -120675.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -120679.085938 Penalty: 3510.857422 Iteration 17Q: 3 clusters Score -120679.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -120682.273438 Penalty: 3510.857422 Iteration 18Q: 3 clusters Score -120682.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -120685.000000 Penalty: 3510.857422 Iteration 19Q: 3 clusters Score -120685 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -120686.781250 Penalty: 3510.857422 Iteration 20F: 3 clusters Score -120686.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -120688.734375 Penalty: 3510.857422 Iteration 21Q: 3 clusters Score -120688.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -120693.679688 Penalty: 3510.857422 Iteration 22Q: 3 clusters Score -120693.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -120693.679688 Penalty: 3510.857422 Iteration 23F: 3 clusters Score -120693.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 218 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 798 members Mstep: Class 3 contains 54122 members Mstep: Class 4 contains 4493 members Mstep: Class 5 contains 9846 members Mstep: Class 6 contains 374 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 64884 members Mstep: Class 9 contains 1490 members Mstep: Class 10 contains 25019 members Mstep: Class 11 contains 1558 members Mstep: Class 12 contains 3052 members Mstep: Class 13 contains 2034 members Mstep: Class 14 contains 9264 members Mstep: Class 15 contains 503 members Mstep: Class 17 contains 3339 members Mstep: Class 18 contains 2829 members Mstep: Class 19 contains 15010 members Mstep: Class 20 contains 578 members Mstep: Class 21 contains 2103 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 245592 members Entering Unmasked Estep Score: -55414140.000000 Penalty: 71005.687500 Splitting cluster 22 changes total score from -55409000.000000 to -55414140.000000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 24 (245592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245592 members Entering Unmasked Estep Score: -30632622.000000 Penalty: 3078.033691 Iteration 0F: 2 clusters Score -3.063262e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122850 members Mstep: Class 2 contains 122742 members Entering Unmasked Estep Score: -30474360.000000 Penalty: 6156.067383 Iteration 0F: 3 clusters Score -3.047436e+07 nChanged 118531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123591 members Mstep: Class 2 contains 122001 members Entering Unmasked Estep Score: -30544086.000000 Penalty: 6156.067383 Iteration 1F: 3 clusters Score -3.054409e+07 nChanged 6722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124577 members Mstep: Class 2 contains 121015 members Entering Unmasked Estep Score: -30545580.000000 Penalty: 6156.067383 Iteration 2Q: 3 clusters Score -3.054558e+07 nChanged 7866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126013 members Mstep: Class 2 contains 119579 members Entering Unmasked Estep Score: -30548160.000000 Penalty: 6156.067383 Iteration 3Q: 3 clusters Score -3.054816e+07 nChanged 9632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128179 members Mstep: Class 2 contains 117413 members Entering Unmasked Estep Score: -30552846.000000 Penalty: 6156.067383 Iteration 4Q: 3 clusters Score -3.055285e+07 nChanged 11956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130711 members Mstep: Class 2 contains 114881 members Entering Unmasked Estep Score: -30559440.000000 Penalty: 6156.067383 Iteration 5Q: 3 clusters Score -3.055944e+07 nChanged 14026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133443 members Mstep: Class 2 contains 112149 members Entering Unmasked Estep Score: -30567094.000000 Penalty: 6156.067383 Iteration 6F: 3 clusters Score -3.056709e+07 nChanged 15063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136142 members Mstep: Class 2 contains 109450 members Entering Unmasked Estep Score: -30575488.000000 Penalty: 6156.067383 Iteration 7F: 3 clusters Score -3.057549e+07 nChanged 15297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138303 members Mstep: Class 2 contains 107289 members Entering Unmasked Estep Score: -30584256.000000 Penalty: 6156.067383 Iteration 8F: 3 clusters Score -3.058426e+07 nChanged 14641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139394 members Mstep: Class 2 contains 106198 members Entering Unmasked Estep Score: -30592812.000000 Penalty: 6156.067383 Iteration 9F: 3 clusters Score -3.059281e+07 nChanged 12802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139232 members Mstep: Class 2 contains 106360 members Entering Unmasked Estep Score: -30599882.000000 Penalty: 6156.067383 Iteration 10F: 3 clusters Score -3.059988e+07 nChanged 10695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138071 members Mstep: Class 2 contains 107521 members Entering Unmasked Estep Score: -30604910.000000 Penalty: 6156.067383 Iteration 11Q: 3 clusters Score -3.060491e+07 nChanged 8117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136694 members Mstep: Class 2 contains 108898 members Entering Unmasked Estep Score: -30608140.000000 Penalty: 6156.067383 Iteration 12Q: 3 clusters Score -3.060814e+07 nChanged 5927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135411 members Mstep: Class 2 contains 110181 members Entering Unmasked Estep Score: -30609556.000000 Penalty: 6156.067383 Iteration 13Q: 3 clusters Score -3.060956e+07 nChanged 4081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134320 members Mstep: Class 2 contains 111272 members Entering Unmasked Estep Score: -30610054.000000 Penalty: 6156.067383 Iteration 14Q: 3 clusters Score -3.061005e+07 nChanged 2863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133479 members Mstep: Class 2 contains 112113 members Entering Unmasked Estep Score: -30610708.000000 Penalty: 6156.067383 Iteration 15Q: 3 clusters Score -3.061071e+07 nChanged 2269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132664 members Mstep: Class 2 contains 112928 members Entering Unmasked Estep Score: -30610918.000000 Penalty: 6156.067383 Iteration 16Q: 3 clusters Score -3.061092e+07 nChanged 1881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131921 members Mstep: Class 2 contains 113671 members Entering Unmasked Estep Score: -30611182.000000 Penalty: 6156.067383 Iteration 17Q: 3 clusters Score -3.061118e+07 nChanged 1667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131176 members Mstep: Class 2 contains 114416 members Entering Unmasked Estep Score: -30611372.000000 Penalty: 6156.067383 Iteration 18Q: 3 clusters Score -3.061137e+07 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130438 members Mstep: Class 2 contains 115154 members Entering Unmasked Estep Score: -30611554.000000 Penalty: 6156.067383 Iteration 19Q: 3 clusters Score -3.061155e+07 nChanged 1468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129656 members Mstep: Class 2 contains 115936 members Entering Unmasked Estep Score: -30611824.000000 Penalty: 6156.067383 Iteration 20F: 3 clusters Score -3.061182e+07 nChanged 1415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128855 members Mstep: Class 2 contains 116737 members Entering Unmasked Estep Score: -30612082.000000 Penalty: 6156.067383 Iteration 21Q: 3 clusters Score -3.061208e+07 nChanged 1385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128000 members Mstep: Class 2 contains 117592 members Entering Unmasked Estep Score: -30612258.000000 Penalty: 6156.067383 Iteration 22Q: 3 clusters Score -3.061226e+07 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127129 members Mstep: Class 2 contains 118463 members Entering Unmasked Estep Score: -30612404.000000 Penalty: 6156.067383 Iteration 23Q: 3 clusters Score -3.06124e+07 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126157 members Mstep: Class 2 contains 119435 members Entering Unmasked Estep Score: -30612496.000000 Penalty: 6156.067383 Iteration 24Q: 3 clusters Score -3.06125e+07 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125121 members Mstep: Class 2 contains 120471 members Entering Unmasked Estep Score: -30612746.000000 Penalty: 6156.067383 Iteration 25Q: 3 clusters Score -3.061275e+07 nChanged 1278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124023 members Mstep: Class 2 contains 121569 members Entering Unmasked Estep Score: -30612950.000000 Penalty: 6156.067383 Iteration 26Q: 3 clusters Score -3.061295e+07 nChanged 1263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122886 members Mstep: Class 2 contains 122706 members Entering Unmasked Estep Score: -30613136.000000 Penalty: 6156.067383 Iteration 27Q: 3 clusters Score -3.061314e+07 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121613 members Mstep: Class 2 contains 123979 members Entering Unmasked Estep Score: -30613286.000000 Penalty: 6156.067383 Iteration 28Q: 3 clusters Score -3.061329e+07 nChanged 1417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120298 members Mstep: Class 2 contains 125294 members Entering Unmasked Estep Score: -30613448.000000 Penalty: 6156.067383 Iteration 29Q: 3 clusters Score -3.061345e+07 nChanged 1515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118831 members Mstep: Class 2 contains 126761 members Entering Unmasked Estep Score: -30613548.000000 Penalty: 6156.067383 Iteration 30Q: 3 clusters Score -3.061355e+07 nChanged 1600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117259 members Mstep: Class 2 contains 128333 members Entering Unmasked Estep Score: -30613734.000000 Penalty: 6156.067383 Iteration 31Q: 3 clusters Score -3.061373e+07 nChanged 1666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115613 members Mstep: Class 2 contains 129979 members Entering Unmasked Estep Score: -30613826.000000 Penalty: 6156.067383 Iteration 32Q: 3 clusters Score -3.061383e+07 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113877 members Mstep: Class 2 contains 131715 members Entering Unmasked Estep Score: -30614096.000000 Penalty: 6156.067383 Iteration 33Q: 3 clusters Score -3.06141e+07 nChanged 1871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112008 members Mstep: Class 2 contains 133584 members Entering Unmasked Estep Score: -30614178.000000 Penalty: 6156.067383 Iteration 34Q: 3 clusters Score -3.061418e+07 nChanged 2032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109980 members Mstep: Class 2 contains 135612 members Entering Unmasked Estep Score: -30614542.000000 Penalty: 6156.067383 Iteration 35Q: 3 clusters Score -3.061454e+07 nChanged 2210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107772 members Mstep: Class 2 contains 137820 members Entering Unmasked Estep Score: -30614938.000000 Penalty: 6156.067383 Iteration 36Q: 3 clusters Score -3.061494e+07 nChanged 2386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105390 members Mstep: Class 2 contains 140202 members Entering Unmasked Estep Score: -30615364.000000 Penalty: 6156.067383 Iteration 37Q: 3 clusters Score -3.061536e+07 nChanged 2654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102736 members Mstep: Class 2 contains 142856 members Entering Unmasked Estep Score: -30615860.000000 Penalty: 6156.067383 Iteration 38Q: 3 clusters Score -3.061586e+07 nChanged 2887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99851 members Mstep: Class 2 contains 145741 members Entering Unmasked Estep Score: -30616444.000000 Penalty: 6156.067383 Iteration 39Q: 3 clusters Score -3.061644e+07 nChanged 3089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96762 members Mstep: Class 2 contains 148830 members Entering Unmasked Estep Score: -30616960.000000 Penalty: 6156.067383 Iteration 40F: 3 clusters Score -3.061696e+07 nChanged 3416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93348 members Mstep: Class 2 contains 152244 members Entering Unmasked Estep Score: -30617750.000000 Penalty: 6156.067383 Iteration 41Q: 3 clusters Score -3.061775e+07 nChanged 3691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89657 members Mstep: Class 2 contains 155935 members Entering Unmasked Estep Score: -30618666.000000 Penalty: 6156.067383 Iteration 42Q: 3 clusters Score -3.061867e+07 nChanged 3831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85826 members Mstep: Class 2 contains 159766 members Entering Unmasked Estep Score: -30619622.000000 Penalty: 6156.067383 Iteration 43Q: 3 clusters Score -3.061962e+07 nChanged 4073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81753 members Mstep: Class 2 contains 163839 members Entering Unmasked Estep Score: -30620864.000000 Penalty: 6156.067383 Iteration 44Q: 3 clusters Score -3.062086e+07 nChanged 4226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77529 members Mstep: Class 2 contains 168063 members Entering Unmasked Estep Score: -30622186.000000 Penalty: 6156.067383 Iteration 45Q: 3 clusters Score -3.062219e+07 nChanged 4532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72997 members Mstep: Class 2 contains 172595 members Entering Unmasked Estep Score: -30623604.000000 Penalty: 6156.067383 Iteration 46Q: 3 clusters Score -3.06236e+07 nChanged 4647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68350 members Mstep: Class 2 contains 177242 members Entering Unmasked Estep Score: -30625016.000000 Penalty: 6156.067383 Iteration 47Q: 3 clusters Score -3.062502e+07 nChanged 4783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63571 members Mstep: Class 2 contains 182021 members Entering Unmasked Estep Score: -30626482.000000 Penalty: 6156.067383 Iteration 48Q: 3 clusters Score -3.062648e+07 nChanged 4751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58822 members Mstep: Class 2 contains 186770 members Entering Unmasked Estep Score: -30627922.000000 Penalty: 6156.067383 Iteration 49Q: 3 clusters Score -3.062792e+07 nChanged 4734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54090 members Mstep: Class 2 contains 191502 members Entering Unmasked Estep Score: -30629614.000000 Penalty: 6156.067383 Iteration 50Q: 3 clusters Score -3.062961e+07 nChanged 4542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49550 members Mstep: Class 2 contains 196042 members Entering Unmasked Estep Score: -30630970.000000 Penalty: 6156.067383 Iteration 51Q: 3 clusters Score -3.063097e+07 nChanged 4360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45190 members Mstep: Class 2 contains 200402 members Entering Unmasked Estep Score: -30632240.000000 Penalty: 6156.067383 Iteration 52Q: 3 clusters Score -3.063224e+07 nChanged 4126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41066 members Mstep: Class 2 contains 204526 members Entering Unmasked Estep Score: -30633288.000000 Penalty: 6156.067383 Iteration 53Q: 3 clusters Score -3.063329e+07 nChanged 3807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37265 members Mstep: Class 2 contains 208327 members Entering Unmasked Estep Score: -30634382.000000 Penalty: 6156.067383 Iteration 54Q: 3 clusters Score -3.063438e+07 nChanged 3466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33807 members Mstep: Class 2 contains 211785 members Entering Unmasked Estep Score: -30635326.000000 Penalty: 6156.067383 Iteration 55Q: 3 clusters Score -3.063533e+07 nChanged 3177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30638 members Mstep: Class 2 contains 214954 members Entering Unmasked Estep Score: -30636298.000000 Penalty: 6156.067383 Iteration 56Q: 3 clusters Score -3.06363e+07 nChanged 2711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27939 members Mstep: Class 2 contains 217653 members Entering Unmasked Estep Score: -30636856.000000 Penalty: 6156.067383 Iteration 57Q: 3 clusters Score -3.063686e+07 nChanged 2379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25568 members Mstep: Class 2 contains 220024 members Entering Unmasked Estep Score: -30637408.000000 Penalty: 6156.067383 Iteration 58Q: 3 clusters Score -3.063741e+07 nChanged 2083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23493 members Mstep: Class 2 contains 222099 members Entering Unmasked Estep Score: -30637696.000000 Penalty: 6156.067383 Iteration 59Q: 3 clusters Score -3.06377e+07 nChanged 1801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21700 members Mstep: Class 2 contains 223892 members Entering Unmasked Estep Score: -30637968.000000 Penalty: 6156.067383 Iteration 60F: 3 clusters Score -3.063797e+07 nChanged 1601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20105 members Mstep: Class 2 contains 225487 members Entering Unmasked Estep Score: -30638326.000000 Penalty: 6156.067383 Iteration 61Q: 3 clusters Score -3.063833e+07 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18686 members Mstep: Class 2 contains 226906 members Entering Unmasked Estep Score: -30638484.000000 Penalty: 6156.067383 Iteration 62Q: 3 clusters Score -3.063848e+07 nChanged 1203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17491 members Mstep: Class 2 contains 228101 members Entering Unmasked Estep Score: -30638646.000000 Penalty: 6156.067383 Iteration 63Q: 3 clusters Score -3.063865e+07 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16515 members Mstep: Class 2 contains 229077 members Entering Unmasked Estep Score: -30638736.000000 Penalty: 6156.067383 Iteration 64Q: 3 clusters Score -3.063874e+07 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15632 members Mstep: Class 2 contains 229960 members Entering Unmasked Estep Score: -30638810.000000 Penalty: 6156.067383 Iteration 65Q: 3 clusters Score -3.063881e+07 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14875 members Mstep: Class 2 contains 230717 members Entering Unmasked Estep Score: -30638852.000000 Penalty: 6156.067383 Iteration 66Q: 3 clusters Score -3.063885e+07 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14187 members Mstep: Class 2 contains 231405 members Entering Unmasked Estep Score: -30638962.000000 Penalty: 6156.067383 Iteration 67Q: 3 clusters Score -3.063896e+07 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13570 members Mstep: Class 2 contains 232022 members Entering Unmasked Estep Score: -30639026.000000 Penalty: 6156.067383 Iteration 68Q: 3 clusters Score -3.063903e+07 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13006 members Mstep: Class 2 contains 232586 members Entering Unmasked Estep Score: -30639108.000000 Penalty: 6156.067383 Iteration 69Q: 3 clusters Score -3.063911e+07 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12513 members Mstep: Class 2 contains 233079 members Entering Unmasked Estep Score: -30639130.000000 Penalty: 6156.067383 Iteration 70Q: 3 clusters Score -3.063913e+07 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12103 members Mstep: Class 2 contains 233489 members Entering Unmasked Estep Score: -30639074.000000 Penalty: 6156.067383 Iteration 71Q: 3 clusters Score -3.063907e+07 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11714 members Mstep: Class 2 contains 233878 members Entering Unmasked Estep Score: -30639128.000000 Penalty: 6156.067383 Iteration 72Q: 3 clusters Score -3.063913e+07 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11345 members Mstep: Class 2 contains 234247 members Entering Unmasked Estep Score: -30639204.000000 Penalty: 6156.067383 Iteration 73Q: 3 clusters Score -3.06392e+07 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11019 members Mstep: Class 2 contains 234573 members Entering Unmasked Estep Score: -30639190.000000 Penalty: 6156.067383 Iteration 74Q: 3 clusters Score -3.063919e+07 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10694 members Mstep: Class 2 contains 234898 members Entering Unmasked Estep Score: -30639364.000000 Penalty: 6156.067383 Iteration 75Q: 3 clusters Score -3.063936e+07 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10362 members Mstep: Class 2 contains 235230 members Entering Unmasked Estep Score: -30639562.000000 Penalty: 6156.067383 Iteration 76Q: 3 clusters Score -3.063956e+07 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10003 members Mstep: Class 2 contains 235589 members Entering Unmasked Estep Score: -30639830.000000 Penalty: 6156.067383 Iteration 77Q: 3 clusters Score -3.063983e+07 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9694 members Mstep: Class 2 contains 235898 members Entering Unmasked Estep Score: -30640116.000000 Penalty: 6156.067383 Iteration 78Q: 3 clusters Score -3.064012e+07 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9472 members Mstep: Class 2 contains 236120 members Entering Unmasked Estep Score: -30640390.000000 Penalty: 6156.067383 Iteration 79Q: 3 clusters Score -3.064039e+07 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9337 members Mstep: Class 2 contains 236255 members Entering Unmasked Estep Score: -30640610.000000 Penalty: 6156.067383 Iteration 80F: 3 clusters Score -3.064061e+07 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9231 members Mstep: Class 2 contains 236361 members Entering Unmasked Estep Score: -30640720.000000 Penalty: 6156.067383 Iteration 81Q: 3 clusters Score -3.064072e+07 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9160 members Mstep: Class 2 contains 236432 members Entering Unmasked Estep Score: -30640790.000000 Penalty: 6156.067383 Iteration 82Q: 3 clusters Score -3.064079e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9144 members Mstep: Class 2 contains 236448 members Entering Unmasked Estep Score: -30640878.000000 Penalty: 6156.067383 Iteration 83Q: 3 clusters Score -3.064088e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9133 members Mstep: Class 2 contains 236459 members Entering Unmasked Estep Score: -30640852.000000 Penalty: 6156.067383 Iteration 84Q: 3 clusters Score -3.064085e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9111 members Mstep: Class 2 contains 236481 members Entering Unmasked Estep Score: -30640848.000000 Penalty: 6156.067383 Iteration 85Q: 3 clusters Score -3.064085e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9115 members Mstep: Class 2 contains 236477 members Entering Unmasked Estep Score: -30640878.000000 Penalty: 6156.067383 Iteration 86Q: 3 clusters Score -3.064088e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9117 members Mstep: Class 2 contains 236475 members Entering Unmasked Estep Score: -30640886.000000 Penalty: 6156.067383 Iteration 87Q: 3 clusters Score -3.064089e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9113 members Mstep: Class 2 contains 236479 members Entering Unmasked Estep Score: -30640910.000000 Penalty: 6156.067383 Iteration 88Q: 3 clusters Score -3.064091e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9107 members Mstep: Class 2 contains 236485 members Entering Unmasked Estep Score: -30640884.000000 Penalty: 6156.067383 Iteration 89Q: 3 clusters Score -3.064088e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9104 members Mstep: Class 2 contains 236488 members Entering Unmasked Estep Score: -30640904.000000 Penalty: 6156.067383 Iteration 90Q: 3 clusters Score -3.06409e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9099 members Mstep: Class 2 contains 236493 members Entering Unmasked Estep Score: -30640918.000000 Penalty: 6156.067383 Iteration 91Q: 3 clusters Score -3.064092e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9097 members Mstep: Class 2 contains 236495 members Entering Unmasked Estep Score: -30640898.000000 Penalty: 6156.067383 Iteration 92Q: 3 clusters Score -3.06409e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9095 members Mstep: Class 2 contains 236497 members Entering Unmasked Estep Score: -30640908.000000 Penalty: 6156.067383 Iteration 93Q: 3 clusters Score -3.064091e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9097 members Mstep: Class 2 contains 236495 members Entering Unmasked Estep Score: -30640910.000000 Penalty: 6156.067383 Iteration 94Q: 3 clusters Score -3.064091e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9095 members Mstep: Class 2 contains 236497 members Entering Unmasked Estep Score: -30640914.000000 Penalty: 6156.067383 Iteration 95Q: 3 clusters Score -3.064091e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9097 members Mstep: Class 2 contains 236495 members Entering Unmasked Estep Score: -30640902.000000 Penalty: 6156.067383 Iteration 96Q: 3 clusters Score -3.06409e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9095 members Mstep: Class 2 contains 236497 members Entering Unmasked Estep Score: -30640920.000000 Penalty: 6156.067383 Iteration 97Q: 3 clusters Score -3.064092e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9095 members Mstep: Class 2 contains 236497 members Entering Unmasked Estep Score: -30640920.000000 Penalty: 6156.067383 Iteration 98F: 3 clusters Score -3.064092e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 218 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 798 members Mstep: Class 3 contains 54122 members Mstep: Class 4 contains 4493 members Mstep: Class 5 contains 9846 members Mstep: Class 6 contains 374 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 64884 members Mstep: Class 9 contains 1490 members Mstep: Class 10 contains 25019 members Mstep: Class 11 contains 1558 members Mstep: Class 12 contains 3052 members Mstep: Class 13 contains 2034 members Mstep: Class 14 contains 9264 members Mstep: Class 15 contains 503 members Mstep: Class 16 contains 236497 members Mstep: Class 17 contains 3339 members Mstep: Class 18 contains 2829 members Mstep: Class 19 contains 15010 members Mstep: Class 20 contains 578 members Mstep: Class 21 contains 2103 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9095 members Entering Unmasked Estep Score: -55422556.000000 Penalty: 74233.218750 Splitting cluster 24 changes total score from -55409000.000000 to -55422556.000000 So it's getting split into cluster 16. Entering Unmasked Mstep Mstep: Class 0 contains 218 members Mstep: Class 2 contains 798 members Mstep: Class 3 contains 54122 members Mstep: Class 5 contains 9846 members Mstep: Class 6 contains 374 members Mstep: Class 8 contains 64884 members Mstep: Class 10 contains 25019 members Mstep: Class 12 contains 3052 members Mstep: Class 14 contains 9264 members Mstep: Class 17 contains 3339 members Mstep: Class 18 contains 2829 members Mstep: Class 19 contains 15010 members Mstep: Class 20 contains 578 members Mstep: Class 21 contains 2103 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9095 members Entering Unmasked Estep ConsiderDeletion Score: -55424472.000000 Penalty: 74233.218750 Iteration 39Q: 24 clusters Score -5.542447e+07 nChanged 3936 Entering Unmasked Mstep Mstep: Class 0 contains 217 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 726 members Mstep: Class 3 contains 54032 members Mstep: Class 4 contains 4641 members Mstep: Class 5 contains 9881 members Mstep: Class 6 contains 375 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 64827 members Mstep: Class 9 contains 1486 members Mstep: Class 10 contains 25600 members Mstep: Class 11 contains 1556 members Mstep: Class 12 contains 3094 members Mstep: Class 13 contains 2015 members Mstep: Class 14 contains 9442 members Mstep: Class 15 contains 501 members Mstep: Class 16 contains 235594 members Mstep: Class 17 contains 3346 members Mstep: Class 18 contains 2870 members Mstep: Class 19 contains 14961 members Mstep: Class 20 contains 581 members Mstep: Class 21 contains 2165 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9195 members Entering Unmasked Estep ConsiderDeletion Score: -55426960.000000 Penalty: 74233.218750 Iteration 40F: 24 clusters Score -5.542696e+07 nChanged 3581 Entering Unmasked Mstep Mstep: Class 0 contains 211 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 672 members Mstep: Class 3 contains 53126 members Mstep: Class 4 contains 4741 members Mstep: Class 5 contains 9842 members Mstep: Class 6 contains 379 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 64588 members Mstep: Class 9 contains 1480 members Mstep: Class 10 contains 25510 members Mstep: Class 11 contains 1605 members Mstep: Class 12 contains 3105 members Mstep: Class 13 contains 2219 members Mstep: Class 14 contains 9606 members Mstep: Class 15 contains 503 members Mstep: Class 16 contains 236572 members Mstep: Class 17 contains 3331 members Mstep: Class 18 contains 2865 members Mstep: Class 19 contains 14766 members Mstep: Class 20 contains 582 members Mstep: Class 21 contains 2127 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9262 members Entering Unmasked Estep ConsiderDeletion Score: -55428424.000000 Penalty: 74233.218750 Iteration 41Q: 24 clusters Score -5.542842e+07 nChanged 2264 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 640 members Mstep: Class 3 contains 52441 members Mstep: Class 4 contains 4842 members Mstep: Class 5 contains 9798 members Mstep: Class 6 contains 382 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 64424 members Mstep: Class 9 contains 1485 members Mstep: Class 10 contains 25480 members Mstep: Class 11 contains 1625 members Mstep: Class 12 contains 3122 members Mstep: Class 13 contains 2326 members Mstep: Class 14 contains 9761 members Mstep: Class 15 contains 503 members Mstep: Class 16 contains 237242 members Mstep: Class 17 contains 3321 members Mstep: Class 18 contains 2862 members Mstep: Class 19 contains 14600 members Mstep: Class 20 contains 582 members Mstep: Class 21 contains 2119 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9317 members Entering Unmasked Estep ConsiderDeletion Score: -55428952.000000 Penalty: 74233.218750 Iteration 42Q: 24 clusters Score -5.542895e+07 nChanged 1591 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 629 members Mstep: Class 3 contains 51922 members Mstep: Class 4 contains 4915 members Mstep: Class 5 contains 9756 members Mstep: Class 6 contains 382 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 64294 members Mstep: Class 9 contains 1487 members Mstep: Class 10 contains 25484 members Mstep: Class 11 contains 1643 members Mstep: Class 12 contains 3135 members Mstep: Class 13 contains 2413 members Mstep: Class 14 contains 9919 members Mstep: Class 15 contains 503 members Mstep: Class 16 contains 237686 members Mstep: Class 17 contains 3314 members Mstep: Class 18 contains 2859 members Mstep: Class 19 contains 14475 members Mstep: Class 20 contains 582 members Mstep: Class 21 contains 2108 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9357 members Entering Unmasked Estep ConsiderDeletion Score: -55429348.000000 Penalty: 74233.218750 Iteration 43Q: 24 clusters Score -5.542935e+07 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 51561 members Mstep: Class 4 contains 4959 members Mstep: Class 5 contains 9734 members Mstep: Class 6 contains 382 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 64194 members Mstep: Class 9 contains 1496 members Mstep: Class 10 contains 25487 members Mstep: Class 11 contains 1650 members Mstep: Class 12 contains 3141 members Mstep: Class 13 contains 2474 members Mstep: Class 14 contains 10067 members Mstep: Class 15 contains 503 members Mstep: Class 16 contains 237985 members Mstep: Class 17 contains 3299 members Mstep: Class 18 contains 2859 members Mstep: Class 19 contains 14375 members Mstep: Class 20 contains 582 members Mstep: Class 21 contains 2104 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9382 members Entering Unmasked Estep ConsiderDeletion Score: -55429456.000000 Penalty: 74233.218750 Iteration 44Q: 24 clusters Score -5.542946e+07 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 51311 members Mstep: Class 4 contains 4996 members Mstep: Class 5 contains 9721 members Mstep: Class 6 contains 382 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 64130 members Mstep: Class 9 contains 1501 members Mstep: Class 10 contains 25487 members Mstep: Class 11 contains 1655 members Mstep: Class 12 contains 3149 members Mstep: Class 13 contains 2518 members Mstep: Class 14 contains 10219 members Mstep: Class 15 contains 503 members Mstep: Class 16 contains 238167 members Mstep: Class 17 contains 3282 members Mstep: Class 18 contains 2855 members Mstep: Class 19 contains 14281 members Mstep: Class 20 contains 582 members Mstep: Class 21 contains 2098 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9398 members Entering Unmasked Estep ConsiderDeletion Score: -55429392.000000 Penalty: 74233.218750 Iteration 45Q: 24 clusters Score -5.542939e+07 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 51122 members Mstep: Class 4 contains 5019 members Mstep: Class 5 contains 9714 members Mstep: Class 6 contains 382 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 64087 members Mstep: Class 9 contains 1502 members Mstep: Class 10 contains 25488 members Mstep: Class 11 contains 1657 members Mstep: Class 12 contains 3152 members Mstep: Class 13 contains 2548 members Mstep: Class 14 contains 10342 members Mstep: Class 15 contains 503 members Mstep: Class 16 contains 238302 members Mstep: Class 17 contains 3269 members Mstep: Class 18 contains 2852 members Mstep: Class 19 contains 14213 members Mstep: Class 20 contains 582 members Mstep: Class 21 contains 2093 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9408 members Entering Unmasked Estep ConsiderDeletion Score: -55429412.000000 Penalty: 74233.218750 Iteration 46Q: 24 clusters Score -5.542941e+07 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50976 members Mstep: Class 4 contains 5034 members Mstep: Class 5 contains 9709 members Mstep: Class 6 contains 382 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 64059 members Mstep: Class 9 contains 1503 members Mstep: Class 10 contains 25496 members Mstep: Class 11 contains 1658 members Mstep: Class 12 contains 3160 members Mstep: Class 13 contains 2575 members Mstep: Class 14 contains 10451 members Mstep: Class 15 contains 503 members Mstep: Class 16 contains 238366 members Mstep: Class 17 contains 3265 members Mstep: Class 18 contains 2853 members Mstep: Class 19 contains 14153 members Mstep: Class 20 contains 582 members Mstep: Class 21 contains 2090 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9420 members Entering Unmasked Estep ConsiderDeletion Score: -55429416.000000 Penalty: 74233.218750 Iteration 47Q: 24 clusters Score -5.542942e+07 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50866 members Mstep: Class 4 contains 5055 members Mstep: Class 5 contains 9707 members Mstep: Class 6 contains 382 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 64037 members Mstep: Class 9 contains 1504 members Mstep: Class 10 contains 25499 members Mstep: Class 11 contains 1658 members Mstep: Class 12 contains 3161 members Mstep: Class 13 contains 2595 members Mstep: Class 14 contains 10546 members Mstep: Class 15 contains 503 members Mstep: Class 16 contains 238407 members Mstep: Class 17 contains 3265 members Mstep: Class 18 contains 2855 members Mstep: Class 19 contains 14098 members Mstep: Class 20 contains 582 members Mstep: Class 21 contains 2086 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9429 members Entering Unmasked Estep ConsiderDeletion Score: -55429348.000000 Penalty: 74233.218750 Iteration 48Q: 24 clusters Score -5.542935e+07 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50789 members Mstep: Class 4 contains 5058 members Mstep: Class 5 contains 9709 members Mstep: Class 6 contains 382 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 64009 members Mstep: Class 9 contains 1505 members Mstep: Class 10 contains 25502 members Mstep: Class 11 contains 1658 members Mstep: Class 12 contains 3163 members Mstep: Class 13 contains 2616 members Mstep: Class 14 contains 10643 members Mstep: Class 15 contains 503 members Mstep: Class 16 contains 238430 members Mstep: Class 17 contains 3266 members Mstep: Class 18 contains 2854 members Mstep: Class 19 contains 14041 members Mstep: Class 20 contains 582 members Mstep: Class 21 contains 2084 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9441 members Entering Unmasked Estep ConsiderDeletion Score: -55429280.000000 Penalty: 74233.218750 Iteration 49Q: 24 clusters Score -5.542928e+07 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50734 members Mstep: Class 4 contains 5065 members Mstep: Class 5 contains 9705 members Mstep: Class 6 contains 382 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 63999 members Mstep: Class 9 contains 1507 members Mstep: Class 10 contains 25506 members Mstep: Class 11 contains 1659 members Mstep: Class 12 contains 3162 members Mstep: Class 13 contains 2629 members Mstep: Class 14 contains 10729 members Mstep: Class 15 contains 503 members Mstep: Class 16 contains 238442 members Mstep: Class 17 contains 3268 members Mstep: Class 18 contains 2852 members Mstep: Class 19 contains 13980 members Mstep: Class 20 contains 582 members Mstep: Class 21 contains 2079 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9452 members Entering Unmasked Estep ConsiderDeletion Score: -55429192.000000 Penalty: 74233.218750 Iteration 50Q: 24 clusters Score -5.542919e+07 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50678 members Mstep: Class 4 contains 5065 members Mstep: Class 5 contains 9699 members Mstep: Class 6 contains 382 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 63985 members Mstep: Class 9 contains 1508 members Mstep: Class 10 contains 25509 members Mstep: Class 11 contains 1660 members Mstep: Class 12 contains 3163 members Mstep: Class 13 contains 2636 members Mstep: Class 14 contains 10802 members Mstep: Class 15 contains 503 members Mstep: Class 16 contains 238492 members Mstep: Class 17 contains 3268 members Mstep: Class 18 contains 2853 members Mstep: Class 19 contains 13913 members Mstep: Class 20 contains 582 members Mstep: Class 21 contains 2076 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9461 members Entering Unmasked Estep ConsiderDeletion Score: -55429244.000000 Penalty: 74233.218750 Iteration 51Q: 24 clusters Score -5.542924e+07 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50629 members Mstep: Class 4 contains 5068 members Mstep: Class 5 contains 9692 members Mstep: Class 6 contains 382 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 63978 members Mstep: Class 9 contains 1510 members Mstep: Class 10 contains 25511 members Mstep: Class 11 contains 1661 members Mstep: Class 12 contains 3166 members Mstep: Class 13 contains 2640 members Mstep: Class 14 contains 10869 members Mstep: Class 15 contains 503 members Mstep: Class 16 contains 238526 members Mstep: Class 17 contains 3268 members Mstep: Class 18 contains 2855 members Mstep: Class 19 contains 13856 members Mstep: Class 20 contains 582 members Mstep: Class 21 contains 2073 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9466 members Entering Unmasked Estep ConsiderDeletion Score: -55429316.000000 Penalty: 74233.218750 Iteration 52Q: 24 clusters Score -5.542932e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50586 members Mstep: Class 4 contains 5069 members Mstep: Class 5 contains 9686 members Mstep: Class 6 contains 382 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 63966 members Mstep: Class 9 contains 1512 members Mstep: Class 10 contains 25512 members Mstep: Class 11 contains 1661 members Mstep: Class 12 contains 3167 members Mstep: Class 13 contains 2650 members Mstep: Class 14 contains 10923 members Mstep: Class 15 contains 503 members Mstep: Class 16 contains 238579 members Mstep: Class 17 contains 3269 members Mstep: Class 18 contains 2857 members Mstep: Class 19 contains 13794 members Mstep: Class 20 contains 582 members Mstep: Class 21 contains 2071 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9466 members Entering Unmasked Estep ConsiderDeletion Score: -55429280.000000 Penalty: 74233.218750 Iteration 53Q: 24 clusters Score -5.542928e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50553 members Mstep: Class 4 contains 5066 members Mstep: Class 5 contains 9676 members Mstep: Class 6 contains 382 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 63956 members Mstep: Class 9 contains 1515 members Mstep: Class 10 contains 25512 members Mstep: Class 11 contains 1661 members Mstep: Class 12 contains 3168 members Mstep: Class 13 contains 2662 members Mstep: Class 14 contains 10976 members Mstep: Class 15 contains 503 members Mstep: Class 16 contains 238624 members Mstep: Class 17 contains 3271 members Mstep: Class 18 contains 2855 members Mstep: Class 19 contains 13734 members Mstep: Class 20 contains 582 members Mstep: Class 21 contains 2067 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9472 members Entering Unmasked Estep ConsiderDeletion Score: -55429236.000000 Penalty: 74233.218750 Iteration 54Q: 24 clusters Score -5.542924e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50521 members Mstep: Class 4 contains 5066 members Mstep: Class 5 contains 9673 members Mstep: Class 6 contains 382 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 63940 members Mstep: Class 9 contains 1517 members Mstep: Class 10 contains 25513 members Mstep: Class 11 contains 1661 members Mstep: Class 12 contains 3166 members Mstep: Class 13 contains 2673 members Mstep: Class 14 contains 11018 members Mstep: Class 15 contains 503 members Mstep: Class 16 contains 238672 members Mstep: Class 17 contains 3267 members Mstep: Class 18 contains 2854 members Mstep: Class 19 contains 13685 members Mstep: Class 20 contains 582 members Mstep: Class 21 contains 2065 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9477 members Entering Unmasked Estep ConsiderDeletion Score: -55429364.000000 Penalty: 74233.218750 Iteration 55Q: 24 clusters Score -5.542936e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50481 members Mstep: Class 4 contains 5066 members Mstep: Class 5 contains 9671 members Mstep: Class 6 contains 382 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 63933 members Mstep: Class 9 contains 1520 members Mstep: Class 10 contains 25513 members Mstep: Class 11 contains 1661 members Mstep: Class 12 contains 3167 members Mstep: Class 13 contains 2684 members Mstep: Class 14 contains 11041 members Mstep: Class 15 contains 503 members Mstep: Class 16 contains 238721 members Mstep: Class 17 contains 3267 members Mstep: Class 18 contains 2854 members Mstep: Class 19 contains 13644 members Mstep: Class 20 contains 582 members Mstep: Class 21 contains 2063 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9482 members Entering Unmasked Estep ConsiderDeletion Score: -55429360.000000 Penalty: 74233.218750 Iteration 56Q: 24 clusters Score -5.542936e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50441 members Mstep: Class 4 contains 5063 members Mstep: Class 5 contains 9671 members Mstep: Class 6 contains 382 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 63927 members Mstep: Class 9 contains 1520 members Mstep: Class 10 contains 25518 members Mstep: Class 11 contains 1661 members Mstep: Class 12 contains 3167 members Mstep: Class 13 contains 2694 members Mstep: Class 14 contains 11056 members Mstep: Class 15 contains 503 members Mstep: Class 16 contains 238785 members Mstep: Class 17 contains 3267 members Mstep: Class 18 contains 2854 members Mstep: Class 19 contains 13600 members Mstep: Class 20 contains 582 members Mstep: Class 21 contains 2060 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9484 members Entering Unmasked Estep ConsiderDeletion Score: -55429348.000000 Penalty: 74233.218750 Iteration 57Q: 24 clusters Score -5.542935e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50412 members Mstep: Class 4 contains 5064 members Mstep: Class 5 contains 9668 members Mstep: Class 6 contains 382 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 63914 members Mstep: Class 9 contains 1521 members Mstep: Class 10 contains 25519 members Mstep: Class 11 contains 1661 members Mstep: Class 12 contains 3167 members Mstep: Class 13 contains 2717 members Mstep: Class 14 contains 11068 members Mstep: Class 15 contains 503 members Mstep: Class 16 contains 238830 members Mstep: Class 17 contains 3263 members Mstep: Class 18 contains 2851 members Mstep: Class 19 contains 13570 members Mstep: Class 20 contains 582 members Mstep: Class 21 contains 2058 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9485 members Entering Unmasked Estep ConsiderDeletion Score: -55429368.000000 Penalty: 74233.218750 Iteration 58Q: 24 clusters Score -5.542937e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50386 members Mstep: Class 4 contains 5067 members Mstep: Class 5 contains 9662 members Mstep: Class 6 contains 382 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 63908 members Mstep: Class 9 contains 1521 members Mstep: Class 10 contains 25521 members Mstep: Class 11 contains 1661 members Mstep: Class 12 contains 3166 members Mstep: Class 13 contains 2734 members Mstep: Class 14 contains 11076 members Mstep: Class 15 contains 503 members Mstep: Class 16 contains 238869 members Mstep: Class 17 contains 3261 members Mstep: Class 18 contains 2850 members Mstep: Class 19 contains 13545 members Mstep: Class 20 contains 582 members Mstep: Class 21 contains 2056 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9485 members Entering Unmasked Estep ConsiderDeletion Score: -55429292.000000 Penalty: 74233.218750 Iteration 59Q: 24 clusters Score -5.542929e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 208 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50369 members Mstep: Class 4 contains 5068 members Mstep: Class 5 contains 9659 members Mstep: Class 6 contains 382 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 63908 members Mstep: Class 9 contains 1521 members Mstep: Class 10 contains 25525 members Mstep: Class 11 contains 1661 members Mstep: Class 12 contains 3166 members Mstep: Class 13 contains 2742 members Mstep: Class 14 contains 11081 members Mstep: Class 15 contains 503 members Mstep: Class 16 contains 238898 members Mstep: Class 17 contains 3259 members Mstep: Class 18 contains 2850 members Mstep: Class 19 contains 13522 members Mstep: Class 20 contains 582 members Mstep: Class 21 contains 2055 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9484 members Entering Unmasked Estep ConsiderDeletion Score: -55430328.000000 Penalty: 74233.218750 Iteration 60F: 24 clusters Score -5.543033e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 184 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50352 members Mstep: Class 4 contains 5069 members Mstep: Class 5 contains 9660 members Mstep: Class 6 contains 402 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 63903 members Mstep: Class 9 contains 1520 members Mstep: Class 10 contains 25532 members Mstep: Class 11 contains 1661 members Mstep: Class 12 contains 3166 members Mstep: Class 13 contains 2749 members Mstep: Class 14 contains 11087 members Mstep: Class 15 contains 507 members Mstep: Class 16 contains 238921 members Mstep: Class 17 contains 3256 members Mstep: Class 18 contains 2849 members Mstep: Class 19 contains 13505 members Mstep: Class 20 contains 582 members Mstep: Class 21 contains 2053 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9485 members Entering Unmasked Estep ConsiderDeletion Score: -55431408.000000 Penalty: 74233.218750 Iteration 61Q: 24 clusters Score -5.543141e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50334 members Mstep: Class 4 contains 5070 members Mstep: Class 5 contains 9658 members Mstep: Class 6 contains 402 members Mstep: Class 7 contains 787 members Mstep: Class 8 contains 63901 members Mstep: Class 9 contains 1522 members Mstep: Class 10 contains 25535 members Mstep: Class 11 contains 1661 members Mstep: Class 12 contains 3166 members Mstep: Class 13 contains 2755 members Mstep: Class 14 contains 11095 members Mstep: Class 15 contains 508 members Mstep: Class 16 contains 238936 members Mstep: Class 17 contains 3254 members Mstep: Class 18 contains 2848 members Mstep: Class 19 contains 13493 members Mstep: Class 20 contains 582 members Mstep: Class 21 contains 2053 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9487 members Entering Unmasked Estep ConsiderDeletion Score: -55431464.000000 Penalty: 74233.218750 Iteration 62Q: 24 clusters Score -5.543146e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50321 members Mstep: Class 4 contains 5071 members Mstep: Class 5 contains 9653 members Mstep: Class 6 contains 402 members Mstep: Class 7 contains 787 members Mstep: Class 8 contains 63896 members Mstep: Class 9 contains 1524 members Mstep: Class 10 contains 25534 members Mstep: Class 11 contains 1661 members Mstep: Class 12 contains 3166 members Mstep: Class 13 contains 2759 members Mstep: Class 14 contains 11105 members Mstep: Class 15 contains 508 members Mstep: Class 16 contains 238964 members Mstep: Class 17 contains 3253 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13470 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2053 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9490 members Entering Unmasked Estep ConsiderDeletion Score: -55431532.000000 Penalty: 74233.218750 Iteration 63Q: 24 clusters Score -5.543153e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50312 members Mstep: Class 4 contains 5071 members Mstep: Class 5 contains 9648 members Mstep: Class 6 contains 402 members Mstep: Class 7 contains 787 members Mstep: Class 8 contains 63893 members Mstep: Class 9 contains 1525 members Mstep: Class 10 contains 25534 members Mstep: Class 11 contains 1661 members Mstep: Class 12 contains 3166 members Mstep: Class 13 contains 2764 members Mstep: Class 14 contains 11114 members Mstep: Class 15 contains 508 members Mstep: Class 16 contains 238990 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13445 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2053 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55431560.000000 Penalty: 74233.218750 Iteration 64Q: 24 clusters Score -5.543156e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50307 members Mstep: Class 4 contains 5071 members Mstep: Class 5 contains 9647 members Mstep: Class 6 contains 402 members Mstep: Class 7 contains 787 members Mstep: Class 8 contains 63892 members Mstep: Class 9 contains 1528 members Mstep: Class 10 contains 25537 members Mstep: Class 11 contains 1661 members Mstep: Class 12 contains 3166 members Mstep: Class 13 contains 2767 members Mstep: Class 14 contains 11121 members Mstep: Class 15 contains 508 members Mstep: Class 16 contains 238999 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13426 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2052 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9494 members Entering Unmasked Estep ConsiderDeletion Score: -55431536.000000 Penalty: 74233.218750 Iteration 65Q: 24 clusters Score -5.543154e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50304 members Mstep: Class 4 contains 5071 members Mstep: Class 5 contains 9646 members Mstep: Class 6 contains 402 members Mstep: Class 7 contains 787 members Mstep: Class 8 contains 63890 members Mstep: Class 9 contains 1528 members Mstep: Class 10 contains 25544 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3166 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11136 members Mstep: Class 15 contains 508 members Mstep: Class 16 contains 239001 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13406 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9494 members Entering Unmasked Estep ConsiderDeletion Score: -55431528.000000 Penalty: 74233.218750 Iteration 66Q: 24 clusters Score -5.543153e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50302 members Mstep: Class 4 contains 5071 members Mstep: Class 5 contains 9646 members Mstep: Class 6 contains 402 members Mstep: Class 7 contains 787 members Mstep: Class 8 contains 63884 members Mstep: Class 9 contains 1530 members Mstep: Class 10 contains 25547 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3167 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11151 members Mstep: Class 15 contains 508 members Mstep: Class 16 contains 239013 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13381 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9494 members Entering Unmasked Estep ConsiderDeletion Score: -55431536.000000 Penalty: 74233.218750 Iteration 67Q: 24 clusters Score -5.543154e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50301 members Mstep: Class 4 contains 5071 members Mstep: Class 5 contains 9646 members Mstep: Class 6 contains 402 members Mstep: Class 7 contains 787 members Mstep: Class 8 contains 63879 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25549 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3167 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11165 members Mstep: Class 15 contains 508 members Mstep: Class 16 contains 239026 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2848 members Mstep: Class 19 contains 13356 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9494 members Entering Unmasked Estep ConsiderDeletion Score: -55431532.000000 Penalty: 74233.218750 Iteration 68Q: 24 clusters Score -5.543153e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50299 members Mstep: Class 4 contains 5071 members Mstep: Class 5 contains 9645 members Mstep: Class 6 contains 402 members Mstep: Class 7 contains 787 members Mstep: Class 8 contains 63876 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25550 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3167 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11178 members Mstep: Class 15 contains 508 members Mstep: Class 16 contains 239041 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2848 members Mstep: Class 19 contains 13333 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9494 members Entering Unmasked Estep ConsiderDeletion Score: -55431544.000000 Penalty: 74233.218750 Iteration 69Q: 24 clusters Score -5.543154e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50298 members Mstep: Class 4 contains 5071 members Mstep: Class 5 contains 9646 members Mstep: Class 6 contains 402 members Mstep: Class 7 contains 787 members Mstep: Class 8 contains 63873 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25550 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3169 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11191 members Mstep: Class 15 contains 508 members Mstep: Class 16 contains 239046 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2848 members Mstep: Class 19 contains 13316 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9494 members Entering Unmasked Estep ConsiderDeletion Score: -55431556.000000 Penalty: 74233.218750 Iteration 70Q: 24 clusters Score -5.543156e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50297 members Mstep: Class 4 contains 5071 members Mstep: Class 5 contains 9645 members Mstep: Class 6 contains 402 members Mstep: Class 7 contains 787 members Mstep: Class 8 contains 63869 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25550 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3168 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11204 members Mstep: Class 15 contains 508 members Mstep: Class 16 contains 239059 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2848 members Mstep: Class 19 contains 13297 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9494 members Entering Unmasked Estep ConsiderDeletion Score: -55431556.000000 Penalty: 74233.218750 Iteration 71Q: 24 clusters Score -5.543156e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50294 members Mstep: Class 4 contains 5071 members Mstep: Class 5 contains 9642 members Mstep: Class 6 contains 402 members Mstep: Class 7 contains 787 members Mstep: Class 8 contains 63867 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25551 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3169 members Mstep: Class 13 contains 2769 members Mstep: Class 14 contains 11220 members Mstep: Class 15 contains 508 members Mstep: Class 16 contains 239069 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2848 members Mstep: Class 19 contains 13278 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9494 members Entering Unmasked Estep ConsiderDeletion Score: -55431508.000000 Penalty: 74233.218750 Iteration 72Q: 24 clusters Score -5.543151e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50295 members Mstep: Class 4 contains 5070 members Mstep: Class 5 contains 9642 members Mstep: Class 6 contains 402 members Mstep: Class 7 contains 787 members Mstep: Class 8 contains 63864 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25552 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3169 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11235 members Mstep: Class 15 contains 508 members Mstep: Class 16 contains 239072 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2849 members Mstep: Class 19 contains 13260 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9494 members Entering Unmasked Estep ConsiderDeletion Score: -55431548.000000 Penalty: 74233.218750 Iteration 73Q: 24 clusters Score -5.543155e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50294 members Mstep: Class 4 contains 5071 members Mstep: Class 5 contains 9641 members Mstep: Class 6 contains 402 members Mstep: Class 7 contains 787 members Mstep: Class 8 contains 63859 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25552 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3170 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11253 members Mstep: Class 15 contains 508 members Mstep: Class 16 contains 239086 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13235 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9494 members Entering Unmasked Estep ConsiderDeletion Score: -55431540.000000 Penalty: 74233.218750 Iteration 74Q: 24 clusters Score -5.543154e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50291 members Mstep: Class 4 contains 5072 members Mstep: Class 5 contains 9639 members Mstep: Class 6 contains 402 members Mstep: Class 7 contains 787 members Mstep: Class 8 contains 63855 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25552 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3170 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11265 members Mstep: Class 15 contains 508 members Mstep: Class 16 contains 239108 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2846 members Mstep: Class 19 contains 13210 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9494 members Entering Unmasked Estep ConsiderDeletion Score: -55431532.000000 Penalty: 74233.218750 Iteration 75Q: 24 clusters Score -5.543153e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50286 members Mstep: Class 4 contains 5074 members Mstep: Class 5 contains 9637 members Mstep: Class 6 contains 402 members Mstep: Class 7 contains 787 members Mstep: Class 8 contains 63852 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25553 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3170 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11277 members Mstep: Class 15 contains 508 members Mstep: Class 16 contains 239125 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2845 members Mstep: Class 19 contains 13190 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9493 members Entering Unmasked Estep ConsiderDeletion Score: -55431532.000000 Penalty: 74233.218750 Iteration 76Q: 24 clusters Score -5.543153e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50281 members Mstep: Class 4 contains 5075 members Mstep: Class 5 contains 9636 members Mstep: Class 6 contains 402 members Mstep: Class 7 contains 787 members Mstep: Class 8 contains 63850 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25553 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3170 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11295 members Mstep: Class 15 contains 508 members Mstep: Class 16 contains 239134 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2846 members Mstep: Class 19 contains 13170 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55431520.000000 Penalty: 74233.218750 Iteration 77Q: 24 clusters Score -5.543152e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50278 members Mstep: Class 4 contains 5076 members Mstep: Class 5 contains 9635 members Mstep: Class 6 contains 402 members Mstep: Class 7 contains 787 members Mstep: Class 8 contains 63848 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25555 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3171 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11305 members Mstep: Class 15 contains 508 members Mstep: Class 16 contains 239144 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2846 members Mstep: Class 19 contains 13152 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55431500.000000 Penalty: 74233.218750 Iteration 78Q: 24 clusters Score -5.54315e+07 nChanged 46 Entering ConstructFrom: Score: -55431500.000000 Penalty: 74233.218750 Entering ConstructFrom: Trying to split cluster 1 (221 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Entering Unmasked Estep Score: -24388.507812 Penalty: 1338.744385 Iteration 0F: 2 clusters Score -24388.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -23263.382812 Penalty: 2677.488770 Iteration 0F: 3 clusters Score -23263.38 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -23348.140625 Penalty: 2677.488770 Iteration 1F: 3 clusters Score -23348.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -23350.416016 Penalty: 2677.488770 Iteration 2Q: 3 clusters Score -23350.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -23350.416016 Penalty: 2677.488770 Iteration 3F: 3 clusters Score -23350.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (627 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Entering Unmasked Estep Score: -74454.132812 Penalty: 1597.354736 Iteration 0F: 2 clusters Score -74454.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -72810.554688 Penalty: 3194.709473 Iteration 0F: 3 clusters Score -72810.55 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -73039.867188 Penalty: 3194.709473 Iteration 1F: 3 clusters Score -73039.87 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -73162.125000 Penalty: 3194.709473 Iteration 2F: 3 clusters Score -73162.12 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -73227.109375 Penalty: 3194.709473 Iteration 3Q: 3 clusters Score -73227.11 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -73262.304688 Penalty: 3194.709473 Iteration 4Q: 3 clusters Score -73262.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -73276.804688 Penalty: 3194.709473 Iteration 5Q: 3 clusters Score -73276.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -73288.164062 Penalty: 3194.709473 Iteration 6Q: 3 clusters Score -73288.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -73307.781250 Penalty: 3194.709473 Iteration 7Q: 3 clusters Score -73307.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -73323.687500 Penalty: 3194.709473 Iteration 8Q: 3 clusters Score -73323.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -73334.093750 Penalty: 3194.709473 Iteration 9Q: 3 clusters Score -73334.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -73339.078125 Penalty: 3194.709473 Iteration 10Q: 3 clusters Score -73339.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -73341.320312 Penalty: 3194.709473 Iteration 11Q: 3 clusters Score -73341.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -73343.695312 Penalty: 3194.709473 Iteration 12Q: 3 clusters Score -73343.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -73345.656250 Penalty: 3194.709473 Iteration 13Q: 3 clusters Score -73345.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -73348.367188 Penalty: 3194.709473 Iteration 14Q: 3 clusters Score -73348.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -73349.976562 Penalty: 3194.709473 Iteration 15Q: 3 clusters Score -73349.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -73351.742188 Penalty: 3194.709473 Iteration 16Q: 3 clusters Score -73351.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -73351.742188 Penalty: 3194.709473 Iteration 17F: 3 clusters Score -73351.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (50276 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50276 members Entering Unmasked Estep Score: -6431758.500000 Penalty: 2684.670166 Iteration 0F: 2 clusters Score -6431758 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25090 members Mstep: Class 2 contains 25186 members Entering Unmasked Estep Score: -6397820.500000 Penalty: 5369.340332 Iteration 0F: 3 clusters Score -6397820 nChanged 23092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24884 members Mstep: Class 2 contains 25392 members Entering Unmasked Estep Score: -6410605.000000 Penalty: 5369.340332 Iteration 1F: 3 clusters Score -6410605 nChanged 1994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24730 members Mstep: Class 2 contains 25546 members Entering Unmasked Estep Score: -6411152.500000 Penalty: 5369.340332 Iteration 2Q: 3 clusters Score -6411152 nChanged 1794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24550 members Mstep: Class 2 contains 25726 members Entering Unmasked Estep Score: -6411555.500000 Penalty: 5369.340332 Iteration 3Q: 3 clusters Score -6411556 nChanged 1625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24319 members Mstep: Class 2 contains 25957 members Entering Unmasked Estep Score: -6411965.500000 Penalty: 5369.340332 Iteration 4Q: 3 clusters Score -6411966 nChanged 1493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24066 members Mstep: Class 2 contains 26210 members Entering Unmasked Estep Score: -6412298.000000 Penalty: 5369.340332 Iteration 5Q: 3 clusters Score -6412298 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23725 members Mstep: Class 2 contains 26551 members Entering Unmasked Estep Score: -6412585.500000 Penalty: 5369.340332 Iteration 6Q: 3 clusters Score -6412586 nChanged 1335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23240 members Mstep: Class 2 contains 27036 members Entering Unmasked Estep Score: -6412917.000000 Penalty: 5369.340332 Iteration 7Q: 3 clusters Score -6412917 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22570 members Mstep: Class 2 contains 27706 members Entering Unmasked Estep Score: -6413255.000000 Penalty: 5369.340332 Iteration 8Q: 3 clusters Score -6413255 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21692 members Mstep: Class 2 contains 28584 members Entering Unmasked Estep Score: -6413663.000000 Penalty: 5369.340332 Iteration 9Q: 3 clusters Score -6413663 nChanged 1493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20509 members Mstep: Class 2 contains 29767 members Entering Unmasked Estep Score: -6414176.500000 Penalty: 5369.340332 Iteration 10Q: 3 clusters Score -6414176 nChanged 1759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18926 members Mstep: Class 2 contains 31350 members Entering Unmasked Estep Score: -6414889.500000 Penalty: 5369.340332 Iteration 11Q: 3 clusters Score -6414890 nChanged 2229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16785 members Mstep: Class 2 contains 33491 members Entering Unmasked Estep Score: -6416066.500000 Penalty: 5369.340332 Iteration 12Q: 3 clusters Score -6416066 nChanged 2744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14081 members Mstep: Class 2 contains 36195 members Entering Unmasked Estep Score: -6417867.500000 Penalty: 5369.340332 Iteration 13F: 3 clusters Score -6417868 nChanged 3182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10929 members Mstep: Class 2 contains 39347 members Entering Unmasked Estep Score: -6420204.000000 Penalty: 5369.340332 Iteration 14F: 3 clusters Score -6420204 nChanged 3180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7757 members Mstep: Class 2 contains 42519 members Entering Unmasked Estep Score: -6422816.500000 Penalty: 5369.340332 Iteration 15F: 3 clusters Score -6422816 nChanged 2725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 45240 members Entering Unmasked Estep Score: -6425135.000000 Penalty: 5369.340332 Iteration 16F: 3 clusters Score -6425135 nChanged 2018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 47250 members Entering Unmasked Estep Score: -6426925.000000 Penalty: 5369.340332 Iteration 17Q: 3 clusters Score -6426925 nChanged 1283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 48529 members Entering Unmasked Estep Score: -6428045.000000 Penalty: 5369.340332 Iteration 18Q: 3 clusters Score -6428045 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 49213 members Entering Unmasked Estep Score: -6428637.000000 Penalty: 5369.340332 Iteration 19Q: 3 clusters Score -6428637 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 49569 members Entering Unmasked Estep Score: -6428945.500000 Penalty: 5369.340332 Iteration 20F: 3 clusters Score -6428946 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 49750 members Entering Unmasked Estep Score: -6429134.500000 Penalty: 5369.340332 Iteration 21Q: 3 clusters Score -6429134 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 49832 members Entering Unmasked Estep Score: -6429261.000000 Penalty: 5369.340332 Iteration 22Q: 3 clusters Score -6429261 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 49885 members Entering Unmasked Estep Score: -6429315.000000 Penalty: 5369.340332 Iteration 23Q: 3 clusters Score -6429315 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 49900 members Entering Unmasked Estep Score: -6429335.500000 Penalty: 5369.340332 Iteration 24Q: 3 clusters Score -6429336 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 49911 members Entering Unmasked Estep Score: -6429344.000000 Penalty: 5369.340332 Iteration 25Q: 3 clusters Score -6429344 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 49918 members Entering Unmasked Estep Score: -6429354.500000 Penalty: 5369.340332 Iteration 26Q: 3 clusters Score -6429354 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 49925 members Entering Unmasked Estep Score: -6429359.000000 Penalty: 5369.340332 Iteration 27Q: 3 clusters Score -6429359 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 49929 members Entering Unmasked Estep Score: -6429367.500000 Penalty: 5369.340332 Iteration 28Q: 3 clusters Score -6429368 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 49933 members Entering Unmasked Estep Score: -6429372.000000 Penalty: 5369.340332 Iteration 29Q: 3 clusters Score -6429372 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 49935 members Entering Unmasked Estep Score: -6429372.000000 Penalty: 5369.340332 Iteration 30Q: 3 clusters Score -6429372 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 49937 members Entering Unmasked Estep Score: -6429374.500000 Penalty: 5369.340332 Iteration 31Q: 3 clusters Score -6429374 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 49937 members Entering Unmasked Estep Score: -6429374.500000 Penalty: 5369.340332 Iteration 32F: 3 clusters Score -6429374 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (5076 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5076 members Entering Unmasked Estep Score: -647033.812500 Penalty: 2116.005127 Iteration 0F: 2 clusters Score -647033.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -642453.250000 Penalty: 4232.010254 Iteration 0F: 3 clusters Score -642453.2 nChanged 1916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -643595.812500 Penalty: 4232.010254 Iteration 1F: 3 clusters Score -643595.8 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -643837.125000 Penalty: 4232.010254 Iteration 2F: 3 clusters Score -643837.1 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -643987.812500 Penalty: 4232.010254 Iteration 3F: 3 clusters Score -643987.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -644102.187500 Penalty: 4232.010254 Iteration 4Q: 3 clusters Score -644102.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -644190.625000 Penalty: 4232.010254 Iteration 5Q: 3 clusters Score -644190.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -644246.500000 Penalty: 4232.010254 Iteration 6Q: 3 clusters Score -644246.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -644291.000000 Penalty: 4232.010254 Iteration 7Q: 3 clusters Score -644291 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -644322.937500 Penalty: 4232.010254 Iteration 8Q: 3 clusters Score -644322.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -644355.687500 Penalty: 4232.010254 Iteration 9Q: 3 clusters Score -644355.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -644378.250000 Penalty: 4232.010254 Iteration 10Q: 3 clusters Score -644378.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -644404.312500 Penalty: 4232.010254 Iteration 11Q: 3 clusters Score -644404.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -644426.562500 Penalty: 4232.010254 Iteration 12Q: 3 clusters Score -644426.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -644449.187500 Penalty: 4232.010254 Iteration 13Q: 3 clusters Score -644449.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -644475.562500 Penalty: 4232.010254 Iteration 14Q: 3 clusters Score -644475.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -644510.687500 Penalty: 4232.010254 Iteration 15Q: 3 clusters Score -644510.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -644548.125000 Penalty: 4232.010254 Iteration 16Q: 3 clusters Score -644548.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -644580.812500 Penalty: 4232.010254 Iteration 17Q: 3 clusters Score -644580.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -644620.125000 Penalty: 4232.010254 Iteration 18Q: 3 clusters Score -644620.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -644664.312500 Penalty: 4232.010254 Iteration 19Q: 3 clusters Score -644664.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -644705.750000 Penalty: 4232.010254 Iteration 20F: 3 clusters Score -644705.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -644752.187500 Penalty: 4232.010254 Iteration 21Q: 3 clusters Score -644752.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -644801.187500 Penalty: 4232.010254 Iteration 22Q: 3 clusters Score -644801.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -644852.812500 Penalty: 4232.010254 Iteration 23Q: 3 clusters Score -644852.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -644888.125000 Penalty: 4232.010254 Iteration 24Q: 3 clusters Score -644888.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -644911.312500 Penalty: 4232.010254 Iteration 25Q: 3 clusters Score -644911.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -644936.875000 Penalty: 4232.010254 Iteration 26Q: 3 clusters Score -644936.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -644964.125000 Penalty: 4232.010254 Iteration 27Q: 3 clusters Score -644964.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -644986.812500 Penalty: 4232.010254 Iteration 28Q: 3 clusters Score -644986.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -645020.500000 Penalty: 4232.010254 Iteration 29Q: 3 clusters Score -645020.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -645047.062500 Penalty: 4232.010254 Iteration 30Q: 3 clusters Score -645047.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -645073.687500 Penalty: 4232.010254 Iteration 31Q: 3 clusters Score -645073.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -645093.562500 Penalty: 4232.010254 Iteration 32Q: 3 clusters Score -645093.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -645115.625000 Penalty: 4232.010254 Iteration 33Q: 3 clusters Score -645115.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -645127.187500 Penalty: 4232.010254 Iteration 34Q: 3 clusters Score -645127.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -645136.500000 Penalty: 4232.010254 Iteration 35Q: 3 clusters Score -645136.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -645144.875000 Penalty: 4232.010254 Iteration 36Q: 3 clusters Score -645144.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -645156.062500 Penalty: 4232.010254 Iteration 37Q: 3 clusters Score -645156.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -645164.687500 Penalty: 4232.010254 Iteration 38Q: 3 clusters Score -645164.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -645173.250000 Penalty: 4232.010254 Iteration 39Q: 3 clusters Score -645173.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -645181.375000 Penalty: 4232.010254 Iteration 40F: 3 clusters Score -645181.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -645190.812500 Penalty: 4232.010254 Iteration 41Q: 3 clusters Score -645190.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -645196.062500 Penalty: 4232.010254 Iteration 42Q: 3 clusters Score -645196.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -645204.812500 Penalty: 4232.010254 Iteration 43Q: 3 clusters Score -645204.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -645211.750000 Penalty: 4232.010254 Iteration 44Q: 3 clusters Score -645211.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -645217.937500 Penalty: 4232.010254 Iteration 45Q: 3 clusters Score -645217.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -645219.875000 Penalty: 4232.010254 Iteration 46Q: 3 clusters Score -645219.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -645224.437500 Penalty: 4232.010254 Iteration 47Q: 3 clusters Score -645224.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -645227.562500 Penalty: 4232.010254 Iteration 48Q: 3 clusters Score -645227.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -645233.062500 Penalty: 4232.010254 Iteration 49Q: 3 clusters Score -645233.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -645235.687500 Penalty: 4232.010254 Iteration 50Q: 3 clusters Score -645235.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -645236.062500 Penalty: 4232.010254 Iteration 51Q: 3 clusters Score -645236.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -645235.687500 Penalty: 4232.010254 Iteration 52Q: 3 clusters Score -645235.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -645238.250000 Penalty: 4232.010254 Iteration 53Q: 3 clusters Score -645238.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -645240.437500 Penalty: 4232.010254 Iteration 54Q: 3 clusters Score -645240.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -645242.562500 Penalty: 4232.010254 Iteration 55Q: 3 clusters Score -645242.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -645244.187500 Penalty: 4232.010254 Iteration 56Q: 3 clusters Score -645244.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -645247.437500 Penalty: 4232.010254 Iteration 57Q: 3 clusters Score -645247.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -645246.187500 Penalty: 4232.010254 Iteration 58Q: 3 clusters Score -645246.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -645249.250000 Penalty: 4232.010254 Iteration 59Q: 3 clusters Score -645249.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -645249.937500 Penalty: 4232.010254 Iteration 60F: 3 clusters Score -645249.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -645250.875000 Penalty: 4232.010254 Iteration 61Q: 3 clusters Score -645250.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -645250.125000 Penalty: 4232.010254 Iteration 62Q: 3 clusters Score -645250.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -645251.812500 Penalty: 4232.010254 Iteration 63Q: 3 clusters Score -645251.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -645251.125000 Penalty: 4232.010254 Iteration 64Q: 3 clusters Score -645251.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 3976 members Entering Unmasked Estep Score: -645251.125000 Penalty: 4232.010254 Iteration 65F: 3 clusters Score -645251.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (9635 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9635 members Entering Unmasked Estep Score: -1229023.750000 Penalty: 2274.943115 Iteration 0F: 2 clusters Score -1229024 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4852 members Mstep: Class 2 contains 4783 members Entering Unmasked Estep Score: -1221575.375000 Penalty: 4549.886230 Iteration 0F: 3 clusters Score -1221575 nChanged 4010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -1224022.375000 Penalty: 4549.886230 Iteration 1F: 3 clusters Score -1224022 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -1224663.000000 Penalty: 4549.886230 Iteration 2F: 3 clusters Score -1224663 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5927 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -1225358.125000 Penalty: 4549.886230 Iteration 3F: 3 clusters Score -1225358 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6415 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -1226134.750000 Penalty: 4549.886230 Iteration 4F: 3 clusters Score -1226135 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6958 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -1226860.000000 Penalty: 4549.886230 Iteration 5F: 3 clusters Score -1226860 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7421 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -1227342.375000 Penalty: 4549.886230 Iteration 6F: 3 clusters Score -1227342 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7734 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -1227605.750000 Penalty: 4549.886230 Iteration 7Q: 3 clusters Score -1227606 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7961 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -1227778.375000 Penalty: 4549.886230 Iteration 8Q: 3 clusters Score -1227778 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8126 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -1227888.750000 Penalty: 4549.886230 Iteration 9Q: 3 clusters Score -1227889 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8255 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -1227965.375000 Penalty: 4549.886230 Iteration 10Q: 3 clusters Score -1227965 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8368 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -1228032.375000 Penalty: 4549.886230 Iteration 11Q: 3 clusters Score -1228032 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8459 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -1228074.500000 Penalty: 4549.886230 Iteration 12Q: 3 clusters Score -1228074 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8523 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -1228099.625000 Penalty: 4549.886230 Iteration 13Q: 3 clusters Score -1228100 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8566 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -1228119.750000 Penalty: 4549.886230 Iteration 14Q: 3 clusters Score -1228120 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8595 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -1228130.375000 Penalty: 4549.886230 Iteration 15Q: 3 clusters Score -1228130 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8619 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -1228138.000000 Penalty: 4549.886230 Iteration 16Q: 3 clusters Score -1228138 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8634 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -1228144.250000 Penalty: 4549.886230 Iteration 17Q: 3 clusters Score -1228144 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8649 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -1228148.500000 Penalty: 4549.886230 Iteration 18Q: 3 clusters Score -1228148 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8662 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -1228150.625000 Penalty: 4549.886230 Iteration 19Q: 3 clusters Score -1228151 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8669 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -1228155.500000 Penalty: 4549.886230 Iteration 20F: 3 clusters Score -1228156 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8672 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -1228159.500000 Penalty: 4549.886230 Iteration 21Q: 3 clusters Score -1228160 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8673 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -1228159.875000 Penalty: 4549.886230 Iteration 22Q: 3 clusters Score -1228160 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8673 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -1228159.875000 Penalty: 4549.886230 Iteration 23F: 3 clusters Score -1228160 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (402 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Entering Unmasked Estep Score: -39895.347656 Penalty: 1487.120117 Iteration 0F: 2 clusters Score -39895.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -38626.214844 Penalty: 2974.240234 Iteration 0F: 3 clusters Score -38626.21 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -39032.925781 Penalty: 2974.240234 Iteration 1F: 3 clusters Score -39032.93 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -39279.855469 Penalty: 2974.240234 Iteration 2F: 3 clusters Score -39279.86 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -39530.570312 Penalty: 2974.240234 Iteration 3F: 3 clusters Score -39530.57 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -39624.042969 Penalty: 2974.240234 Iteration 4Q: 3 clusters Score -39624.04 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -39673.195312 Penalty: 2974.240234 Iteration 5Q: 3 clusters Score -39673.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -39714.941406 Penalty: 2974.240234 Iteration 6Q: 3 clusters Score -39714.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -39749.859375 Penalty: 2974.240234 Iteration 7Q: 3 clusters Score -39749.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -39768.050781 Penalty: 2974.240234 Iteration 8Q: 3 clusters Score -39768.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -39775.714844 Penalty: 2974.240234 Iteration 9Q: 3 clusters Score -39775.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -39775.714844 Penalty: 2974.240234 Iteration 10F: 3 clusters Score -39775.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (787 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Entering Unmasked Estep Score: -83614.531250 Penalty: 1653.720581 Iteration 0F: 2 clusters Score -83614.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -81921.992188 Penalty: 3307.441162 Iteration 0F: 3 clusters Score -81921.99 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -82250.398438 Penalty: 3307.441162 Iteration 1F: 3 clusters Score -82250.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -82382.929688 Penalty: 3307.441162 Iteration 2F: 3 clusters Score -82382.93 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -82484.164062 Penalty: 3307.441162 Iteration 3Q: 3 clusters Score -82484.16 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -82615.195312 Penalty: 3307.441162 Iteration 4F: 3 clusters Score -82615.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -82746.046875 Penalty: 3307.441162 Iteration 5Q: 3 clusters Score -82746.05 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -82881.492188 Penalty: 3307.441162 Iteration 6Q: 3 clusters Score -82881.49 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -82986.632812 Penalty: 3307.441162 Iteration 7Q: 3 clusters Score -82986.63 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -83068.039062 Penalty: 3307.441162 Iteration 8Q: 3 clusters Score -83068.04 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -83237.843750 Penalty: 3307.441162 Iteration 9Q: 3 clusters Score -83237.84 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -83491.726562 Penalty: 3307.441162 Iteration 10Q: 3 clusters Score -83491.73 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -83620.742188 Penalty: 3307.441162 Iteration 11Q: 3 clusters Score -83620.74 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -83711.414062 Penalty: 3307.441162 Iteration 12Q: 3 clusters Score -83711.41 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -83784.445312 Penalty: 3307.441162 Iteration 13Q: 3 clusters Score -83784.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -83806.015625 Penalty: 3307.441162 Iteration 14Q: 3 clusters Score -83806.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -83816.515625 Penalty: 3307.441162 Iteration 15Q: 3 clusters Score -83816.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -83823.953125 Penalty: 3307.441162 Iteration 16Q: 3 clusters Score -83823.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -83826.828125 Penalty: 3307.441162 Iteration 17Q: 3 clusters Score -83826.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -83828.414062 Penalty: 3307.441162 Iteration 18Q: 3 clusters Score -83828.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -83831.429688 Penalty: 3307.441162 Iteration 19F: 3 clusters Score -83831.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -83837.406250 Penalty: 3307.441162 Iteration 20F: 3 clusters Score -83837.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -83843.687500 Penalty: 3307.441162 Iteration 21Q: 3 clusters Score -83843.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -83853.664062 Penalty: 3307.441162 Iteration 22Q: 3 clusters Score -83853.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -83858.976562 Penalty: 3307.441162 Iteration 23Q: 3 clusters Score -83858.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -83868.859375 Penalty: 3307.441162 Iteration 24Q: 3 clusters Score -83868.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -83879.976562 Penalty: 3307.441162 Iteration 25Q: 3 clusters Score -83879.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -83890.257812 Penalty: 3307.441162 Iteration 26Q: 3 clusters Score -83890.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -83898.640625 Penalty: 3307.441162 Iteration 27Q: 3 clusters Score -83898.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -83907.281250 Penalty: 3307.441162 Iteration 28Q: 3 clusters Score -83907.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -83911.757812 Penalty: 3307.441162 Iteration 29Q: 3 clusters Score -83911.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -83916.765625 Penalty: 3307.441162 Iteration 30Q: 3 clusters Score -83916.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -83929.085938 Penalty: 3307.441162 Iteration 31Q: 3 clusters Score -83929.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -83965.953125 Penalty: 3307.441162 Iteration 32Q: 3 clusters Score -83965.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -84009.859375 Penalty: 3307.441162 Iteration 33Q: 3 clusters Score -84009.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -84163.570312 Penalty: 3307.441162 Iteration 34Q: 3 clusters Score -84163.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -84163.570312 Penalty: 3307.441162 Iteration 35F: 3 clusters Score -84163.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50276 members Mstep: Class 4 contains 5076 members Mstep: Class 5 contains 9635 members Mstep: Class 6 contains 402 members Mstep: Class 7 contains 481 members Mstep: Class 8 contains 63845 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25555 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3171 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11313 members Mstep: Class 15 contains 508 members Mstep: Class 16 contains 239168 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2846 members Mstep: Class 19 contains 13126 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 683 members Mstep: Class 23 contains 306 members Mstep: Class 24 contains 9491 members Entering Unmasked Estep Score: -55430448.000000 Penalty: 77460.750000 Splitting cluster 7 changes total score from -55431500.000000 to -55430448.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (63845 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63845 members Entering Unmasked Estep Score: -8032086.500000 Penalty: 2743.925049 Iteration 0F: 2 clusters Score -8032086 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31945 members Mstep: Class 2 contains 31900 members Entering Unmasked Estep Score: -7989371.500000 Penalty: 5487.850098 Iteration 0F: 3 clusters Score -7989372 nChanged 29691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31910 members Mstep: Class 2 contains 31935 members Entering Unmasked Estep Score: -8005815.000000 Penalty: 5487.850098 Iteration 1F: 3 clusters Score -8005815 nChanged 2662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31732 members Mstep: Class 2 contains 32113 members Entering Unmasked Estep Score: -8006714.000000 Penalty: 5487.850098 Iteration 2Q: 3 clusters Score -8006714 nChanged 2895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31399 members Mstep: Class 2 contains 32446 members Entering Unmasked Estep Score: -8007994.000000 Penalty: 5487.850098 Iteration 3Q: 3 clusters Score -8007994 nChanged 3405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30736 members Mstep: Class 2 contains 33109 members Entering Unmasked Estep Score: -8009654.000000 Penalty: 5487.850098 Iteration 4F: 3 clusters Score -8009654 nChanged 3704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29772 members Mstep: Class 2 contains 34073 members Entering Unmasked Estep Score: -8011742.500000 Penalty: 5487.850098 Iteration 5F: 3 clusters Score -8011742 nChanged 4055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28463 members Mstep: Class 2 contains 35382 members Entering Unmasked Estep Score: -8014068.000000 Penalty: 5487.850098 Iteration 6F: 3 clusters Score -8014068 nChanged 4099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26812 members Mstep: Class 2 contains 37033 members Entering Unmasked Estep Score: -8016389.500000 Penalty: 5487.850098 Iteration 7F: 3 clusters Score -8016390 nChanged 3778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24982 members Mstep: Class 2 contains 38863 members Entering Unmasked Estep Score: -8018292.500000 Penalty: 5487.850098 Iteration 8F: 3 clusters Score -8018292 nChanged 3155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23155 members Mstep: Class 2 contains 40690 members Entering Unmasked Estep Score: -8019780.000000 Penalty: 5487.850098 Iteration 9Q: 3 clusters Score -8019780 nChanged 2540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21353 members Mstep: Class 2 contains 42492 members Entering Unmasked Estep Score: -8021121.500000 Penalty: 5487.850098 Iteration 10Q: 3 clusters Score -8021122 nChanged 2144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19597 members Mstep: Class 2 contains 44248 members Entering Unmasked Estep Score: -8022362.000000 Penalty: 5487.850098 Iteration 11Q: 3 clusters Score -8022362 nChanged 1964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17889 members Mstep: Class 2 contains 45956 members Entering Unmasked Estep Score: -8023703.500000 Penalty: 5487.850098 Iteration 12Q: 3 clusters Score -8023704 nChanged 1926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16149 members Mstep: Class 2 contains 47696 members Entering Unmasked Estep Score: -8025376.000000 Penalty: 5487.850098 Iteration 13Q: 3 clusters Score -8025376 nChanged 1729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14580 members Mstep: Class 2 contains 49265 members Entering Unmasked Estep Score: -8027041.500000 Penalty: 5487.850098 Iteration 14Q: 3 clusters Score -8027042 nChanged 1414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13322 members Mstep: Class 2 contains 50523 members Entering Unmasked Estep Score: -8028115.000000 Penalty: 5487.850098 Iteration 15Q: 3 clusters Score -8028115 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12282 members Mstep: Class 2 contains 51563 members Entering Unmasked Estep Score: -8028699.000000 Penalty: 5487.850098 Iteration 16Q: 3 clusters Score -8028699 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11396 members Mstep: Class 2 contains 52449 members Entering Unmasked Estep Score: -8029145.500000 Penalty: 5487.850098 Iteration 17Q: 3 clusters Score -8029146 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10594 members Mstep: Class 2 contains 53251 members Entering Unmasked Estep Score: -8029441.000000 Penalty: 5487.850098 Iteration 18Q: 3 clusters Score -8029441 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9915 members Mstep: Class 2 contains 53930 members Entering Unmasked Estep Score: -8029706.000000 Penalty: 5487.850098 Iteration 19Q: 3 clusters Score -8029706 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9337 members Mstep: Class 2 contains 54508 members Entering Unmasked Estep Score: -8029924.500000 Penalty: 5487.850098 Iteration 20F: 3 clusters Score -8029924 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8802 members Mstep: Class 2 contains 55043 members Entering Unmasked Estep Score: -8030126.500000 Penalty: 5487.850098 Iteration 21Q: 3 clusters Score -8030126 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8331 members Mstep: Class 2 contains 55514 members Entering Unmasked Estep Score: -8030282.000000 Penalty: 5487.850098 Iteration 22Q: 3 clusters Score -8030282 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7905 members Mstep: Class 2 contains 55940 members Entering Unmasked Estep Score: -8030433.500000 Penalty: 5487.850098 Iteration 23Q: 3 clusters Score -8030434 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7562 members Mstep: Class 2 contains 56283 members Entering Unmasked Estep Score: -8030519.000000 Penalty: 5487.850098 Iteration 24Q: 3 clusters Score -8030519 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7241 members Mstep: Class 2 contains 56604 members Entering Unmasked Estep Score: -8030614.000000 Penalty: 5487.850098 Iteration 25Q: 3 clusters Score -8030614 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6990 members Mstep: Class 2 contains 56855 members Entering Unmasked Estep Score: -8030676.000000 Penalty: 5487.850098 Iteration 26Q: 3 clusters Score -8030676 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6770 members Mstep: Class 2 contains 57075 members Entering Unmasked Estep Score: -8030727.500000 Penalty: 5487.850098 Iteration 27Q: 3 clusters Score -8030728 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 57251 members Entering Unmasked Estep Score: -8030752.500000 Penalty: 5487.850098 Iteration 28Q: 3 clusters Score -8030752 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6454 members Mstep: Class 2 contains 57391 members Entering Unmasked Estep Score: -8030765.000000 Penalty: 5487.850098 Iteration 29Q: 3 clusters Score -8030765 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6334 members Mstep: Class 2 contains 57511 members Entering Unmasked Estep Score: -8030785.500000 Penalty: 5487.850098 Iteration 30Q: 3 clusters Score -8030786 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6240 members Mstep: Class 2 contains 57605 members Entering Unmasked Estep Score: -8030786.000000 Penalty: 5487.850098 Iteration 31Q: 3 clusters Score -8030786 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6164 members Mstep: Class 2 contains 57681 members Entering Unmasked Estep Score: -8030810.000000 Penalty: 5487.850098 Iteration 32Q: 3 clusters Score -8030810 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6096 members Mstep: Class 2 contains 57749 members Entering Unmasked Estep Score: -8030823.500000 Penalty: 5487.850098 Iteration 33Q: 3 clusters Score -8030824 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6030 members Mstep: Class 2 contains 57815 members Entering Unmasked Estep Score: -8030817.500000 Penalty: 5487.850098 Iteration 34Q: 3 clusters Score -8030818 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5975 members Mstep: Class 2 contains 57870 members Entering Unmasked Estep Score: -8030819.000000 Penalty: 5487.850098 Iteration 35Q: 3 clusters Score -8030819 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5935 members Mstep: Class 2 contains 57910 members Entering Unmasked Estep Score: -8030822.500000 Penalty: 5487.850098 Iteration 36Q: 3 clusters Score -8030822 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5897 members Mstep: Class 2 contains 57948 members Entering Unmasked Estep Score: -8030832.500000 Penalty: 5487.850098 Iteration 37Q: 3 clusters Score -8030832 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5860 members Mstep: Class 2 contains 57985 members Entering Unmasked Estep Score: -8030827.000000 Penalty: 5487.850098 Iteration 38Q: 3 clusters Score -8030827 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5815 members Mstep: Class 2 contains 58030 members Entering Unmasked Estep Score: -8030841.000000 Penalty: 5487.850098 Iteration 39Q: 3 clusters Score -8030841 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5772 members Mstep: Class 2 contains 58073 members Entering Unmasked Estep Score: -8030852.000000 Penalty: 5487.850098 Iteration 40F: 3 clusters Score -8030852 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5733 members Mstep: Class 2 contains 58112 members Entering Unmasked Estep Score: -8030849.000000 Penalty: 5487.850098 Iteration 41Q: 3 clusters Score -8030849 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 58128 members Entering Unmasked Estep Score: -8030849.000000 Penalty: 5487.850098 Iteration 42Q: 3 clusters Score -8030849 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5705 members Mstep: Class 2 contains 58140 members Entering Unmasked Estep Score: -8030854.000000 Penalty: 5487.850098 Iteration 43Q: 3 clusters Score -8030854 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5699 members Mstep: Class 2 contains 58146 members Entering Unmasked Estep Score: -8030861.000000 Penalty: 5487.850098 Iteration 44Q: 3 clusters Score -8030861 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5688 members Mstep: Class 2 contains 58157 members Entering Unmasked Estep Score: -8030865.000000 Penalty: 5487.850098 Iteration 45Q: 3 clusters Score -8030865 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5674 members Mstep: Class 2 contains 58171 members Entering Unmasked Estep Score: -8030866.000000 Penalty: 5487.850098 Iteration 46Q: 3 clusters Score -8030866 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5657 members Mstep: Class 2 contains 58188 members Entering Unmasked Estep Score: -8030867.500000 Penalty: 5487.850098 Iteration 47Q: 3 clusters Score -8030868 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 58201 members Entering Unmasked Estep Score: -8030873.500000 Penalty: 5487.850098 Iteration 48Q: 3 clusters Score -8030874 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 58213 members Entering Unmasked Estep Score: -8030877.000000 Penalty: 5487.850098 Iteration 49Q: 3 clusters Score -8030877 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 58226 members Entering Unmasked Estep Score: -8030879.500000 Penalty: 5487.850098 Iteration 50Q: 3 clusters Score -8030880 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 58244 members Entering Unmasked Estep Score: -8030896.500000 Penalty: 5487.850098 Iteration 51Q: 3 clusters Score -8030896 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5582 members Mstep: Class 2 contains 58263 members Entering Unmasked Estep Score: -8030890.500000 Penalty: 5487.850098 Iteration 52Q: 3 clusters Score -8030890 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5565 members Mstep: Class 2 contains 58280 members Entering Unmasked Estep Score: -8030892.500000 Penalty: 5487.850098 Iteration 53Q: 3 clusters Score -8030892 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5558 members Mstep: Class 2 contains 58287 members Entering Unmasked Estep Score: -8030895.500000 Penalty: 5487.850098 Iteration 54Q: 3 clusters Score -8030896 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Mstep: Class 2 contains 58298 members Entering Unmasked Estep Score: -8030898.500000 Penalty: 5487.850098 Iteration 55Q: 3 clusters Score -8030898 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5538 members Mstep: Class 2 contains 58307 members Entering Unmasked Estep Score: -8030894.500000 Penalty: 5487.850098 Iteration 56Q: 3 clusters Score -8030894 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 58320 members Entering Unmasked Estep Score: -8030894.500000 Penalty: 5487.850098 Iteration 57Q: 3 clusters Score -8030894 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5507 members Mstep: Class 2 contains 58338 members Entering Unmasked Estep Score: -8030887.500000 Penalty: 5487.850098 Iteration 58Q: 3 clusters Score -8030888 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 58354 members Entering Unmasked Estep Score: -8030885.500000 Penalty: 5487.850098 Iteration 59Q: 3 clusters Score -8030886 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5476 members Mstep: Class 2 contains 58369 members Entering Unmasked Estep Score: -8030889.000000 Penalty: 5487.850098 Iteration 60F: 3 clusters Score -8030889 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5462 members Mstep: Class 2 contains 58383 members Entering Unmasked Estep Score: -8030878.500000 Penalty: 5487.850098 Iteration 61Q: 3 clusters Score -8030878 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5451 members Mstep: Class 2 contains 58394 members Entering Unmasked Estep Score: -8030885.000000 Penalty: 5487.850098 Iteration 62Q: 3 clusters Score -8030885 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 58406 members Entering Unmasked Estep Score: -8030880.000000 Penalty: 5487.850098 Iteration 63Q: 3 clusters Score -8030880 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 58422 members Entering Unmasked Estep Score: -8030889.500000 Penalty: 5487.850098 Iteration 64Q: 3 clusters Score -8030890 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5407 members Mstep: Class 2 contains 58438 members Entering Unmasked Estep Score: -8030903.000000 Penalty: 5487.850098 Iteration 65Q: 3 clusters Score -8030903 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5388 members Mstep: Class 2 contains 58457 members Entering Unmasked Estep Score: -8030898.500000 Penalty: 5487.850098 Iteration 66Q: 3 clusters Score -8030898 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 58473 members Entering Unmasked Estep Score: -8030894.500000 Penalty: 5487.850098 Iteration 67Q: 3 clusters Score -8030894 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 58485 members Entering Unmasked Estep Score: -8030893.000000 Penalty: 5487.850098 Iteration 68Q: 3 clusters Score -8030893 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5352 members Mstep: Class 2 contains 58493 members Entering Unmasked Estep Score: -8030898.000000 Penalty: 5487.850098 Iteration 69Q: 3 clusters Score -8030898 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 58498 members Entering Unmasked Estep Score: -8030901.500000 Penalty: 5487.850098 Iteration 70Q: 3 clusters Score -8030902 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 58510 members Entering Unmasked Estep Score: -8030899.000000 Penalty: 5487.850098 Iteration 71Q: 3 clusters Score -8030899 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5328 members Mstep: Class 2 contains 58517 members Entering Unmasked Estep Score: -8030900.500000 Penalty: 5487.850098 Iteration 72Q: 3 clusters Score -8030900 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 58522 members Entering Unmasked Estep Score: -8030896.000000 Penalty: 5487.850098 Iteration 73Q: 3 clusters Score -8030896 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5319 members Mstep: Class 2 contains 58526 members Entering Unmasked Estep Score: -8030900.000000 Penalty: 5487.850098 Iteration 74Q: 3 clusters Score -8030900 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 58530 members Entering Unmasked Estep Score: -8030903.000000 Penalty: 5487.850098 Iteration 75Q: 3 clusters Score -8030903 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 58530 members Entering Unmasked Estep Score: -8030903.000000 Penalty: 5487.850098 Iteration 76F: 3 clusters Score -8030903 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1531 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Entering Unmasked Estep Score: -183452.031250 Penalty: 1818.751709 Iteration 0F: 2 clusters Score -183452 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -181112.218750 Penalty: 3637.503418 Iteration 0F: 3 clusters Score -181112.2 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -181470.062500 Penalty: 3637.503418 Iteration 1F: 3 clusters Score -181470.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -181590.859375 Penalty: 3637.503418 Iteration 2F: 3 clusters Score -181590.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -181654.968750 Penalty: 3637.503418 Iteration 3Q: 3 clusters Score -181655 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -181707.750000 Penalty: 3637.503418 Iteration 4Q: 3 clusters Score -181707.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -181742.562500 Penalty: 3637.503418 Iteration 5Q: 3 clusters Score -181742.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -181767.296875 Penalty: 3637.503418 Iteration 6Q: 3 clusters Score -181767.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -181782.718750 Penalty: 3637.503418 Iteration 7Q: 3 clusters Score -181782.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -181790.968750 Penalty: 3637.503418 Iteration 8Q: 3 clusters Score -181791 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -181796.453125 Penalty: 3637.503418 Iteration 9Q: 3 clusters Score -181796.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -181805.109375 Penalty: 3637.503418 Iteration 10Q: 3 clusters Score -181805.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -181815.781250 Penalty: 3637.503418 Iteration 11Q: 3 clusters Score -181815.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -181824.984375 Penalty: 3637.503418 Iteration 12Q: 3 clusters Score -181825 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -181832.718750 Penalty: 3637.503418 Iteration 13Q: 3 clusters Score -181832.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -181835.015625 Penalty: 3637.503418 Iteration 14Q: 3 clusters Score -181835 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -181835.984375 Penalty: 3637.503418 Iteration 15Q: 3 clusters Score -181836 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -181836.609375 Penalty: 3637.503418 Iteration 16Q: 3 clusters Score -181836.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -181836.609375 Penalty: 3637.503418 Iteration 17F: 3 clusters Score -181836.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (25555 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25555 members Entering Unmasked Estep Score: -3153227.000000 Penalty: 2516.849854 Iteration 0F: 2 clusters Score -3153227 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12770 members Mstep: Class 2 contains 12785 members Entering Unmasked Estep Score: -3135387.500000 Penalty: 5033.699707 Iteration 0F: 3 clusters Score -3135388 nChanged 11493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12293 members Mstep: Class 2 contains 13262 members Entering Unmasked Estep Score: -3141696.500000 Penalty: 5033.699707 Iteration 1F: 3 clusters Score -3141696 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12016 members Mstep: Class 2 contains 13539 members Entering Unmasked Estep Score: -3142049.250000 Penalty: 5033.699707 Iteration 2Q: 3 clusters Score -3142049 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11632 members Mstep: Class 2 contains 13923 members Entering Unmasked Estep Score: -3142344.750000 Penalty: 5033.699707 Iteration 3Q: 3 clusters Score -3142345 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11102 members Mstep: Class 2 contains 14453 members Entering Unmasked Estep Score: -3142654.000000 Penalty: 5033.699707 Iteration 4Q: 3 clusters Score -3142654 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10441 members Mstep: Class 2 contains 15114 members Entering Unmasked Estep Score: -3142977.750000 Penalty: 5033.699707 Iteration 5Q: 3 clusters Score -3142978 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9652 members Mstep: Class 2 contains 15903 members Entering Unmasked Estep Score: -3143351.750000 Penalty: 5033.699707 Iteration 6Q: 3 clusters Score -3143352 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8641 members Mstep: Class 2 contains 16914 members Entering Unmasked Estep Score: -3143880.750000 Penalty: 5033.699707 Iteration 7Q: 3 clusters Score -3143881 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7367 members Mstep: Class 2 contains 18188 members Entering Unmasked Estep Score: -3144677.750000 Penalty: 5033.699707 Iteration 8F: 3 clusters Score -3144678 nChanged 1630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5763 members Mstep: Class 2 contains 19792 members Entering Unmasked Estep Score: -3145872.000000 Penalty: 5033.699707 Iteration 9F: 3 clusters Score -3145872 nChanged 1777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 21563 members Entering Unmasked Estep Score: -3147413.000000 Penalty: 5033.699707 Iteration 10F: 3 clusters Score -3147413 nChanged 1570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 23131 members Entering Unmasked Estep Score: -3148872.000000 Penalty: 5033.699707 Iteration 11F: 3 clusters Score -3148872 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 24164 members Entering Unmasked Estep Score: -3149823.250000 Penalty: 5033.699707 Iteration 12Q: 3 clusters Score -3149823 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 24768 members Entering Unmasked Estep Score: -3150370.750000 Penalty: 5033.699707 Iteration 13Q: 3 clusters Score -3150371 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 25073 members Entering Unmasked Estep Score: -3150664.500000 Penalty: 5033.699707 Iteration 14Q: 3 clusters Score -3150664 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 25201 members Entering Unmasked Estep Score: -3150831.000000 Penalty: 5033.699707 Iteration 15Q: 3 clusters Score -3150831 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 25263 members Entering Unmasked Estep Score: -3150904.750000 Penalty: 5033.699707 Iteration 16Q: 3 clusters Score -3150905 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 25293 members Entering Unmasked Estep Score: -3150945.500000 Penalty: 5033.699707 Iteration 17Q: 3 clusters Score -3150946 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 25302 members Entering Unmasked Estep Score: -3150957.500000 Penalty: 5033.699707 Iteration 18Q: 3 clusters Score -3150958 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 25312 members Entering Unmasked Estep Score: -3150982.500000 Penalty: 5033.699707 Iteration 19Q: 3 clusters Score -3150982 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 25317 members Entering Unmasked Estep Score: -3150990.500000 Penalty: 5033.699707 Iteration 20F: 3 clusters Score -3150990 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 25323 members Entering Unmasked Estep Score: -3151000.250000 Penalty: 5033.699707 Iteration 21Q: 3 clusters Score -3151000 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 25325 members Entering Unmasked Estep Score: -3150999.000000 Penalty: 5033.699707 Iteration 22Q: 3 clusters Score -3150999 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 25326 members Entering Unmasked Estep Score: -3151000.750000 Penalty: 5033.699707 Iteration 23Q: 3 clusters Score -3151001 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 25327 members Entering Unmasked Estep Score: -3151008.500000 Penalty: 5033.699707 Iteration 24Q: 3 clusters Score -3151008 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 25328 members Entering Unmasked Estep Score: -3151010.000000 Penalty: 5033.699707 Iteration 25Q: 3 clusters Score -3151010 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 25330 members Entering Unmasked Estep Score: -3151017.000000 Penalty: 5033.699707 Iteration 26Q: 3 clusters Score -3151017 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 25331 members Entering Unmasked Estep Score: -3151021.250000 Penalty: 5033.699707 Iteration 27Q: 3 clusters Score -3151021 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 25331 members Entering Unmasked Estep Score: -3151021.250000 Penalty: 5033.699707 Iteration 28F: 3 clusters Score -3151021 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Entering Unmasked Estep Score: -209437.187500 Penalty: 1839.112793 Iteration 0F: 2 clusters Score -209437.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -207032.515625 Penalty: 3678.225586 Iteration 0F: 3 clusters Score -207032.5 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -207389.531250 Penalty: 3678.225586 Iteration 1F: 3 clusters Score -207389.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -207491.718750 Penalty: 3678.225586 Iteration 2F: 3 clusters Score -207491.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -207526.750000 Penalty: 3678.225586 Iteration 3Q: 3 clusters Score -207526.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -207548.875000 Penalty: 3678.225586 Iteration 4Q: 3 clusters Score -207548.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -207569.437500 Penalty: 3678.225586 Iteration 5Q: 3 clusters Score -207569.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -207581.703125 Penalty: 3678.225586 Iteration 6Q: 3 clusters Score -207581.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -207585.281250 Penalty: 3678.225586 Iteration 7Q: 3 clusters Score -207585.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -207587.812500 Penalty: 3678.225586 Iteration 8Q: 3 clusters Score -207587.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -207590.140625 Penalty: 3678.225586 Iteration 9Q: 3 clusters Score -207590.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -207593.000000 Penalty: 3678.225586 Iteration 10Q: 3 clusters Score -207593 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -207596.031250 Penalty: 3678.225586 Iteration 11Q: 3 clusters Score -207596 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -207597.140625 Penalty: 3678.225586 Iteration 12Q: 3 clusters Score -207597.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -207597.781250 Penalty: 3678.225586 Iteration 13Q: 3 clusters Score -207597.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -207599.125000 Penalty: 3678.225586 Iteration 14Q: 3 clusters Score -207599.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -207603.531250 Penalty: 3678.225586 Iteration 15Q: 3 clusters Score -207603.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -207608.031250 Penalty: 3678.225586 Iteration 16Q: 3 clusters Score -207608 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -207612.578125 Penalty: 3678.225586 Iteration 17Q: 3 clusters Score -207612.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -207615.593750 Penalty: 3678.225586 Iteration 18Q: 3 clusters Score -207615.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -207617.265625 Penalty: 3678.225586 Iteration 19Q: 3 clusters Score -207617.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -207617.828125 Penalty: 3678.225586 Iteration 20F: 3 clusters Score -207617.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -207619.359375 Penalty: 3678.225586 Iteration 21Q: 3 clusters Score -207619.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -207619.703125 Penalty: 3678.225586 Iteration 22Q: 3 clusters Score -207619.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -207619.703125 Penalty: 3678.225586 Iteration 23F: 3 clusters Score -207619.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (3171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Entering Unmasked Estep Score: -401274.406250 Penalty: 1999.326904 Iteration 0F: 2 clusters Score -401274.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -397912.031250 Penalty: 3998.653809 Iteration 0F: 3 clusters Score -397912 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -398644.593750 Penalty: 3998.653809 Iteration 1F: 3 clusters Score -398644.6 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -398795.187500 Penalty: 3998.653809 Iteration 2F: 3 clusters Score -398795.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -398884.093750 Penalty: 3998.653809 Iteration 3Q: 3 clusters Score -398884.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -398944.343750 Penalty: 3998.653809 Iteration 4Q: 3 clusters Score -398944.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -399009.562500 Penalty: 3998.653809 Iteration 5Q: 3 clusters Score -399009.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -399061.500000 Penalty: 3998.653809 Iteration 6Q: 3 clusters Score -399061.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -399103.375000 Penalty: 3998.653809 Iteration 7Q: 3 clusters Score -399103.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -399143.656250 Penalty: 3998.653809 Iteration 8Q: 3 clusters Score -399143.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -399169.437500 Penalty: 3998.653809 Iteration 9Q: 3 clusters Score -399169.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -399186.343750 Penalty: 3998.653809 Iteration 10Q: 3 clusters Score -399186.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -399200.937500 Penalty: 3998.653809 Iteration 11Q: 3 clusters Score -399200.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -399217.156250 Penalty: 3998.653809 Iteration 12Q: 3 clusters Score -399217.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -399236.750000 Penalty: 3998.653809 Iteration 13Q: 3 clusters Score -399236.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -399254.875000 Penalty: 3998.653809 Iteration 14Q: 3 clusters Score -399254.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -399273.593750 Penalty: 3998.653809 Iteration 15Q: 3 clusters Score -399273.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -399284.281250 Penalty: 3998.653809 Iteration 16Q: 3 clusters Score -399284.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -399296.812500 Penalty: 3998.653809 Iteration 17Q: 3 clusters Score -399296.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -399309.093750 Penalty: 3998.653809 Iteration 18Q: 3 clusters Score -399309.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -399317.812500 Penalty: 3998.653809 Iteration 19Q: 3 clusters Score -399317.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -399327.187500 Penalty: 3998.653809 Iteration 20F: 3 clusters Score -399327.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -399331.812500 Penalty: 3998.653809 Iteration 21Q: 3 clusters Score -399331.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -399334.312500 Penalty: 3998.653809 Iteration 22Q: 3 clusters Score -399334.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -399337.156250 Penalty: 3998.653809 Iteration 23Q: 3 clusters Score -399337.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -399338.906250 Penalty: 3998.653809 Iteration 24Q: 3 clusters Score -399338.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -399339.656250 Penalty: 3998.653809 Iteration 25Q: 3 clusters Score -399339.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -399342.843750 Penalty: 3998.653809 Iteration 26Q: 3 clusters Score -399342.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -399343.687500 Penalty: 3998.653809 Iteration 27Q: 3 clusters Score -399343.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -399346.031250 Penalty: 3998.653809 Iteration 28Q: 3 clusters Score -399346 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -399347.812500 Penalty: 3998.653809 Iteration 29Q: 3 clusters Score -399347.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -399349.625000 Penalty: 3998.653809 Iteration 30Q: 3 clusters Score -399349.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -399352.468750 Penalty: 3998.653809 Iteration 31Q: 3 clusters Score -399352.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -399354.968750 Penalty: 3998.653809 Iteration 32Q: 3 clusters Score -399355 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -399358.156250 Penalty: 3998.653809 Iteration 33Q: 3 clusters Score -399358.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -399362.562500 Penalty: 3998.653809 Iteration 34Q: 3 clusters Score -399362.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -399362.031250 Penalty: 3998.653809 Iteration 35Q: 3 clusters Score -399362 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -399362.031250 Penalty: 3998.653809 Iteration 36F: 3 clusters Score -399362 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2770 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Entering Unmasked Estep Score: -329746.843750 Penalty: 1965.797363 Iteration 0F: 2 clusters Score -329746.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -326585.593750 Penalty: 3931.594727 Iteration 0F: 3 clusters Score -326585.6 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -327307.625000 Penalty: 3931.594727 Iteration 1F: 3 clusters Score -327307.6 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -327506.500000 Penalty: 3931.594727 Iteration 2F: 3 clusters Score -327506.5 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -327636.500000 Penalty: 3931.594727 Iteration 3F: 3 clusters Score -327636.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -327714.781250 Penalty: 3931.594727 Iteration 4Q: 3 clusters Score -327714.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -327781.250000 Penalty: 3931.594727 Iteration 5Q: 3 clusters Score -327781.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -327843.062500 Penalty: 3931.594727 Iteration 6Q: 3 clusters Score -327843.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -327910.468750 Penalty: 3931.594727 Iteration 7Q: 3 clusters Score -327910.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -327978.906250 Penalty: 3931.594727 Iteration 8Q: 3 clusters Score -327978.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -328050.156250 Penalty: 3931.594727 Iteration 9Q: 3 clusters Score -328050.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -328124.281250 Penalty: 3931.594727 Iteration 10Q: 3 clusters Score -328124.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -328213.843750 Penalty: 3931.594727 Iteration 11Q: 3 clusters Score -328213.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -328297.500000 Penalty: 3931.594727 Iteration 12Q: 3 clusters Score -328297.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -328369.406250 Penalty: 3931.594727 Iteration 13Q: 3 clusters Score -328369.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -328436.312500 Penalty: 3931.594727 Iteration 14Q: 3 clusters Score -328436.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -328510.593750 Penalty: 3931.594727 Iteration 15Q: 3 clusters Score -328510.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -328589.343750 Penalty: 3931.594727 Iteration 16Q: 3 clusters Score -328589.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -328645.968750 Penalty: 3931.594727 Iteration 17Q: 3 clusters Score -328646 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -328684.062500 Penalty: 3931.594727 Iteration 18Q: 3 clusters Score -328684.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -328713.750000 Penalty: 3931.594727 Iteration 19Q: 3 clusters Score -328713.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -328739.093750 Penalty: 3931.594727 Iteration 20F: 3 clusters Score -328739.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -328756.000000 Penalty: 3931.594727 Iteration 21Q: 3 clusters Score -328756 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -328770.968750 Penalty: 3931.594727 Iteration 22Q: 3 clusters Score -328771 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -328778.468750 Penalty: 3931.594727 Iteration 23Q: 3 clusters Score -328778.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -328781.000000 Penalty: 3931.594727 Iteration 24Q: 3 clusters Score -328781 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -328784.500000 Penalty: 3931.594727 Iteration 25Q: 3 clusters Score -328784.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -328786.812500 Penalty: 3931.594727 Iteration 26Q: 3 clusters Score -328786.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -328786.937500 Penalty: 3931.594727 Iteration 27Q: 3 clusters Score -328786.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -328786.937500 Penalty: 3931.594727 Iteration 28F: 3 clusters Score -328786.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (11313 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11313 members Entering Unmasked Estep Score: -1444269.000000 Penalty: 2314.759521 Iteration 0F: 2 clusters Score -1444269 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5584 members Mstep: Class 2 contains 5729 members Entering Unmasked Estep Score: -1435753.625000 Penalty: 4629.519043 Iteration 0F: 3 clusters Score -1435754 nChanged 4786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5338 members Mstep: Class 2 contains 5975 members Entering Unmasked Estep Score: -1438306.375000 Penalty: 4629.519043 Iteration 1F: 3 clusters Score -1438306 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5171 members Mstep: Class 2 contains 6142 members Entering Unmasked Estep Score: -1438614.125000 Penalty: 4629.519043 Iteration 2F: 3 clusters Score -1438614 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 6348 members Entering Unmasked Estep Score: -1438845.875000 Penalty: 4629.519043 Iteration 3Q: 3 clusters Score -1438846 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 6575 members Entering Unmasked Estep Score: -1439030.250000 Penalty: 4629.519043 Iteration 4Q: 3 clusters Score -1439030 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 6852 members Entering Unmasked Estep Score: -1439189.000000 Penalty: 4629.519043 Iteration 5Q: 3 clusters Score -1439189 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 7150 members Entering Unmasked Estep Score: -1439347.875000 Penalty: 4629.519043 Iteration 6Q: 3 clusters Score -1439348 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 7499 members Entering Unmasked Estep Score: -1439540.000000 Penalty: 4629.519043 Iteration 7Q: 3 clusters Score -1439540 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 7909 members Entering Unmasked Estep Score: -1439783.250000 Penalty: 4629.519043 Iteration 8Q: 3 clusters Score -1439783 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 8370 members Entering Unmasked Estep Score: -1440076.500000 Penalty: 4629.519043 Iteration 9Q: 3 clusters Score -1440076 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 8866 members Entering Unmasked Estep Score: -1440420.750000 Penalty: 4629.519043 Iteration 10Q: 3 clusters Score -1440421 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 9367 members Entering Unmasked Estep Score: -1440814.000000 Penalty: 4629.519043 Iteration 11Q: 3 clusters Score -1440814 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 9839 members Entering Unmasked Estep Score: -1441203.125000 Penalty: 4629.519043 Iteration 12Q: 3 clusters Score -1441203 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 10228 members Entering Unmasked Estep Score: -1441534.250000 Penalty: 4629.519043 Iteration 13Q: 3 clusters Score -1441534 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 10508 members Entering Unmasked Estep Score: -1441776.750000 Penalty: 4629.519043 Iteration 14Q: 3 clusters Score -1441777 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 10684 members Entering Unmasked Estep Score: -1441945.750000 Penalty: 4629.519043 Iteration 15Q: 3 clusters Score -1441946 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 10795 members Entering Unmasked Estep Score: -1442035.875000 Penalty: 4629.519043 Iteration 16Q: 3 clusters Score -1442036 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 10861 members Entering Unmasked Estep Score: -1442102.750000 Penalty: 4629.519043 Iteration 17Q: 3 clusters Score -1442103 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 10898 members Entering Unmasked Estep Score: -1442152.625000 Penalty: 4629.519043 Iteration 18Q: 3 clusters Score -1442153 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 10926 members Entering Unmasked Estep Score: -1442180.375000 Penalty: 4629.519043 Iteration 19Q: 3 clusters Score -1442180 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 10944 members Entering Unmasked Estep Score: -1442200.375000 Penalty: 4629.519043 Iteration 20F: 3 clusters Score -1442200 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 10958 members Entering Unmasked Estep Score: -1442225.875000 Penalty: 4629.519043 Iteration 21Q: 3 clusters Score -1442226 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 10974 members Entering Unmasked Estep Score: -1442248.375000 Penalty: 4629.519043 Iteration 22Q: 3 clusters Score -1442248 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 10980 members Entering Unmasked Estep Score: -1442259.875000 Penalty: 4629.519043 Iteration 23Q: 3 clusters Score -1442260 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 10989 members Entering Unmasked Estep Score: -1442276.250000 Penalty: 4629.519043 Iteration 24Q: 3 clusters Score -1442276 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 10991 members Entering Unmasked Estep Score: -1442280.750000 Penalty: 4629.519043 Iteration 25Q: 3 clusters Score -1442281 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 11000 members Entering Unmasked Estep Score: -1442292.375000 Penalty: 4629.519043 Iteration 26Q: 3 clusters Score -1442292 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 11002 members Entering Unmasked Estep Score: -1442303.250000 Penalty: 4629.519043 Iteration 27Q: 3 clusters Score -1442303 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 11007 members Entering Unmasked Estep Score: -1442311.250000 Penalty: 4629.519043 Iteration 28Q: 3 clusters Score -1442311 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 11008 members Entering Unmasked Estep Score: -1442311.125000 Penalty: 4629.519043 Iteration 29Q: 3 clusters Score -1442311 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 11009 members Entering Unmasked Estep Score: -1442312.750000 Penalty: 4629.519043 Iteration 30Q: 3 clusters Score -1442313 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 11009 members Entering Unmasked Estep Score: -1442312.750000 Penalty: 4629.519043 Iteration 31F: 3 clusters Score -1442313 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (508 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Entering Unmasked Estep Score: -52304.769531 Penalty: 1545.159424 Iteration 0F: 2 clusters Score -52304.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -50835.582031 Penalty: 3090.318848 Iteration 0F: 3 clusters Score -50835.58 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -51290.339844 Penalty: 3090.318848 Iteration 1F: 3 clusters Score -51290.34 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -51519.320312 Penalty: 3090.318848 Iteration 2F: 3 clusters Score -51519.32 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -51640.652344 Penalty: 3090.318848 Iteration 3F: 3 clusters Score -51640.65 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -51730.671875 Penalty: 3090.318848 Iteration 4F: 3 clusters Score -51730.67 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -51793.824219 Penalty: 3090.318848 Iteration 5Q: 3 clusters Score -51793.82 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -51829.183594 Penalty: 3090.318848 Iteration 6Q: 3 clusters Score -51829.18 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -51867.250000 Penalty: 3090.318848 Iteration 7Q: 3 clusters Score -51867.25 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -51914.007812 Penalty: 3090.318848 Iteration 8Q: 3 clusters Score -51914.01 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -51964.421875 Penalty: 3090.318848 Iteration 9Q: 3 clusters Score -51964.42 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -52023.558594 Penalty: 3090.318848 Iteration 10Q: 3 clusters Score -52023.56 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -52116.988281 Penalty: 3090.318848 Iteration 11Q: 3 clusters Score -52116.99 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -52245.367188 Penalty: 3090.318848 Iteration 12Q: 3 clusters Score -52245.37 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -52338.160156 Penalty: 3090.318848 Iteration 13Q: 3 clusters Score -52338.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -52407.113281 Penalty: 3090.318848 Iteration 14Q: 3 clusters Score -52407.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -52429.367188 Penalty: 3090.318848 Iteration 15Q: 3 clusters Score -52429.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -52441.445312 Penalty: 3090.318848 Iteration 16Q: 3 clusters Score -52441.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -52466.089844 Penalty: 3090.318848 Iteration 17Q: 3 clusters Score -52466.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -52478.101562 Penalty: 3090.318848 Iteration 18Q: 3 clusters Score -52478.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -52486.898438 Penalty: 3090.318848 Iteration 19Q: 3 clusters Score -52486.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -52528.761719 Penalty: 3090.318848 Iteration 20F: 3 clusters Score -52528.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -52538.796875 Penalty: 3090.318848 Iteration 21Q: 3 clusters Score -52538.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -52552.773438 Penalty: 3090.318848 Iteration 22Q: 3 clusters Score -52552.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -52576.902344 Penalty: 3090.318848 Iteration 23Q: 3 clusters Score -52576.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -52576.902344 Penalty: 3090.318848 Iteration 24F: 3 clusters Score -52576.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50276 members Mstep: Class 4 contains 5076 members Mstep: Class 5 contains 9635 members Mstep: Class 6 contains 402 members Mstep: Class 7 contains 787 members Mstep: Class 8 contains 63845 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25555 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3171 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11313 members Mstep: Class 15 contains 107 members Mstep: Class 16 contains 239168 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2846 members Mstep: Class 19 contains 13126 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 683 members Mstep: Class 23 contains 401 members Mstep: Class 24 contains 9491 members Entering Unmasked Estep Score: -55430020.000000 Penalty: 77460.750000 Splitting cluster 15 changes total score from -55431500.000000 to -55430020.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (239168 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239168 members Entering Unmasked Estep Score: -29853174.000000 Penalty: 3071.460449 Iteration 0F: 2 clusters Score -2.985317e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119298 members Mstep: Class 2 contains 119870 members Entering Unmasked Estep Score: -29698868.000000 Penalty: 6142.920898 Iteration 0F: 3 clusters Score -2.969887e+07 nChanged 115974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115326 members Mstep: Class 2 contains 123842 members Entering Unmasked Estep Score: -29767726.000000 Penalty: 6142.920898 Iteration 1F: 3 clusters Score -2.976773e+07 nChanged 7853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112631 members Mstep: Class 2 contains 126537 members Entering Unmasked Estep Score: -29769972.000000 Penalty: 6142.920898 Iteration 2Q: 3 clusters Score -2.976997e+07 nChanged 9465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108438 members Mstep: Class 2 contains 130730 members Entering Unmasked Estep Score: -29773518.000000 Penalty: 6142.920898 Iteration 3Q: 3 clusters Score -2.977352e+07 nChanged 11625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102373 members Mstep: Class 2 contains 136795 members Entering Unmasked Estep Score: -29779218.000000 Penalty: 6142.920898 Iteration 4Q: 3 clusters Score -2.977922e+07 nChanged 13742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94399 members Mstep: Class 2 contains 144769 members Entering Unmasked Estep Score: -29787478.000000 Penalty: 6142.920898 Iteration 5F: 3 clusters Score -2.978748e+07 nChanged 15222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84951 members Mstep: Class 2 contains 154217 members Entering Unmasked Estep Score: -29797198.000000 Penalty: 6142.920898 Iteration 6F: 3 clusters Score -2.97972e+07 nChanged 15009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75352 members Mstep: Class 2 contains 163816 members Entering Unmasked Estep Score: -29806830.000000 Penalty: 6142.920898 Iteration 7F: 3 clusters Score -2.980683e+07 nChanged 13184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67140 members Mstep: Class 2 contains 172028 members Entering Unmasked Estep Score: -29815000.000000 Penalty: 6142.920898 Iteration 8F: 3 clusters Score -2.9815e+07 nChanged 11140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60758 members Mstep: Class 2 contains 178410 members Entering Unmasked Estep Score: -29821866.000000 Penalty: 6142.920898 Iteration 9Q: 3 clusters Score -2.982187e+07 nChanged 8857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56409 members Mstep: Class 2 contains 182759 members Entering Unmasked Estep Score: -29826990.000000 Penalty: 6142.920898 Iteration 10Q: 3 clusters Score -2.982699e+07 nChanged 6905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52910 members Mstep: Class 2 contains 186258 members Entering Unmasked Estep Score: -29830630.000000 Penalty: 6142.920898 Iteration 11Q: 3 clusters Score -2.983063e+07 nChanged 5097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49857 members Mstep: Class 2 contains 189311 members Entering Unmasked Estep Score: -29832604.000000 Penalty: 6142.920898 Iteration 12Q: 3 clusters Score -2.98326e+07 nChanged 3989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46922 members Mstep: Class 2 contains 192246 members Entering Unmasked Estep Score: -29834132.000000 Penalty: 6142.920898 Iteration 13Q: 3 clusters Score -2.983413e+07 nChanged 3457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44011 members Mstep: Class 2 contains 195157 members Entering Unmasked Estep Score: -29835380.000000 Penalty: 6142.920898 Iteration 14Q: 3 clusters Score -2.983538e+07 nChanged 3287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41094 members Mstep: Class 2 contains 198074 members Entering Unmasked Estep Score: -29836714.000000 Penalty: 6142.920898 Iteration 15Q: 3 clusters Score -2.983671e+07 nChanged 3268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38180 members Mstep: Class 2 contains 200988 members Entering Unmasked Estep Score: -29837938.000000 Penalty: 6142.920898 Iteration 16Q: 3 clusters Score -2.983794e+07 nChanged 3128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35398 members Mstep: Class 2 contains 203770 members Entering Unmasked Estep Score: -29839018.000000 Penalty: 6142.920898 Iteration 17Q: 3 clusters Score -2.983902e+07 nChanged 2941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32773 members Mstep: Class 2 contains 206395 members Entering Unmasked Estep Score: -29840272.000000 Penalty: 6142.920898 Iteration 18Q: 3 clusters Score -2.984027e+07 nChanged 2683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30326 members Mstep: Class 2 contains 208842 members Entering Unmasked Estep Score: -29841546.000000 Penalty: 6142.920898 Iteration 19Q: 3 clusters Score -2.984155e+07 nChanged 2448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28066 members Mstep: Class 2 contains 211102 members Entering Unmasked Estep Score: -29842660.000000 Penalty: 6142.920898 Iteration 20F: 3 clusters Score -2.984266e+07 nChanged 2239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25937 members Mstep: Class 2 contains 213231 members Entering Unmasked Estep Score: -29843624.000000 Penalty: 6142.920898 Iteration 21Q: 3 clusters Score -2.984362e+07 nChanged 2106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23915 members Mstep: Class 2 contains 215253 members Entering Unmasked Estep Score: -29844382.000000 Penalty: 6142.920898 Iteration 22Q: 3 clusters Score -2.984438e+07 nChanged 1942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22025 members Mstep: Class 2 contains 217143 members Entering Unmasked Estep Score: -29845050.000000 Penalty: 6142.920898 Iteration 23Q: 3 clusters Score -2.984505e+07 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20331 members Mstep: Class 2 contains 218837 members Entering Unmasked Estep Score: -29845752.000000 Penalty: 6142.920898 Iteration 24Q: 3 clusters Score -2.984575e+07 nChanged 1597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18768 members Mstep: Class 2 contains 220400 members Entering Unmasked Estep Score: -29846314.000000 Penalty: 6142.920898 Iteration 25Q: 3 clusters Score -2.984631e+07 nChanged 1472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17318 members Mstep: Class 2 contains 221850 members Entering Unmasked Estep Score: -29846802.000000 Penalty: 6142.920898 Iteration 26Q: 3 clusters Score -2.98468e+07 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15995 members Mstep: Class 2 contains 223173 members Entering Unmasked Estep Score: -29847218.000000 Penalty: 6142.920898 Iteration 27Q: 3 clusters Score -2.984722e+07 nChanged 1235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14776 members Mstep: Class 2 contains 224392 members Entering Unmasked Estep Score: -29847648.000000 Penalty: 6142.920898 Iteration 28Q: 3 clusters Score -2.984765e+07 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13646 members Mstep: Class 2 contains 225522 members Entering Unmasked Estep Score: -29848092.000000 Penalty: 6142.920898 Iteration 29Q: 3 clusters Score -2.984809e+07 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12580 members Mstep: Class 2 contains 226588 members Entering Unmasked Estep Score: -29848492.000000 Penalty: 6142.920898 Iteration 30Q: 3 clusters Score -2.984849e+07 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11594 members Mstep: Class 2 contains 227574 members Entering Unmasked Estep Score: -29848806.000000 Penalty: 6142.920898 Iteration 31Q: 3 clusters Score -2.984881e+07 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10701 members Mstep: Class 2 contains 228467 members Entering Unmasked Estep Score: -29849146.000000 Penalty: 6142.920898 Iteration 32Q: 3 clusters Score -2.984915e+07 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9884 members Mstep: Class 2 contains 229284 members Entering Unmasked Estep Score: -29849384.000000 Penalty: 6142.920898 Iteration 33Q: 3 clusters Score -2.984938e+07 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9180 members Mstep: Class 2 contains 229988 members Entering Unmasked Estep Score: -29849502.000000 Penalty: 6142.920898 Iteration 34Q: 3 clusters Score -2.98495e+07 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8578 members Mstep: Class 2 contains 230590 members Entering Unmasked Estep Score: -29849608.000000 Penalty: 6142.920898 Iteration 35Q: 3 clusters Score -2.984961e+07 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8016 members Mstep: Class 2 contains 231152 members Entering Unmasked Estep Score: -29849724.000000 Penalty: 6142.920898 Iteration 36Q: 3 clusters Score -2.984972e+07 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7517 members Mstep: Class 2 contains 231651 members Entering Unmasked Estep Score: -29849806.000000 Penalty: 6142.920898 Iteration 37Q: 3 clusters Score -2.984981e+07 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7026 members Mstep: Class 2 contains 232142 members Entering Unmasked Estep Score: -29849970.000000 Penalty: 6142.920898 Iteration 38Q: 3 clusters Score -2.984997e+07 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 232577 members Entering Unmasked Estep Score: -29850014.000000 Penalty: 6142.920898 Iteration 39Q: 3 clusters Score -2.985001e+07 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6182 members Mstep: Class 2 contains 232986 members Entering Unmasked Estep Score: -29850126.000000 Penalty: 6142.920898 Iteration 40F: 3 clusters Score -2.985013e+07 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5804 members Mstep: Class 2 contains 233364 members Entering Unmasked Estep Score: -29850262.000000 Penalty: 6142.920898 Iteration 41Q: 3 clusters Score -2.985026e+07 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 233691 members Entering Unmasked Estep Score: -29850286.000000 Penalty: 6142.920898 Iteration 42Q: 3 clusters Score -2.985029e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 234003 members Entering Unmasked Estep Score: -29850294.000000 Penalty: 6142.920898 Iteration 43Q: 3 clusters Score -2.985029e+07 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 234269 members Entering Unmasked Estep Score: -29850264.000000 Penalty: 6142.920898 Iteration 44Q: 3 clusters Score -2.985026e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 234475 members Entering Unmasked Estep Score: -29850354.000000 Penalty: 6142.920898 Iteration 45Q: 3 clusters Score -2.985035e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 234656 members Entering Unmasked Estep Score: -29850384.000000 Penalty: 6142.920898 Iteration 46Q: 3 clusters Score -2.985038e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 234827 members Entering Unmasked Estep Score: -29850452.000000 Penalty: 6142.920898 Iteration 47Q: 3 clusters Score -2.985045e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 234979 members Entering Unmasked Estep Score: -29850502.000000 Penalty: 6142.920898 Iteration 48Q: 3 clusters Score -2.98505e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 235133 members Entering Unmasked Estep Score: -29850530.000000 Penalty: 6142.920898 Iteration 49Q: 3 clusters Score -2.985053e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 235266 members Entering Unmasked Estep Score: -29850518.000000 Penalty: 6142.920898 Iteration 50Q: 3 clusters Score -2.985052e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 235367 members Entering Unmasked Estep Score: -29850546.000000 Penalty: 6142.920898 Iteration 51Q: 3 clusters Score -2.985055e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 235470 members Entering Unmasked Estep Score: -29850524.000000 Penalty: 6142.920898 Iteration 52Q: 3 clusters Score -2.985052e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 235576 members Entering Unmasked Estep Score: -29850558.000000 Penalty: 6142.920898 Iteration 53Q: 3 clusters Score -2.985056e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 235686 members Entering Unmasked Estep Score: -29850548.000000 Penalty: 6142.920898 Iteration 54Q: 3 clusters Score -2.985055e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 235788 members Entering Unmasked Estep Score: -29850548.000000 Penalty: 6142.920898 Iteration 55Q: 3 clusters Score -2.985055e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 235898 members Entering Unmasked Estep Score: -29850540.000000 Penalty: 6142.920898 Iteration 56Q: 3 clusters Score -2.985054e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 235990 members Entering Unmasked Estep Score: -29850536.000000 Penalty: 6142.920898 Iteration 57Q: 3 clusters Score -2.985054e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 236075 members Entering Unmasked Estep Score: -29850568.000000 Penalty: 6142.920898 Iteration 58Q: 3 clusters Score -2.985057e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 236145 members Entering Unmasked Estep Score: -29850540.000000 Penalty: 6142.920898 Iteration 59Q: 3 clusters Score -2.985054e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 236201 members Entering Unmasked Estep Score: -29850524.000000 Penalty: 6142.920898 Iteration 60F: 3 clusters Score -2.985052e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 236267 members Entering Unmasked Estep Score: -29850472.000000 Penalty: 6142.920898 Iteration 61Q: 3 clusters Score -2.985047e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 236332 members Entering Unmasked Estep Score: -29850472.000000 Penalty: 6142.920898 Iteration 62Q: 3 clusters Score -2.985047e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 236389 members Entering Unmasked Estep Score: -29850462.000000 Penalty: 6142.920898 Iteration 63Q: 3 clusters Score -2.985046e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 236440 members Entering Unmasked Estep Score: -29850510.000000 Penalty: 6142.920898 Iteration 64Q: 3 clusters Score -2.985051e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 236487 members Entering Unmasked Estep Score: -29850524.000000 Penalty: 6142.920898 Iteration 65Q: 3 clusters Score -2.985052e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 236543 members Entering Unmasked Estep Score: -29850566.000000 Penalty: 6142.920898 Iteration 66Q: 3 clusters Score -2.985057e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 236609 members Entering Unmasked Estep Score: -29850586.000000 Penalty: 6142.920898 Iteration 67Q: 3 clusters Score -2.985059e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 236649 members Entering Unmasked Estep Score: -29850576.000000 Penalty: 6142.920898 Iteration 68Q: 3 clusters Score -2.985058e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 236686 members Entering Unmasked Estep Score: -29850562.000000 Penalty: 6142.920898 Iteration 69Q: 3 clusters Score -2.985056e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 236725 members Entering Unmasked Estep Score: -29850560.000000 Penalty: 6142.920898 Iteration 70Q: 3 clusters Score -2.985056e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 236749 members Entering Unmasked Estep Score: -29850570.000000 Penalty: 6142.920898 Iteration 71Q: 3 clusters Score -2.985057e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 236780 members Entering Unmasked Estep Score: -29850578.000000 Penalty: 6142.920898 Iteration 72Q: 3 clusters Score -2.985058e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 236805 members Entering Unmasked Estep Score: -29850604.000000 Penalty: 6142.920898 Iteration 73Q: 3 clusters Score -2.98506e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 236820 members Entering Unmasked Estep Score: -29850614.000000 Penalty: 6142.920898 Iteration 74Q: 3 clusters Score -2.985061e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 236839 members Entering Unmasked Estep Score: -29850606.000000 Penalty: 6142.920898 Iteration 75Q: 3 clusters Score -2.985061e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 236859 members Entering Unmasked Estep Score: -29850610.000000 Penalty: 6142.920898 Iteration 76Q: 3 clusters Score -2.985061e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 236875 members Entering Unmasked Estep Score: -29850604.000000 Penalty: 6142.920898 Iteration 77Q: 3 clusters Score -2.98506e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 236889 members Entering Unmasked Estep Score: -29850622.000000 Penalty: 6142.920898 Iteration 78Q: 3 clusters Score -2.985062e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 236904 members Entering Unmasked Estep Score: -29850638.000000 Penalty: 6142.920898 Iteration 79Q: 3 clusters Score -2.985064e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 236921 members Entering Unmasked Estep Score: -29850606.000000 Penalty: 6142.920898 Iteration 80F: 3 clusters Score -2.985061e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 236930 members Entering Unmasked Estep Score: -29850620.000000 Penalty: 6142.920898 Iteration 81Q: 3 clusters Score -2.985062e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 236939 members Entering Unmasked Estep Score: -29850616.000000 Penalty: 6142.920898 Iteration 82Q: 3 clusters Score -2.985062e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 236952 members Entering Unmasked Estep Score: -29850644.000000 Penalty: 6142.920898 Iteration 83Q: 3 clusters Score -2.985064e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 236962 members Entering Unmasked Estep Score: -29850650.000000 Penalty: 6142.920898 Iteration 84Q: 3 clusters Score -2.985065e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 236973 members Entering Unmasked Estep Score: -29850662.000000 Penalty: 6142.920898 Iteration 85Q: 3 clusters Score -2.985066e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 236990 members Entering Unmasked Estep Score: -29850630.000000 Penalty: 6142.920898 Iteration 86Q: 3 clusters Score -2.985063e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 237009 members Entering Unmasked Estep Score: -29850648.000000 Penalty: 6142.920898 Iteration 87Q: 3 clusters Score -2.985065e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 237025 members Entering Unmasked Estep Score: -29850628.000000 Penalty: 6142.920898 Iteration 88Q: 3 clusters Score -2.985063e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 237034 members Entering Unmasked Estep Score: -29850624.000000 Penalty: 6142.920898 Iteration 89Q: 3 clusters Score -2.985062e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 237050 members Entering Unmasked Estep Score: -29850648.000000 Penalty: 6142.920898 Iteration 90Q: 3 clusters Score -2.985065e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 237064 members Entering Unmasked Estep Score: -29850668.000000 Penalty: 6142.920898 Iteration 91Q: 3 clusters Score -2.985067e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 237069 members Entering Unmasked Estep Score: -29850656.000000 Penalty: 6142.920898 Iteration 92Q: 3 clusters Score -2.985066e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 237074 members Entering Unmasked Estep Score: -29850662.000000 Penalty: 6142.920898 Iteration 93Q: 3 clusters Score -2.985066e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 237085 members Entering Unmasked Estep Score: -29850660.000000 Penalty: 6142.920898 Iteration 94Q: 3 clusters Score -2.985066e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 237091 members Entering Unmasked Estep Score: -29850658.000000 Penalty: 6142.920898 Iteration 95Q: 3 clusters Score -2.985066e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 237100 members Entering Unmasked Estep Score: -29850660.000000 Penalty: 6142.920898 Iteration 96Q: 3 clusters Score -2.985066e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 237107 members Entering Unmasked Estep Score: -29850638.000000 Penalty: 6142.920898 Iteration 97Q: 3 clusters Score -2.985064e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 237114 members Entering Unmasked Estep Score: -29850652.000000 Penalty: 6142.920898 Iteration 98Q: 3 clusters Score -2.985065e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 237119 members Entering Unmasked Estep Score: -29850644.000000 Penalty: 6142.920898 Iteration 99Q: 3 clusters Score -2.985064e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 237127 members Entering Unmasked Estep Score: -29850644.000000 Penalty: 6142.920898 Iteration 100F: 3 clusters Score -2.985064e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 237137 members Entering Unmasked Estep Score: -29850638.000000 Penalty: 6142.920898 Iteration 101Q: 3 clusters Score -2.985064e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 237144 members Entering Unmasked Estep Score: -29850652.000000 Penalty: 6142.920898 Iteration 102Q: 3 clusters Score -2.985065e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 237156 members Entering Unmasked Estep Score: -29850632.000000 Penalty: 6142.920898 Iteration 103Q: 3 clusters Score -2.985063e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 237167 members Entering Unmasked Estep Score: -29850620.000000 Penalty: 6142.920898 Iteration 104Q: 3 clusters Score -2.985062e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 237178 members Entering Unmasked Estep Score: -29850618.000000 Penalty: 6142.920898 Iteration 105Q: 3 clusters Score -2.985062e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 237184 members Entering Unmasked Estep Score: -29850596.000000 Penalty: 6142.920898 Iteration 106Q: 3 clusters Score -2.98506e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 237190 members Entering Unmasked Estep Score: -29850612.000000 Penalty: 6142.920898 Iteration 107Q: 3 clusters Score -2.985061e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 237200 members Entering Unmasked Estep Score: -29850618.000000 Penalty: 6142.920898 Iteration 108Q: 3 clusters Score -2.985062e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 237210 members Entering Unmasked Estep Score: -29850610.000000 Penalty: 6142.920898 Iteration 109Q: 3 clusters Score -2.985061e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 237214 members Entering Unmasked Estep Score: -29850610.000000 Penalty: 6142.920898 Iteration 110Q: 3 clusters Score -2.985061e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 237221 members Entering Unmasked Estep Score: -29850600.000000 Penalty: 6142.920898 Iteration 111Q: 3 clusters Score -2.98506e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 237229 members Entering Unmasked Estep Score: -29850606.000000 Penalty: 6142.920898 Iteration 112Q: 3 clusters Score -2.985061e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 237234 members Entering Unmasked Estep Score: -29850636.000000 Penalty: 6142.920898 Iteration 113Q: 3 clusters Score -2.985064e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 237243 members Entering Unmasked Estep Score: -29850626.000000 Penalty: 6142.920898 Iteration 114Q: 3 clusters Score -2.985063e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 237249 members Entering Unmasked Estep Score: -29850612.000000 Penalty: 6142.920898 Iteration 115Q: 3 clusters Score -2.985061e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 237256 members Entering Unmasked Estep Score: -29850638.000000 Penalty: 6142.920898 Iteration 116Q: 3 clusters Score -2.985064e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 237261 members Entering Unmasked Estep Score: -29850642.000000 Penalty: 6142.920898 Iteration 117Q: 3 clusters Score -2.985064e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 237265 members Entering Unmasked Estep Score: -29850644.000000 Penalty: 6142.920898 Iteration 118Q: 3 clusters Score -2.985064e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 237269 members Entering Unmasked Estep Score: -29850640.000000 Penalty: 6142.920898 Iteration 119Q: 3 clusters Score -2.985064e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 237271 members Entering Unmasked Estep Score: -29850636.000000 Penalty: 6142.920898 Iteration 120F: 3 clusters Score -2.985064e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3252 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Entering Unmasked Estep Score: -415933.906250 Penalty: 2005.582397 Iteration 0F: 2 clusters Score -415933.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -412480.437500 Penalty: 4011.164795 Iteration 0F: 3 clusters Score -412480.4 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -413209.343750 Penalty: 4011.164795 Iteration 1F: 3 clusters Score -413209.3 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -413378.875000 Penalty: 4011.164795 Iteration 2F: 3 clusters Score -413378.9 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -413487.187500 Penalty: 4011.164795 Iteration 3F: 3 clusters Score -413487.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -413555.531250 Penalty: 4011.164795 Iteration 4Q: 3 clusters Score -413555.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -413593.093750 Penalty: 4011.164795 Iteration 5Q: 3 clusters Score -413593.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -413621.750000 Penalty: 4011.164795 Iteration 6Q: 3 clusters Score -413621.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -413645.156250 Penalty: 4011.164795 Iteration 7Q: 3 clusters Score -413645.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -413655.500000 Penalty: 4011.164795 Iteration 8Q: 3 clusters Score -413655.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -413667.125000 Penalty: 4011.164795 Iteration 9Q: 3 clusters Score -413667.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -413673.250000 Penalty: 4011.164795 Iteration 10Q: 3 clusters Score -413673.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -413679.468750 Penalty: 4011.164795 Iteration 11Q: 3 clusters Score -413679.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -413681.875000 Penalty: 4011.164795 Iteration 12Q: 3 clusters Score -413681.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -413682.156250 Penalty: 4011.164795 Iteration 13Q: 3 clusters Score -413682.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -413682.156250 Penalty: 4011.164795 Iteration 14F: 3 clusters Score -413682.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2846 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Entering Unmasked Estep Score: -333940.812500 Penalty: 1972.510010 Iteration 0F: 2 clusters Score -333940.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -330843.562500 Penalty: 3945.020020 Iteration 0F: 3 clusters Score -330843.6 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -331619.250000 Penalty: 3945.020020 Iteration 1F: 3 clusters Score -331619.2 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -331875.000000 Penalty: 3945.020020 Iteration 2F: 3 clusters Score -331875 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -332099.656250 Penalty: 3945.020020 Iteration 3F: 3 clusters Score -332099.7 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -332324.437500 Penalty: 3945.020020 Iteration 4F: 3 clusters Score -332324.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -332571.375000 Penalty: 3945.020020 Iteration 5F: 3 clusters Score -332571.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -332758.625000 Penalty: 3945.020020 Iteration 6F: 3 clusters Score -332758.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -332882.343750 Penalty: 3945.020020 Iteration 7Q: 3 clusters Score -332882.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -332977.250000 Penalty: 3945.020020 Iteration 8Q: 3 clusters Score -332977.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -333037.281250 Penalty: 3945.020020 Iteration 9Q: 3 clusters Score -333037.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -333066.031250 Penalty: 3945.020020 Iteration 10Q: 3 clusters Score -333066 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -333083.000000 Penalty: 3945.020020 Iteration 11Q: 3 clusters Score -333083 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -333100.281250 Penalty: 3945.020020 Iteration 12Q: 3 clusters Score -333100.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -333113.187500 Penalty: 3945.020020 Iteration 13Q: 3 clusters Score -333113.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -333118.468750 Penalty: 3945.020020 Iteration 14Q: 3 clusters Score -333118.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -333120.187500 Penalty: 3945.020020 Iteration 15Q: 3 clusters Score -333120.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -333121.750000 Penalty: 3945.020020 Iteration 16Q: 3 clusters Score -333121.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -333121.750000 Penalty: 3945.020020 Iteration 17F: 3 clusters Score -333121.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (13126 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13126 members Entering Unmasked Estep Score: -1673287.250000 Penalty: 2351.622803 Iteration 0F: 2 clusters Score -1673287 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6490 members Mstep: Class 2 contains 6636 members Entering Unmasked Estep Score: -1663580.375000 Penalty: 4703.245605 Iteration 0F: 3 clusters Score -1663580 nChanged 5690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6182 members Mstep: Class 2 contains 6944 members Entering Unmasked Estep Score: -1666606.875000 Penalty: 4703.245605 Iteration 1F: 3 clusters Score -1666607 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5990 members Mstep: Class 2 contains 7136 members Entering Unmasked Estep Score: -1666963.625000 Penalty: 4703.245605 Iteration 2F: 3 clusters Score -1666964 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5806 members Mstep: Class 2 contains 7320 members Entering Unmasked Estep Score: -1667297.750000 Penalty: 4703.245605 Iteration 3F: 3 clusters Score -1667298 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 7586 members Entering Unmasked Estep Score: -1667644.375000 Penalty: 4703.245605 Iteration 4Q: 3 clusters Score -1667644 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5246 members Mstep: Class 2 contains 7880 members Entering Unmasked Estep Score: -1668048.625000 Penalty: 4703.245605 Iteration 5Q: 3 clusters Score -1668049 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4952 members Mstep: Class 2 contains 8174 members Entering Unmasked Estep Score: -1668408.750000 Penalty: 4703.245605 Iteration 6Q: 3 clusters Score -1668409 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 8477 members Entering Unmasked Estep Score: -1668780.750000 Penalty: 4703.245605 Iteration 7Q: 3 clusters Score -1668781 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 8748 members Entering Unmasked Estep Score: -1669068.250000 Penalty: 4703.245605 Iteration 8Q: 3 clusters Score -1669068 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 9018 members Entering Unmasked Estep Score: -1669297.875000 Penalty: 4703.245605 Iteration 9Q: 3 clusters Score -1669298 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 9275 members Entering Unmasked Estep Score: -1669480.750000 Penalty: 4703.245605 Iteration 10Q: 3 clusters Score -1669481 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 9538 members Entering Unmasked Estep Score: -1669636.875000 Penalty: 4703.245605 Iteration 11Q: 3 clusters Score -1669637 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 9816 members Entering Unmasked Estep Score: -1669803.875000 Penalty: 4703.245605 Iteration 12Q: 3 clusters Score -1669804 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 10097 members Entering Unmasked Estep Score: -1669964.500000 Penalty: 4703.245605 Iteration 13Q: 3 clusters Score -1669964 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 10387 members Entering Unmasked Estep Score: -1670140.125000 Penalty: 4703.245605 Iteration 14Q: 3 clusters Score -1670140 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 10641 members Entering Unmasked Estep Score: -1670281.750000 Penalty: 4703.245605 Iteration 15Q: 3 clusters Score -1670282 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 10888 members Entering Unmasked Estep Score: -1670440.500000 Penalty: 4703.245605 Iteration 16Q: 3 clusters Score -1670440 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 11109 members Entering Unmasked Estep Score: -1670574.375000 Penalty: 4703.245605 Iteration 17Q: 3 clusters Score -1670574 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 11330 members Entering Unmasked Estep Score: -1670697.375000 Penalty: 4703.245605 Iteration 18Q: 3 clusters Score -1670697 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 11524 members Entering Unmasked Estep Score: -1670822.375000 Penalty: 4703.245605 Iteration 19Q: 3 clusters Score -1670822 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 11684 members Entering Unmasked Estep Score: -1670915.250000 Penalty: 4703.245605 Iteration 20F: 3 clusters Score -1670915 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 11809 members Entering Unmasked Estep Score: -1670988.375000 Penalty: 4703.245605 Iteration 21Q: 3 clusters Score -1670988 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 11914 members Entering Unmasked Estep Score: -1671056.500000 Penalty: 4703.245605 Iteration 22Q: 3 clusters Score -1671056 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 12014 members Entering Unmasked Estep Score: -1671113.000000 Penalty: 4703.245605 Iteration 23Q: 3 clusters Score -1671113 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 12085 members Entering Unmasked Estep Score: -1671159.875000 Penalty: 4703.245605 Iteration 24Q: 3 clusters Score -1671160 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 12148 members Entering Unmasked Estep Score: -1671196.375000 Penalty: 4703.245605 Iteration 25Q: 3 clusters Score -1671196 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 12203 members Entering Unmasked Estep Score: -1671223.625000 Penalty: 4703.245605 Iteration 26Q: 3 clusters Score -1671224 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 12242 members Entering Unmasked Estep Score: -1671244.500000 Penalty: 4703.245605 Iteration 27Q: 3 clusters Score -1671244 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 12279 members Entering Unmasked Estep Score: -1671264.000000 Penalty: 4703.245605 Iteration 28Q: 3 clusters Score -1671264 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 12301 members Entering Unmasked Estep Score: -1671286.125000 Penalty: 4703.245605 Iteration 29Q: 3 clusters Score -1671286 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 12326 members Entering Unmasked Estep Score: -1671306.375000 Penalty: 4703.245605 Iteration 30Q: 3 clusters Score -1671306 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 12352 members Entering Unmasked Estep Score: -1671320.875000 Penalty: 4703.245605 Iteration 31Q: 3 clusters Score -1671321 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 12373 members Entering Unmasked Estep Score: -1671332.125000 Penalty: 4703.245605 Iteration 32Q: 3 clusters Score -1671332 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 12390 members Entering Unmasked Estep Score: -1671336.750000 Penalty: 4703.245605 Iteration 33Q: 3 clusters Score -1671337 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 12407 members Entering Unmasked Estep Score: -1671349.250000 Penalty: 4703.245605 Iteration 34Q: 3 clusters Score -1671349 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 12423 members Entering Unmasked Estep Score: -1671362.375000 Penalty: 4703.245605 Iteration 35Q: 3 clusters Score -1671362 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 12447 members Entering Unmasked Estep Score: -1671378.375000 Penalty: 4703.245605 Iteration 36Q: 3 clusters Score -1671378 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 12465 members Entering Unmasked Estep Score: -1671386.625000 Penalty: 4703.245605 Iteration 37Q: 3 clusters Score -1671387 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 12484 members Entering Unmasked Estep Score: -1671397.625000 Penalty: 4703.245605 Iteration 38Q: 3 clusters Score -1671398 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 12493 members Entering Unmasked Estep Score: -1671401.250000 Penalty: 4703.245605 Iteration 39Q: 3 clusters Score -1671401 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 12498 members Entering Unmasked Estep Score: -1671405.000000 Penalty: 4703.245605 Iteration 40F: 3 clusters Score -1671405 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 12501 members Entering Unmasked Estep Score: -1671404.250000 Penalty: 4703.245605 Iteration 41Q: 3 clusters Score -1671404 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 12503 members Entering Unmasked Estep Score: -1671404.250000 Penalty: 4703.245605 Iteration 42Q: 3 clusters Score -1671404 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 12505 members Entering Unmasked Estep Score: -1671406.875000 Penalty: 4703.245605 Iteration 43Q: 3 clusters Score -1671407 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 12511 members Entering Unmasked Estep Score: -1671410.750000 Penalty: 4703.245605 Iteration 44Q: 3 clusters Score -1671411 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 12514 members Entering Unmasked Estep Score: -1671415.500000 Penalty: 4703.245605 Iteration 45Q: 3 clusters Score -1671416 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 12520 members Entering Unmasked Estep Score: -1671419.750000 Penalty: 4703.245605 Iteration 46Q: 3 clusters Score -1671420 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 12524 members Entering Unmasked Estep Score: -1671420.125000 Penalty: 4703.245605 Iteration 47Q: 3 clusters Score -1671420 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 12532 members Entering Unmasked Estep Score: -1671428.000000 Penalty: 4703.245605 Iteration 48Q: 3 clusters Score -1671428 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 12535 members Entering Unmasked Estep Score: -1671429.750000 Penalty: 4703.245605 Iteration 49Q: 3 clusters Score -1671430 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 12536 members Entering Unmasked Estep Score: -1671428.000000 Penalty: 4703.245605 Iteration 50Q: 3 clusters Score -1671428 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 12537 members Entering Unmasked Estep Score: -1671427.000000 Penalty: 4703.245605 Iteration 51Q: 3 clusters Score -1671427 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 12537 members Entering Unmasked Estep Score: -1671427.000000 Penalty: 4703.245605 Iteration 52F: 3 clusters Score -1671427 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (583 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Entering Unmasked Estep Score: -70527.367188 Penalty: 1579.310303 Iteration 0F: 2 clusters Score -70527.37 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 288 members Entering Unmasked Estep Score: -68937.515625 Penalty: 3158.620605 Iteration 0F: 3 clusters Score -68937.52 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -69108.500000 Penalty: 3158.620605 Iteration 1F: 3 clusters Score -69108.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -69165.398438 Penalty: 3158.620605 Iteration 2Q: 3 clusters Score -69165.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -69198.031250 Penalty: 3158.620605 Iteration 3Q: 3 clusters Score -69198.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -69206.773438 Penalty: 3158.620605 Iteration 4Q: 3 clusters Score -69206.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -69207.890625 Penalty: 3158.620605 Iteration 5Q: 3 clusters Score -69207.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -69210.765625 Penalty: 3158.620605 Iteration 6Q: 3 clusters Score -69210.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -69212.703125 Penalty: 3158.620605 Iteration 7Q: 3 clusters Score -69212.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -69215.648438 Penalty: 3158.620605 Iteration 8Q: 3 clusters Score -69215.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -69216.406250 Penalty: 3158.620605 Iteration 9Q: 3 clusters Score -69216.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -69216.406250 Penalty: 3158.620605 Iteration 10F: 3 clusters Score -69216.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2050 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Entering Unmasked Estep Score: -252607.843750 Penalty: 1891.147583 Iteration 0F: 2 clusters Score -252607.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -249963.203125 Penalty: 3782.295166 Iteration 0F: 3 clusters Score -249963.2 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -250482.515625 Penalty: 3782.295166 Iteration 1F: 3 clusters Score -250482.5 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -250741.437500 Penalty: 3782.295166 Iteration 2F: 3 clusters Score -250741.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -250986.531250 Penalty: 3782.295166 Iteration 3F: 3 clusters Score -250986.5 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -251160.078125 Penalty: 3782.295166 Iteration 4F: 3 clusters Score -251160.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -251287.500000 Penalty: 3782.295166 Iteration 5Q: 3 clusters Score -251287.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -251372.000000 Penalty: 3782.295166 Iteration 6Q: 3 clusters Score -251372 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -251428.796875 Penalty: 3782.295166 Iteration 7Q: 3 clusters Score -251428.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -251475.656250 Penalty: 3782.295166 Iteration 8Q: 3 clusters Score -251475.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -251516.937500 Penalty: 3782.295166 Iteration 9Q: 3 clusters Score -251516.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -251552.875000 Penalty: 3782.295166 Iteration 10Q: 3 clusters Score -251552.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -251579.718750 Penalty: 3782.295166 Iteration 11Q: 3 clusters Score -251579.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -251607.656250 Penalty: 3782.295166 Iteration 12Q: 3 clusters Score -251607.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -251637.281250 Penalty: 3782.295166 Iteration 13Q: 3 clusters Score -251637.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -251657.359375 Penalty: 3782.295166 Iteration 14Q: 3 clusters Score -251657.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -251670.921875 Penalty: 3782.295166 Iteration 15Q: 3 clusters Score -251670.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -251678.593750 Penalty: 3782.295166 Iteration 16Q: 3 clusters Score -251678.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -251690.156250 Penalty: 3782.295166 Iteration 17Q: 3 clusters Score -251690.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -251699.156250 Penalty: 3782.295166 Iteration 18Q: 3 clusters Score -251699.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -251707.562500 Penalty: 3782.295166 Iteration 19Q: 3 clusters Score -251707.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -251713.625000 Penalty: 3782.295166 Iteration 20F: 3 clusters Score -251713.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -251723.671875 Penalty: 3782.295166 Iteration 21Q: 3 clusters Score -251723.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -251734.593750 Penalty: 3782.295166 Iteration 22Q: 3 clusters Score -251734.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -251739.234375 Penalty: 3782.295166 Iteration 23Q: 3 clusters Score -251739.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -251742.750000 Penalty: 3782.295166 Iteration 24Q: 3 clusters Score -251742.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -251747.359375 Penalty: 3782.295166 Iteration 25Q: 3 clusters Score -251747.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -251748.703125 Penalty: 3782.295166 Iteration 26Q: 3 clusters Score -251748.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -251751.375000 Penalty: 3782.295166 Iteration 27Q: 3 clusters Score -251751.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -251753.531250 Penalty: 3782.295166 Iteration 28Q: 3 clusters Score -251753.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -251756.375000 Penalty: 3782.295166 Iteration 29Q: 3 clusters Score -251756.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -251759.250000 Penalty: 3782.295166 Iteration 30Q: 3 clusters Score -251759.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -251759.781250 Penalty: 3782.295166 Iteration 31Q: 3 clusters Score -251759.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -251761.093750 Penalty: 3782.295166 Iteration 32Q: 3 clusters Score -251761.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -251762.796875 Penalty: 3782.295166 Iteration 33Q: 3 clusters Score -251762.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -251762.796875 Penalty: 3782.295166 Iteration 34F: 3 clusters Score -251762.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (683 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Entering Unmasked Estep Score: -69747.992188 Penalty: 1618.570801 Iteration 0F: 2 clusters Score -69747.99 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 332 members Entering Unmasked Estep Score: -68117.992188 Penalty: 3237.141602 Iteration 0F: 3 clusters Score -68117.99 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -68494.820312 Penalty: 3237.141602 Iteration 1F: 3 clusters Score -68494.82 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -68686.132812 Penalty: 3237.141602 Iteration 2F: 3 clusters Score -68686.13 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -69016.750000 Penalty: 3237.141602 Iteration 3F: 3 clusters Score -69016.75 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -69142.531250 Penalty: 3237.141602 Iteration 4F: 3 clusters Score -69142.53 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -69223.976562 Penalty: 3237.141602 Iteration 5Q: 3 clusters Score -69223.98 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -69302.015625 Penalty: 3237.141602 Iteration 6Q: 3 clusters Score -69302.02 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -69386.570312 Penalty: 3237.141602 Iteration 7Q: 3 clusters Score -69386.57 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -69448.023438 Penalty: 3237.141602 Iteration 8Q: 3 clusters Score -69448.02 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -69497.390625 Penalty: 3237.141602 Iteration 9Q: 3 clusters Score -69497.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -69564.070312 Penalty: 3237.141602 Iteration 10Q: 3 clusters Score -69564.07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -69663.023438 Penalty: 3237.141602 Iteration 11Q: 3 clusters Score -69663.02 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -69863.648438 Penalty: 3237.141602 Iteration 12Q: 3 clusters Score -69863.65 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -70008.039062 Penalty: 3237.141602 Iteration 13Q: 3 clusters Score -70008.04 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -70102.679688 Penalty: 3237.141602 Iteration 14Q: 3 clusters Score -70102.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -70208.218750 Penalty: 3237.141602 Iteration 15Q: 3 clusters Score -70208.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -70224.046875 Penalty: 3237.141602 Iteration 16Q: 3 clusters Score -70224.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -70229.937500 Penalty: 3237.141602 Iteration 17Q: 3 clusters Score -70229.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -70232.750000 Penalty: 3237.141602 Iteration 18Q: 3 clusters Score -70232.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -70232.750000 Penalty: 3237.141602 Iteration 19F: 3 clusters Score -70232.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50276 members Mstep: Class 4 contains 5076 members Mstep: Class 5 contains 9635 members Mstep: Class 6 contains 402 members Mstep: Class 7 contains 787 members Mstep: Class 8 contains 63845 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25555 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3171 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11313 members Mstep: Class 15 contains 508 members Mstep: Class 16 contains 239168 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2846 members Mstep: Class 19 contains 13126 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 185 members Mstep: Class 23 contains 498 members Mstep: Class 24 contains 9491 members Entering Unmasked Estep Score: -55430392.000000 Penalty: 77460.750000 Splitting cluster 22 changes total score from -55431500.000000 to -55430392.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 24 (9491 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9491 members Entering Unmasked Estep Score: -1212747.250000 Penalty: 2271.208496 Iteration 0F: 2 clusters Score -1212747 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 4809 members Entering Unmasked Estep Score: -1205430.500000 Penalty: 4542.416992 Iteration 0F: 3 clusters Score -1205430 nChanged 3964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 5077 members Entering Unmasked Estep Score: -1207730.875000 Penalty: 4542.416992 Iteration 1F: 3 clusters Score -1207731 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 5355 members Entering Unmasked Estep Score: -1208227.250000 Penalty: 4542.416992 Iteration 2F: 3 clusters Score -1208227 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 5718 members Entering Unmasked Estep Score: -1208682.125000 Penalty: 4542.416992 Iteration 3F: 3 clusters Score -1208682 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 6104 members Entering Unmasked Estep Score: -1209088.875000 Penalty: 4542.416992 Iteration 4F: 3 clusters Score -1209089 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 6509 members Entering Unmasked Estep Score: -1209438.875000 Penalty: 4542.416992 Iteration 5F: 3 clusters Score -1209439 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 6914 members Entering Unmasked Estep Score: -1209780.250000 Penalty: 4542.416992 Iteration 6F: 3 clusters Score -1209780 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 7302 members Entering Unmasked Estep Score: -1210091.000000 Penalty: 4542.416992 Iteration 7Q: 3 clusters Score -1210091 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 7624 members Entering Unmasked Estep Score: -1210330.500000 Penalty: 4542.416992 Iteration 8Q: 3 clusters Score -1210330 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 7839 members Entering Unmasked Estep Score: -1210472.750000 Penalty: 4542.416992 Iteration 9Q: 3 clusters Score -1210473 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 7997 members Entering Unmasked Estep Score: -1210578.500000 Penalty: 4542.416992 Iteration 10Q: 3 clusters Score -1210578 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 8126 members Entering Unmasked Estep Score: -1210658.500000 Penalty: 4542.416992 Iteration 11Q: 3 clusters Score -1210658 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 8230 members Entering Unmasked Estep Score: -1210723.250000 Penalty: 4542.416992 Iteration 12Q: 3 clusters Score -1210723 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 8314 members Entering Unmasked Estep Score: -1210767.750000 Penalty: 4542.416992 Iteration 13Q: 3 clusters Score -1210768 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 8382 members Entering Unmasked Estep Score: -1210803.625000 Penalty: 4542.416992 Iteration 14Q: 3 clusters Score -1210804 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 8439 members Entering Unmasked Estep Score: -1210836.750000 Penalty: 4542.416992 Iteration 15Q: 3 clusters Score -1210837 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 8488 members Entering Unmasked Estep Score: -1210862.125000 Penalty: 4542.416992 Iteration 16Q: 3 clusters Score -1210862 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 8522 members Entering Unmasked Estep Score: -1210878.125000 Penalty: 4542.416992 Iteration 17Q: 3 clusters Score -1210878 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 8560 members Entering Unmasked Estep Score: -1210898.000000 Penalty: 4542.416992 Iteration 18Q: 3 clusters Score -1210898 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 8591 members Entering Unmasked Estep Score: -1210912.500000 Penalty: 4542.416992 Iteration 19Q: 3 clusters Score -1210912 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 8617 members Entering Unmasked Estep Score: -1210922.750000 Penalty: 4542.416992 Iteration 20F: 3 clusters Score -1210923 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 8637 members Entering Unmasked Estep Score: -1210932.625000 Penalty: 4542.416992 Iteration 21Q: 3 clusters Score -1210933 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 8655 members Entering Unmasked Estep Score: -1210939.750000 Penalty: 4542.416992 Iteration 22Q: 3 clusters Score -1210940 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 8670 members Entering Unmasked Estep Score: -1210945.875000 Penalty: 4542.416992 Iteration 23Q: 3 clusters Score -1210946 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 8684 members Entering Unmasked Estep Score: -1210954.500000 Penalty: 4542.416992 Iteration 24Q: 3 clusters Score -1210954 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 8697 members Entering Unmasked Estep Score: -1210958.000000 Penalty: 4542.416992 Iteration 25Q: 3 clusters Score -1210958 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 8709 members Entering Unmasked Estep Score: -1210966.750000 Penalty: 4542.416992 Iteration 26Q: 3 clusters Score -1210967 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 8719 members Entering Unmasked Estep Score: -1210968.500000 Penalty: 4542.416992 Iteration 27Q: 3 clusters Score -1210968 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 8725 members Entering Unmasked Estep Score: -1210973.250000 Penalty: 4542.416992 Iteration 28Q: 3 clusters Score -1210973 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 8730 members Entering Unmasked Estep Score: -1210975.500000 Penalty: 4542.416992 Iteration 29Q: 3 clusters Score -1210976 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 8737 members Entering Unmasked Estep Score: -1210978.625000 Penalty: 4542.416992 Iteration 30Q: 3 clusters Score -1210979 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 8744 members Entering Unmasked Estep Score: -1210981.375000 Penalty: 4542.416992 Iteration 31Q: 3 clusters Score -1210981 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 8750 members Entering Unmasked Estep Score: -1210982.750000 Penalty: 4542.416992 Iteration 32Q: 3 clusters Score -1210983 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 8754 members Entering Unmasked Estep Score: -1210985.125000 Penalty: 4542.416992 Iteration 33Q: 3 clusters Score -1210985 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 8759 members Entering Unmasked Estep Score: -1210987.250000 Penalty: 4542.416992 Iteration 34Q: 3 clusters Score -1210987 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 8765 members Entering Unmasked Estep Score: -1210987.125000 Penalty: 4542.416992 Iteration 35Q: 3 clusters Score -1210987 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 8773 members Entering Unmasked Estep Score: -1210993.750000 Penalty: 4542.416992 Iteration 36Q: 3 clusters Score -1210994 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 8780 members Entering Unmasked Estep Score: -1210997.000000 Penalty: 4542.416992 Iteration 37Q: 3 clusters Score -1210997 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 8784 members Entering Unmasked Estep Score: -1210999.125000 Penalty: 4542.416992 Iteration 38Q: 3 clusters Score -1210999 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 8785 members Entering Unmasked Estep Score: -1210998.625000 Penalty: 4542.416992 Iteration 39Q: 3 clusters Score -1210999 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 8787 members Entering Unmasked Estep Score: -1211001.000000 Penalty: 4542.416992 Iteration 40F: 3 clusters Score -1211001 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 8790 members Entering Unmasked Estep Score: -1211001.500000 Penalty: 4542.416992 Iteration 41Q: 3 clusters Score -1211002 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 8792 members Entering Unmasked Estep Score: -1211002.500000 Penalty: 4542.416992 Iteration 42Q: 3 clusters Score -1211002 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 8797 members Entering Unmasked Estep Score: -1211004.625000 Penalty: 4542.416992 Iteration 43Q: 3 clusters Score -1211005 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 8800 members Entering Unmasked Estep Score: -1211006.125000 Penalty: 4542.416992 Iteration 44Q: 3 clusters Score -1211006 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 8803 members Entering Unmasked Estep Score: -1211004.750000 Penalty: 4542.416992 Iteration 45Q: 3 clusters Score -1211005 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 8805 members Entering Unmasked Estep Score: -1211005.875000 Penalty: 4542.416992 Iteration 46Q: 3 clusters Score -1211006 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 8804 members Entering Unmasked Estep Score: -1211005.375000 Penalty: 4542.416992 Iteration 47Q: 3 clusters Score -1211005 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 8806 members Entering Unmasked Estep Score: -1211006.500000 Penalty: 4542.416992 Iteration 48Q: 3 clusters Score -1211006 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 8808 members Entering Unmasked Estep Score: -1211008.250000 Penalty: 4542.416992 Iteration 49Q: 3 clusters Score -1211008 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 8811 members Entering Unmasked Estep Score: -1211010.750000 Penalty: 4542.416992 Iteration 50Q: 3 clusters Score -1211011 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 8811 members Entering Unmasked Estep Score: -1211010.750000 Penalty: 4542.416992 Iteration 51F: 3 clusters Score -1211011 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50276 members Mstep: Class 4 contains 5076 members Mstep: Class 5 contains 9635 members Mstep: Class 6 contains 402 members Mstep: Class 7 contains 787 members Mstep: Class 8 contains 63845 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25555 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3171 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11313 members Mstep: Class 15 contains 508 members Mstep: Class 16 contains 239168 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2846 members Mstep: Class 19 contains 13126 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9491 members Entering Unmasked Estep ConsiderDeletion Score: -55431468.000000 Penalty: 74233.218750 Iteration 79Q: 24 clusters Score -5.543147e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 180 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50275 members Mstep: Class 4 contains 5077 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 402 members Mstep: Class 7 contains 787 members Mstep: Class 8 contains 63843 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25556 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3171 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11323 members Mstep: Class 15 contains 508 members Mstep: Class 16 contains 239182 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2846 members Mstep: Class 19 contains 13106 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9491 members Entering Unmasked Estep ConsiderDeletion Score: -55434328.000000 Penalty: 74233.218750 Iteration 80F: 24 clusters Score -5.543433e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 118 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50274 members Mstep: Class 4 contains 5077 members Mstep: Class 5 contains 9633 members Mstep: Class 6 contains 450 members Mstep: Class 7 contains 787 members Mstep: Class 8 contains 63841 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25556 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3171 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11334 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 239177 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2845 members Mstep: Class 19 contains 13103 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 683 members Mstep: Class 24 contains 9491 members Entering Unmasked Estep ConsiderDeletion Score: -55436724.000000 Penalty: 74233.218750 Iteration 81Q: 24 clusters Score -5.543672e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50272 members Mstep: Class 4 contains 5077 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 443 members Mstep: Class 7 contains 794 members Mstep: Class 8 contains 63840 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25555 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3171 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11347 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 239170 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2845 members Mstep: Class 19 contains 13102 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9491 members Entering Unmasked Estep ConsiderDeletion Score: -55436772.000000 Penalty: 74233.218750 Iteration 82Q: 24 clusters Score -5.543677e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50269 members Mstep: Class 4 contains 5077 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 438 members Mstep: Class 7 contains 799 members Mstep: Class 8 contains 63837 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25557 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3171 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11362 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 239161 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2845 members Mstep: Class 19 contains 13100 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9491 members Entering Unmasked Estep ConsiderDeletion Score: -55436804.000000 Penalty: 74233.218750 Iteration 83Q: 24 clusters Score -5.54368e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50268 members Mstep: Class 4 contains 5077 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 436 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 63832 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25560 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3171 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11379 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 239149 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2845 members Mstep: Class 19 contains 13098 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9491 members Entering Unmasked Estep ConsiderDeletion Score: -55436804.000000 Penalty: 74233.218750 Iteration 84Q: 24 clusters Score -5.54368e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50268 members Mstep: Class 4 contains 5077 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 436 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 63823 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25561 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3172 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11396 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 239140 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2845 members Mstep: Class 19 contains 13097 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9491 members Entering Unmasked Estep ConsiderDeletion Score: -55436820.000000 Penalty: 74233.218750 Iteration 85Q: 24 clusters Score -5.543682e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50266 members Mstep: Class 4 contains 5077 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 436 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 63820 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25560 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3172 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11405 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 239138 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2845 members Mstep: Class 19 contains 13096 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9491 members Entering Unmasked Estep ConsiderDeletion Score: -55436792.000000 Penalty: 74233.218750 Iteration 86Q: 24 clusters Score -5.543679e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50260 members Mstep: Class 4 contains 5077 members Mstep: Class 5 contains 9633 members Mstep: Class 6 contains 436 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 63820 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25561 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3176 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11412 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 239131 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2845 members Mstep: Class 19 contains 13096 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9491 members Entering Unmasked Estep ConsiderDeletion Score: -55436808.000000 Penalty: 74233.218750 Iteration 87Q: 24 clusters Score -5.543681e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50257 members Mstep: Class 4 contains 5077 members Mstep: Class 5 contains 9633 members Mstep: Class 6 contains 436 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 63817 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25562 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3175 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11426 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 239123 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2845 members Mstep: Class 19 contains 13096 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9491 members Entering Unmasked Estep ConsiderDeletion Score: -55436776.000000 Penalty: 74233.218750 Iteration 88Q: 24 clusters Score -5.543678e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50255 members Mstep: Class 4 contains 5077 members Mstep: Class 5 contains 9633 members Mstep: Class 6 contains 436 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 63815 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25562 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3175 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11435 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 239118 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2845 members Mstep: Class 19 contains 13096 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9491 members Entering Unmasked Estep ConsiderDeletion Score: -55436780.000000 Penalty: 74233.218750 Iteration 89Q: 24 clusters Score -5.543678e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50251 members Mstep: Class 4 contains 5078 members Mstep: Class 5 contains 9633 members Mstep: Class 6 contains 436 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 63814 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25563 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3175 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11444 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 239112 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2845 members Mstep: Class 19 contains 13096 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9491 members Entering Unmasked Estep ConsiderDeletion Score: -55436816.000000 Penalty: 74233.218750 Iteration 90Q: 24 clusters Score -5.543682e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50248 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9633 members Mstep: Class 6 contains 436 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 63813 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25565 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3175 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11451 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 239105 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2845 members Mstep: Class 19 contains 13096 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9491 members Entering Unmasked Estep ConsiderDeletion Score: -55436764.000000 Penalty: 74233.218750 Iteration 91Q: 24 clusters Score -5.543676e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50248 members Mstep: Class 4 contains 5081 members Mstep: Class 5 contains 9633 members Mstep: Class 6 contains 436 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 63811 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25569 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3175 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11458 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 239096 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2845 members Mstep: Class 19 contains 13096 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9490 members Entering Unmasked Estep ConsiderDeletion Score: -55436728.000000 Penalty: 74233.218750 Iteration 92Q: 24 clusters Score -5.543673e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50248 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9633 members Mstep: Class 6 contains 436 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 63808 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25568 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3176 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11472 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 239087 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2845 members Mstep: Class 19 contains 13095 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9490 members Entering Unmasked Estep ConsiderDeletion Score: -55436688.000000 Penalty: 74233.218750 Iteration 93Q: 24 clusters Score -5.543669e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50247 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9633 members Mstep: Class 6 contains 436 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 63805 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25568 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11485 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 239077 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2845 members Mstep: Class 19 contains 13092 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9491 members Entering Unmasked Estep ConsiderDeletion Score: -55436712.000000 Penalty: 74233.218750 Iteration 94Q: 24 clusters Score -5.543671e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50247 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9633 members Mstep: Class 6 contains 436 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 63801 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25568 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3177 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11499 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 239077 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2845 members Mstep: Class 19 contains 13085 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9490 members Entering Unmasked Estep ConsiderDeletion Score: -55436684.000000 Penalty: 74233.218750 Iteration 95Q: 24 clusters Score -5.543668e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50247 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9634 members Mstep: Class 6 contains 436 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 63797 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25568 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3175 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11509 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 239075 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2845 members Mstep: Class 19 contains 13081 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9491 members Entering Unmasked Estep ConsiderDeletion Score: -55436668.000000 Penalty: 74233.218750 Iteration 96Q: 24 clusters Score -5.543667e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50246 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9634 members Mstep: Class 6 contains 436 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 63794 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25568 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3175 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11518 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 239072 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2846 members Mstep: Class 19 contains 13078 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9491 members Entering Unmasked Estep ConsiderDeletion Score: -55436680.000000 Penalty: 74233.218750 Iteration 97Q: 24 clusters Score -5.543668e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50245 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9633 members Mstep: Class 6 contains 436 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 63793 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25568 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3175 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11528 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 239064 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13078 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9491 members Entering Unmasked Estep ConsiderDeletion Score: -55436692.000000 Penalty: 74233.218750 Iteration 98Q: 24 clusters Score -5.543669e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50243 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9633 members Mstep: Class 6 contains 436 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25568 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3175 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11539 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 239056 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13078 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9491 members Entering Unmasked Estep ConsiderDeletion Score: -55436696.000000 Penalty: 74233.218750 Iteration 99Q: 24 clusters Score -5.54367e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50242 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 436 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25568 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3175 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11544 members Mstep: Class 15 contains 522 members Mstep: Class 16 contains 239053 members Mstep: Class 17 contains 3252 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13078 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9491 members Entering Unmasked Estep ConsiderDeletion Score: -55437256.000000 Penalty: 74233.218750 Iteration 100F: 24 clusters Score -5.543726e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50238 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 444 members Mstep: Class 7 contains 799 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25568 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3175 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11547 members Mstep: Class 15 contains 525 members Mstep: Class 16 contains 239055 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55437444.000000 Penalty: 74233.218750 Iteration 101Q: 24 clusters Score -5.543744e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50235 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 442 members Mstep: Class 7 contains 801 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25567 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3175 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11550 members Mstep: Class 15 contains 525 members Mstep: Class 16 contains 239056 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55437448.000000 Penalty: 74233.218750 Iteration 102Q: 24 clusters Score -5.543745e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50232 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25567 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3175 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11554 members Mstep: Class 15 contains 525 members Mstep: Class 16 contains 239055 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55437432.000000 Penalty: 74233.218750 Iteration 103Q: 24 clusters Score -5.543743e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50231 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25567 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3176 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11555 members Mstep: Class 15 contains 525 members Mstep: Class 16 contains 239054 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55437432.000000 Penalty: 74233.218750 Iteration 104Q: 24 clusters Score -5.543743e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50229 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25567 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3176 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11557 members Mstep: Class 15 contains 525 members Mstep: Class 16 contains 239054 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55437432.000000 Penalty: 74233.218750 Iteration 105Q: 24 clusters Score -5.543743e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50227 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25567 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3178 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11561 members Mstep: Class 15 contains 525 members Mstep: Class 16 contains 239050 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55437396.000000 Penalty: 74233.218750 Iteration 106Q: 24 clusters Score -5.54374e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50225 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25568 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11561 members Mstep: Class 15 contains 525 members Mstep: Class 16 contains 239050 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55437440.000000 Penalty: 74233.218750 Iteration 107Q: 24 clusters Score -5.543744e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25570 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11563 members Mstep: Class 15 contains 525 members Mstep: Class 16 contains 239048 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55437436.000000 Penalty: 74233.218750 Iteration 108Q: 24 clusters Score -5.543744e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 525 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55437444.000000 Penalty: 74233.218750 Iteration 109Q: 24 clusters Score -5.543744e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 525 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55437448.000000 Penalty: 74233.218750 Iteration 110F: 24 clusters Score -5.543745e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 526 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 685 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55437464.000000 Penalty: 74233.218750 Iteration 111Q: 24 clusters Score -5.543746e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 525 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 686 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55437464.000000 Penalty: 74233.218750 Iteration 112Q: 24 clusters Score -5.543746e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 525 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 686 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55437492.000000 Penalty: 74233.218750 Iteration 113F: 24 clusters Score -5.543749e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 529 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 686 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55437612.000000 Penalty: 74233.218750 Iteration 114Q: 24 clusters Score -5.543761e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 528 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 687 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55437624.000000 Penalty: 74233.218750 Iteration 115Q: 24 clusters Score -5.543762e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 527 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 688 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55437608.000000 Penalty: 74233.218750 Iteration 116Q: 24 clusters Score -5.543761e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 527 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 688 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55437756.000000 Penalty: 74233.218750 Iteration 117F: 24 clusters Score -5.543776e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 534 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 688 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55438112.000000 Penalty: 74233.218750 Iteration 118Q: 24 clusters Score -5.543811e+07 nChanged 2 Entering ConstructFrom: Score: -55438112.000000 Penalty: 74233.218750 Entering ConstructFrom: Trying to split cluster 1 (221 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Entering Unmasked Estep Score: -24388.507812 Penalty: 1338.744385 Iteration 0F: 2 clusters Score -24388.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -23231.451172 Penalty: 2677.488770 Iteration 0F: 3 clusters Score -23231.45 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -23316.476562 Penalty: 2677.488770 Iteration 1F: 3 clusters Score -23316.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -23334.365234 Penalty: 2677.488770 Iteration 2Q: 3 clusters Score -23334.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -23334.365234 Penalty: 2677.488770 Iteration 3F: 3 clusters Score -23334.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (627 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Entering Unmasked Estep Score: -74454.132812 Penalty: 1597.354736 Iteration 0F: 2 clusters Score -74454.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -72800.320312 Penalty: 3194.709473 Iteration 0F: 3 clusters Score -72800.32 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -73025.640625 Penalty: 3194.709473 Iteration 1F: 3 clusters Score -73025.64 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -73122.812500 Penalty: 3194.709473 Iteration 2F: 3 clusters Score -73122.81 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -73213.117188 Penalty: 3194.709473 Iteration 3Q: 3 clusters Score -73213.12 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -73278.671875 Penalty: 3194.709473 Iteration 4Q: 3 clusters Score -73278.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -73299.648438 Penalty: 3194.709473 Iteration 5Q: 3 clusters Score -73299.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -73307.351562 Penalty: 3194.709473 Iteration 6Q: 3 clusters Score -73307.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -73314.328125 Penalty: 3194.709473 Iteration 7Q: 3 clusters Score -73314.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -73317.312500 Penalty: 3194.709473 Iteration 8Q: 3 clusters Score -73317.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -73317.312500 Penalty: 3194.709473 Iteration 9F: 3 clusters Score -73317.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (50223 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50223 members Entering Unmasked Estep Score: -6425113.500000 Penalty: 2684.408691 Iteration 0F: 2 clusters Score -6425114 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25185 members Mstep: Class 2 contains 25038 members Entering Unmasked Estep Score: -6391382.000000 Penalty: 5368.817383 Iteration 0F: 3 clusters Score -6391382 nChanged 23204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25507 members Mstep: Class 2 contains 24716 members Entering Unmasked Estep Score: -6403814.000000 Penalty: 5368.817383 Iteration 1F: 3 clusters Score -6403814 nChanged 1874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25679 members Mstep: Class 2 contains 24544 members Entering Unmasked Estep Score: -6404265.000000 Penalty: 5368.817383 Iteration 2Q: 3 clusters Score -6404265 nChanged 1697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25990 members Mstep: Class 2 contains 24233 members Entering Unmasked Estep Score: -6404713.000000 Penalty: 5368.817383 Iteration 3Q: 3 clusters Score -6404713 nChanged 1620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26416 members Mstep: Class 2 contains 23807 members Entering Unmasked Estep Score: -6405114.500000 Penalty: 5368.817383 Iteration 4Q: 3 clusters Score -6405114 nChanged 1579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27045 members Mstep: Class 2 contains 23178 members Entering Unmasked Estep Score: -6405483.500000 Penalty: 5368.817383 Iteration 5Q: 3 clusters Score -6405484 nChanged 1562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27911 members Mstep: Class 2 contains 22312 members Entering Unmasked Estep Score: -6405962.500000 Penalty: 5368.817383 Iteration 6Q: 3 clusters Score -6405962 nChanged 1646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29127 members Mstep: Class 2 contains 21096 members Entering Unmasked Estep Score: -6406535.000000 Penalty: 5368.817383 Iteration 7Q: 3 clusters Score -6406535 nChanged 1937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30826 members Mstep: Class 2 contains 19397 members Entering Unmasked Estep Score: -6407382.500000 Penalty: 5368.817383 Iteration 8Q: 3 clusters Score -6407382 nChanged 2360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33064 members Mstep: Class 2 contains 17159 members Entering Unmasked Estep Score: -6408558.500000 Penalty: 5368.817383 Iteration 9Q: 3 clusters Score -6408558 nChanged 3018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36046 members Mstep: Class 2 contains 14177 members Entering Unmasked Estep Score: -6410527.000000 Penalty: 5368.817383 Iteration 10F: 3 clusters Score -6410527 nChanged 3599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39643 members Mstep: Class 2 contains 10580 members Entering Unmasked Estep Score: -6413288.500000 Penalty: 5368.817383 Iteration 11F: 3 clusters Score -6413288 nChanged 3905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43544 members Mstep: Class 2 contains 6679 members Entering Unmasked Estep Score: -6416674.500000 Penalty: 5368.817383 Iteration 12F: 3 clusters Score -6416674 nChanged 3244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46788 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -6419654.500000 Penalty: 5368.817383 Iteration 13F: 3 clusters Score -6419654 nChanged 1977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48763 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -6421412.000000 Penalty: 5368.817383 Iteration 14Q: 3 clusters Score -6421412 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49559 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -6422189.500000 Penalty: 5368.817383 Iteration 15Q: 3 clusters Score -6422190 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49825 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -6422450.000000 Penalty: 5368.817383 Iteration 16Q: 3 clusters Score -6422450 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49919 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -6422566.000000 Penalty: 5368.817383 Iteration 17Q: 3 clusters Score -6422566 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49955 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -6422617.000000 Penalty: 5368.817383 Iteration 18Q: 3 clusters Score -6422617 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49974 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -6422649.000000 Penalty: 5368.817383 Iteration 19Q: 3 clusters Score -6422649 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49990 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -6422687.000000 Penalty: 5368.817383 Iteration 20F: 3 clusters Score -6422687 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50001 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -6422702.500000 Penalty: 5368.817383 Iteration 21Q: 3 clusters Score -6422702 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50004 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -6422720.500000 Penalty: 5368.817383 Iteration 22Q: 3 clusters Score -6422720 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50009 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -6422728.500000 Penalty: 5368.817383 Iteration 23Q: 3 clusters Score -6422728 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50011 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -6422738.000000 Penalty: 5368.817383 Iteration 24Q: 3 clusters Score -6422738 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50016 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -6422747.000000 Penalty: 5368.817383 Iteration 25Q: 3 clusters Score -6422747 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50018 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -6422755.500000 Penalty: 5368.817383 Iteration 26Q: 3 clusters Score -6422756 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50018 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -6422755.500000 Penalty: 5368.817383 Iteration 27Q: 3 clusters Score -6422756 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50019 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -6422751.000000 Penalty: 5368.817383 Iteration 28Q: 3 clusters Score -6422751 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50019 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -6422756.000000 Penalty: 5368.817383 Iteration 29Q: 3 clusters Score -6422756 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50020 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -6422756.500000 Penalty: 5368.817383 Iteration 30Q: 3 clusters Score -6422756 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50020 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -6422756.500000 Penalty: 5368.817383 Iteration 31F: 3 clusters Score -6422756 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (5080 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5080 members Entering Unmasked Estep Score: -647533.562500 Penalty: 2116.200439 Iteration 0F: 2 clusters Score -647533.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -642947.375000 Penalty: 4232.400879 Iteration 0F: 3 clusters Score -642947.4 nChanged 1931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -644015.875000 Penalty: 4232.400879 Iteration 1F: 3 clusters Score -644015.9 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -644220.312500 Penalty: 4232.400879 Iteration 2F: 3 clusters Score -644220.3 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -644348.625000 Penalty: 4232.400879 Iteration 3Q: 3 clusters Score -644348.6 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -644443.375000 Penalty: 4232.400879 Iteration 4Q: 3 clusters Score -644443.4 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -644521.375000 Penalty: 4232.400879 Iteration 5Q: 3 clusters Score -644521.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -644574.500000 Penalty: 4232.400879 Iteration 6Q: 3 clusters Score -644574.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -644618.125000 Penalty: 4232.400879 Iteration 7Q: 3 clusters Score -644618.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -644657.750000 Penalty: 4232.400879 Iteration 8Q: 3 clusters Score -644657.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -644696.750000 Penalty: 4232.400879 Iteration 9Q: 3 clusters Score -644696.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -644734.187500 Penalty: 4232.400879 Iteration 10Q: 3 clusters Score -644734.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -644774.750000 Penalty: 4232.400879 Iteration 11Q: 3 clusters Score -644774.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -644811.687500 Penalty: 4232.400879 Iteration 12Q: 3 clusters Score -644811.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -644858.312500 Penalty: 4232.400879 Iteration 13Q: 3 clusters Score -644858.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -644901.437500 Penalty: 4232.400879 Iteration 14Q: 3 clusters Score -644901.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -644951.125000 Penalty: 4232.400879 Iteration 15Q: 3 clusters Score -644951.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -645012.937500 Penalty: 4232.400879 Iteration 16Q: 3 clusters Score -645012.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -645091.812500 Penalty: 4232.400879 Iteration 17Q: 3 clusters Score -645091.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -645167.687500 Penalty: 4232.400879 Iteration 18Q: 3 clusters Score -645167.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -645238.312500 Penalty: 4232.400879 Iteration 19Q: 3 clusters Score -645238.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -645310.125000 Penalty: 4232.400879 Iteration 20F: 3 clusters Score -645310.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -645372.500000 Penalty: 4232.400879 Iteration 21Q: 3 clusters Score -645372.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -645432.000000 Penalty: 4232.400879 Iteration 22Q: 3 clusters Score -645432 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -645485.937500 Penalty: 4232.400879 Iteration 23Q: 3 clusters Score -645485.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -645534.562500 Penalty: 4232.400879 Iteration 24Q: 3 clusters Score -645534.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -645572.500000 Penalty: 4232.400879 Iteration 25Q: 3 clusters Score -645572.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -645601.625000 Penalty: 4232.400879 Iteration 26Q: 3 clusters Score -645601.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -645628.437500 Penalty: 4232.400879 Iteration 27Q: 3 clusters Score -645628.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -645655.750000 Penalty: 4232.400879 Iteration 28Q: 3 clusters Score -645655.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -645671.937500 Penalty: 4232.400879 Iteration 29Q: 3 clusters Score -645671.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 4306 members Entering Unmasked Estep Score: -645689.500000 Penalty: 4232.400879 Iteration 30Q: 3 clusters Score -645689.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -645701.875000 Penalty: 4232.400879 Iteration 31Q: 3 clusters Score -645701.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -645720.000000 Penalty: 4232.400879 Iteration 32Q: 3 clusters Score -645720 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -645728.375000 Penalty: 4232.400879 Iteration 33Q: 3 clusters Score -645728.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -645734.625000 Penalty: 4232.400879 Iteration 34Q: 3 clusters Score -645734.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -645737.000000 Penalty: 4232.400879 Iteration 35Q: 3 clusters Score -645737 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -645744.187500 Penalty: 4232.400879 Iteration 36Q: 3 clusters Score -645744.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -645746.875000 Penalty: 4232.400879 Iteration 37Q: 3 clusters Score -645746.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -645749.812500 Penalty: 4232.400879 Iteration 38Q: 3 clusters Score -645749.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -645752.500000 Penalty: 4232.400879 Iteration 39Q: 3 clusters Score -645752.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -645755.437500 Penalty: 4232.400879 Iteration 40F: 3 clusters Score -645755.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -645759.687500 Penalty: 4232.400879 Iteration 41Q: 3 clusters Score -645759.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 4418 members Entering Unmasked Estep Score: -645765.250000 Penalty: 4232.400879 Iteration 42Q: 3 clusters Score -645765.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 4418 members Entering Unmasked Estep Score: -645766.625000 Penalty: 4232.400879 Iteration 43Q: 3 clusters Score -645766.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -645767.250000 Penalty: 4232.400879 Iteration 44Q: 3 clusters Score -645767.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -645768.812500 Penalty: 4232.400879 Iteration 45Q: 3 clusters Score -645768.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -645770.375000 Penalty: 4232.400879 Iteration 46Q: 3 clusters Score -645770.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -645770.875000 Penalty: 4232.400879 Iteration 47Q: 3 clusters Score -645770.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -645775.625000 Penalty: 4232.400879 Iteration 48Q: 3 clusters Score -645775.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -645778.875000 Penalty: 4232.400879 Iteration 49Q: 3 clusters Score -645778.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -645788.125000 Penalty: 4232.400879 Iteration 50Q: 3 clusters Score -645788.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 4455 members Entering Unmasked Estep Score: -645794.250000 Penalty: 4232.400879 Iteration 51Q: 3 clusters Score -645794.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -645798.000000 Penalty: 4232.400879 Iteration 52Q: 3 clusters Score -645798 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -645798.625000 Penalty: 4232.400879 Iteration 53Q: 3 clusters Score -645798.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -645800.875000 Penalty: 4232.400879 Iteration 54Q: 3 clusters Score -645800.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -645800.875000 Penalty: 4232.400879 Iteration 55F: 3 clusters Score -645800.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (9632 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9632 members Entering Unmasked Estep Score: -1228630.625000 Penalty: 2274.865723 Iteration 0F: 2 clusters Score -1228631 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -1221197.375000 Penalty: 4549.731445 Iteration 0F: 3 clusters Score -1221197 nChanged 4000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -1223280.375000 Penalty: 4549.731445 Iteration 1F: 3 clusters Score -1223280 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 4840 members Entering Unmasked Estep Score: -1223599.500000 Penalty: 4549.731445 Iteration 2F: 3 clusters Score -1223600 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -1223795.750000 Penalty: 4549.731445 Iteration 3F: 3 clusters Score -1223796 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -1223928.625000 Penalty: 4549.731445 Iteration 4Q: 3 clusters Score -1223929 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4841 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -1224055.375000 Penalty: 4549.731445 Iteration 5Q: 3 clusters Score -1224055 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -1224189.250000 Penalty: 4549.731445 Iteration 6Q: 3 clusters Score -1224189 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 4748 members Entering Unmasked Estep Score: -1224310.375000 Penalty: 4549.731445 Iteration 7Q: 3 clusters Score -1224310 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -1224480.000000 Penalty: 4549.731445 Iteration 8Q: 3 clusters Score -1224480 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5003 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -1224765.500000 Penalty: 4549.731445 Iteration 9Q: 3 clusters Score -1224766 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -1225080.375000 Penalty: 4549.731445 Iteration 10Q: 3 clusters Score -1225080 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5299 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -1225409.375000 Penalty: 4549.731445 Iteration 11Q: 3 clusters Score -1225409 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5531 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -1225725.250000 Penalty: 4549.731445 Iteration 12F: 3 clusters Score -1225725 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5785 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -1226004.625000 Penalty: 4549.731445 Iteration 13Q: 3 clusters Score -1226005 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6065 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -1226268.500000 Penalty: 4549.731445 Iteration 14Q: 3 clusters Score -1226268 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6354 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -1226503.125000 Penalty: 4549.731445 Iteration 15Q: 3 clusters Score -1226503 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6652 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -1226711.500000 Penalty: 4549.731445 Iteration 16Q: 3 clusters Score -1226712 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6910 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -1226884.125000 Penalty: 4549.731445 Iteration 17Q: 3 clusters Score -1226884 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7178 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -1227038.625000 Penalty: 4549.731445 Iteration 18Q: 3 clusters Score -1227039 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7393 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -1227155.500000 Penalty: 4549.731445 Iteration 19Q: 3 clusters Score -1227156 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7614 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -1227276.250000 Penalty: 4549.731445 Iteration 20F: 3 clusters Score -1227276 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7813 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -1227387.375000 Penalty: 4549.731445 Iteration 21Q: 3 clusters Score -1227387 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7984 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -1227473.875000 Penalty: 4549.731445 Iteration 22Q: 3 clusters Score -1227474 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8109 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -1227540.375000 Penalty: 4549.731445 Iteration 23Q: 3 clusters Score -1227540 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8224 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -1227589.000000 Penalty: 4549.731445 Iteration 24Q: 3 clusters Score -1227589 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8297 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -1227618.875000 Penalty: 4549.731445 Iteration 25Q: 3 clusters Score -1227619 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8366 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -1227644.750000 Penalty: 4549.731445 Iteration 26Q: 3 clusters Score -1227645 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8425 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -1227675.750000 Penalty: 4549.731445 Iteration 27Q: 3 clusters Score -1227676 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8483 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -1227694.000000 Penalty: 4549.731445 Iteration 28Q: 3 clusters Score -1227694 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8527 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -1227712.500000 Penalty: 4549.731445 Iteration 29Q: 3 clusters Score -1227712 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8564 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -1227725.125000 Penalty: 4549.731445 Iteration 30Q: 3 clusters Score -1227725 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8587 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -1227733.250000 Penalty: 4549.731445 Iteration 31Q: 3 clusters Score -1227733 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8604 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -1227745.250000 Penalty: 4549.731445 Iteration 32Q: 3 clusters Score -1227745 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8618 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -1227749.875000 Penalty: 4549.731445 Iteration 33Q: 3 clusters Score -1227750 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8633 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -1227757.750000 Penalty: 4549.731445 Iteration 34Q: 3 clusters Score -1227758 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8641 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -1227759.500000 Penalty: 4549.731445 Iteration 35Q: 3 clusters Score -1227760 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8647 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -1227761.500000 Penalty: 4549.731445 Iteration 36Q: 3 clusters Score -1227762 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8653 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -1227763.875000 Penalty: 4549.731445 Iteration 37Q: 3 clusters Score -1227764 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8659 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -1227766.875000 Penalty: 4549.731445 Iteration 38Q: 3 clusters Score -1227767 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8663 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -1227765.250000 Penalty: 4549.731445 Iteration 39Q: 3 clusters Score -1227765 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8665 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -1227768.750000 Penalty: 4549.731445 Iteration 40F: 3 clusters Score -1227769 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8668 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -1227767.750000 Penalty: 4549.731445 Iteration 41Q: 3 clusters Score -1227768 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8671 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -1227770.750000 Penalty: 4549.731445 Iteration 42Q: 3 clusters Score -1227771 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8674 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -1227770.000000 Penalty: 4549.731445 Iteration 43Q: 3 clusters Score -1227770 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8675 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -1227770.500000 Penalty: 4549.731445 Iteration 44Q: 3 clusters Score -1227770 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8676 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -1227771.375000 Penalty: 4549.731445 Iteration 45Q: 3 clusters Score -1227771 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8678 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -1227773.125000 Penalty: 4549.731445 Iteration 46Q: 3 clusters Score -1227773 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8679 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -1227774.500000 Penalty: 4549.731445 Iteration 47Q: 3 clusters Score -1227774 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8680 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -1227772.625000 Penalty: 4549.731445 Iteration 48Q: 3 clusters Score -1227773 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8680 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -1227772.625000 Penalty: 4549.731445 Iteration 49F: 3 clusters Score -1227773 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Entering Unmasked Estep Score: -42476.671875 Penalty: 1510.083130 Iteration 0F: 2 clusters Score -42476.67 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -41119.273438 Penalty: 3020.166260 Iteration 0F: 3 clusters Score -41119.27 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -41631.921875 Penalty: 3020.166260 Iteration 1F: 3 clusters Score -41631.92 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -42107.328125 Penalty: 3020.166260 Iteration 2F: 3 clusters Score -42107.33 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -42483.242188 Penalty: 3020.166260 Iteration 3F: 3 clusters Score -42483.24 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -42717.664062 Penalty: 3020.166260 Iteration 4F: 3 clusters Score -42717.66 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -42844.046875 Penalty: 3020.166260 Iteration 5Q: 3 clusters Score -42844.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -42913.367188 Penalty: 3020.166260 Iteration 6Q: 3 clusters Score -42913.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -42966.558594 Penalty: 3020.166260 Iteration 7Q: 3 clusters Score -42966.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -43010.117188 Penalty: 3020.166260 Iteration 8Q: 3 clusters Score -43010.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -43041.941406 Penalty: 3020.166260 Iteration 9Q: 3 clusters Score -43041.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -43065.652344 Penalty: 3020.166260 Iteration 10Q: 3 clusters Score -43065.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -43094.863281 Penalty: 3020.166260 Iteration 11Q: 3 clusters Score -43094.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -43147.589844 Penalty: 3020.166260 Iteration 12Q: 3 clusters Score -43147.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -43147.589844 Penalty: 3020.166260 Iteration 13F: 3 clusters Score -43147.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 93 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 335 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 536 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 688 members Mstep: Class 23 contains 106 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep Score: -55437088.000000 Penalty: 77460.750000 Splitting cluster 6 changes total score from -55438112.000000 to -55437088.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (802 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Entering Unmasked Estep Score: -85466.296875 Penalty: 1658.402954 Iteration 0F: 2 clusters Score -85466.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -83675.835938 Penalty: 3316.805908 Iteration 0F: 3 clusters Score -83675.84 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -84047.500000 Penalty: 3316.805908 Iteration 1F: 3 clusters Score -84047.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -84238.796875 Penalty: 3316.805908 Iteration 2F: 3 clusters Score -84238.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -84408.156250 Penalty: 3316.805908 Iteration 3F: 3 clusters Score -84408.16 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -84629.164062 Penalty: 3316.805908 Iteration 4F: 3 clusters Score -84629.16 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -84935.210938 Penalty: 3316.805908 Iteration 5F: 3 clusters Score -84935.21 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -85256.148438 Penalty: 3316.805908 Iteration 6F: 3 clusters Score -85256.15 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -85399.742188 Penalty: 3316.805908 Iteration 7Q: 3 clusters Score -85399.74 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -85475.031250 Penalty: 3316.805908 Iteration 8Q: 3 clusters Score -85475.03 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -85500.726562 Penalty: 3316.805908 Iteration 9Q: 3 clusters Score -85500.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -85523.609375 Penalty: 3316.805908 Iteration 10Q: 3 clusters Score -85523.61 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -85558.812500 Penalty: 3316.805908 Iteration 11Q: 3 clusters Score -85558.81 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -85598.421875 Penalty: 3316.805908 Iteration 12Q: 3 clusters Score -85598.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -85632.281250 Penalty: 3316.805908 Iteration 13Q: 3 clusters Score -85632.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -85653.531250 Penalty: 3316.805908 Iteration 14Q: 3 clusters Score -85653.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -85660.953125 Penalty: 3316.805908 Iteration 15Q: 3 clusters Score -85660.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -85663.500000 Penalty: 3316.805908 Iteration 16Q: 3 clusters Score -85663.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -85665.812500 Penalty: 3316.805908 Iteration 17Q: 3 clusters Score -85665.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -85675.156250 Penalty: 3316.805908 Iteration 18Q: 3 clusters Score -85675.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -85677.078125 Penalty: 3316.805908 Iteration 19Q: 3 clusters Score -85677.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -85677.078125 Penalty: 3316.805908 Iteration 20F: 3 clusters Score -85677.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 93 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 290 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 536 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 688 members Mstep: Class 23 contains 512 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep Score: -55436732.000000 Penalty: 77460.750000 Splitting cluster 7 changes total score from -55438112.000000 to -55436732.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (63792 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63792 members Entering Unmasked Estep Score: -8025503.500000 Penalty: 2743.718994 Iteration 0F: 2 clusters Score -8025504 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32066 members Mstep: Class 2 contains 31726 members Entering Unmasked Estep Score: -7982674.500000 Penalty: 5487.437988 Iteration 0F: 3 clusters Score -7982674 nChanged 29614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33250 members Mstep: Class 2 contains 30542 members Entering Unmasked Estep Score: -7999630.500000 Penalty: 5487.437988 Iteration 1F: 3 clusters Score -7999630 nChanged 2869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33663 members Mstep: Class 2 contains 30129 members Entering Unmasked Estep Score: -8000887.000000 Penalty: 5487.437988 Iteration 2Q: 3 clusters Score -8000887 nChanged 3120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33975 members Mstep: Class 2 contains 29817 members Entering Unmasked Estep Score: -8002628.500000 Penalty: 5487.437988 Iteration 3Q: 3 clusters Score -8002628 nChanged 3507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34088 members Mstep: Class 2 contains 29704 members Entering Unmasked Estep Score: -8004658.500000 Penalty: 5487.437988 Iteration 4F: 3 clusters Score -8004658 nChanged 3845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33961 members Mstep: Class 2 contains 29831 members Entering Unmasked Estep Score: -8006793.000000 Penalty: 5487.437988 Iteration 5F: 3 clusters Score -8006793 nChanged 3798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33539 members Mstep: Class 2 contains 30253 members Entering Unmasked Estep Score: -8008820.500000 Penalty: 5487.437988 Iteration 6F: 3 clusters Score -8008820 nChanged 3626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32913 members Mstep: Class 2 contains 30879 members Entering Unmasked Estep Score: -8010639.500000 Penalty: 5487.437988 Iteration 7F: 3 clusters Score -8010640 nChanged 3154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32215 members Mstep: Class 2 contains 31577 members Entering Unmasked Estep Score: -8012030.000000 Penalty: 5487.437988 Iteration 8Q: 3 clusters Score -8012030 nChanged 2616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31429 members Mstep: Class 2 contains 32363 members Entering Unmasked Estep Score: -8013063.000000 Penalty: 5487.437988 Iteration 9Q: 3 clusters Score -8013063 nChanged 2102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30627 members Mstep: Class 2 contains 33165 members Entering Unmasked Estep Score: -8013927.000000 Penalty: 5487.437988 Iteration 10Q: 3 clusters Score -8013927 nChanged 1829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29748 members Mstep: Class 2 contains 34044 members Entering Unmasked Estep Score: -8014672.000000 Penalty: 5487.437988 Iteration 11Q: 3 clusters Score -8014672 nChanged 1626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28738 members Mstep: Class 2 contains 35054 members Entering Unmasked Estep Score: -8015505.000000 Penalty: 5487.437988 Iteration 12Q: 3 clusters Score -8015505 nChanged 1493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27633 members Mstep: Class 2 contains 36159 members Entering Unmasked Estep Score: -8016291.500000 Penalty: 5487.437988 Iteration 13Q: 3 clusters Score -8016292 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26469 members Mstep: Class 2 contains 37323 members Entering Unmasked Estep Score: -8016983.000000 Penalty: 5487.437988 Iteration 14Q: 3 clusters Score -8016983 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25276 members Mstep: Class 2 contains 38516 members Entering Unmasked Estep Score: -8017518.500000 Penalty: 5487.437988 Iteration 15Q: 3 clusters Score -8017518 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24102 members Mstep: Class 2 contains 39690 members Entering Unmasked Estep Score: -8017983.000000 Penalty: 5487.437988 Iteration 16Q: 3 clusters Score -8017983 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22960 members Mstep: Class 2 contains 40832 members Entering Unmasked Estep Score: -8018342.000000 Penalty: 5487.437988 Iteration 17Q: 3 clusters Score -8018342 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21779 members Mstep: Class 2 contains 42013 members Entering Unmasked Estep Score: -8018761.500000 Penalty: 5487.437988 Iteration 18Q: 3 clusters Score -8018762 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20616 members Mstep: Class 2 contains 43176 members Entering Unmasked Estep Score: -8019170.500000 Penalty: 5487.437988 Iteration 19Q: 3 clusters Score -8019170 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19449 members Mstep: Class 2 contains 44343 members Entering Unmasked Estep Score: -8019571.000000 Penalty: 5487.437988 Iteration 20F: 3 clusters Score -8019571 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18301 members Mstep: Class 2 contains 45491 members Entering Unmasked Estep Score: -8020048.500000 Penalty: 5487.437988 Iteration 21Q: 3 clusters Score -8020048 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17171 members Mstep: Class 2 contains 46621 members Entering Unmasked Estep Score: -8020449.500000 Penalty: 5487.437988 Iteration 22Q: 3 clusters Score -8020450 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16080 members Mstep: Class 2 contains 47712 members Entering Unmasked Estep Score: -8020844.000000 Penalty: 5487.437988 Iteration 23Q: 3 clusters Score -8020844 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15044 members Mstep: Class 2 contains 48748 members Entering Unmasked Estep Score: -8021245.000000 Penalty: 5487.437988 Iteration 24Q: 3 clusters Score -8021245 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14086 members Mstep: Class 2 contains 49706 members Entering Unmasked Estep Score: -8021581.000000 Penalty: 5487.437988 Iteration 25Q: 3 clusters Score -8021581 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13201 members Mstep: Class 2 contains 50591 members Entering Unmasked Estep Score: -8021929.500000 Penalty: 5487.437988 Iteration 26Q: 3 clusters Score -8021930 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12387 members Mstep: Class 2 contains 51405 members Entering Unmasked Estep Score: -8022237.500000 Penalty: 5487.437988 Iteration 27Q: 3 clusters Score -8022238 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11627 members Mstep: Class 2 contains 52165 members Entering Unmasked Estep Score: -8022529.000000 Penalty: 5487.437988 Iteration 28Q: 3 clusters Score -8022529 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10910 members Mstep: Class 2 contains 52882 members Entering Unmasked Estep Score: -8022773.000000 Penalty: 5487.437988 Iteration 29Q: 3 clusters Score -8022773 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10276 members Mstep: Class 2 contains 53516 members Entering Unmasked Estep Score: -8023026.000000 Penalty: 5487.437988 Iteration 30Q: 3 clusters Score -8023026 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9694 members Mstep: Class 2 contains 54098 members Entering Unmasked Estep Score: -8023231.000000 Penalty: 5487.437988 Iteration 31Q: 3 clusters Score -8023231 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9160 members Mstep: Class 2 contains 54632 members Entering Unmasked Estep Score: -8023397.500000 Penalty: 5487.437988 Iteration 32Q: 3 clusters Score -8023398 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8661 members Mstep: Class 2 contains 55131 members Entering Unmasked Estep Score: -8023612.500000 Penalty: 5487.437988 Iteration 33Q: 3 clusters Score -8023612 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8188 members Mstep: Class 2 contains 55604 members Entering Unmasked Estep Score: -8023787.500000 Penalty: 5487.437988 Iteration 34Q: 3 clusters Score -8023788 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7775 members Mstep: Class 2 contains 56017 members Entering Unmasked Estep Score: -8023908.000000 Penalty: 5487.437988 Iteration 35Q: 3 clusters Score -8023908 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7432 members Mstep: Class 2 contains 56360 members Entering Unmasked Estep Score: -8024004.500000 Penalty: 5487.437988 Iteration 36Q: 3 clusters Score -8024004 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7138 members Mstep: Class 2 contains 56654 members Entering Unmasked Estep Score: -8024062.500000 Penalty: 5487.437988 Iteration 37Q: 3 clusters Score -8024062 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6891 members Mstep: Class 2 contains 56901 members Entering Unmasked Estep Score: -8024101.000000 Penalty: 5487.437988 Iteration 38Q: 3 clusters Score -8024101 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6709 members Mstep: Class 2 contains 57083 members Entering Unmasked Estep Score: -8024165.500000 Penalty: 5487.437988 Iteration 39Q: 3 clusters Score -8024166 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6550 members Mstep: Class 2 contains 57242 members Entering Unmasked Estep Score: -8024186.500000 Penalty: 5487.437988 Iteration 40F: 3 clusters Score -8024186 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6424 members Mstep: Class 2 contains 57368 members Entering Unmasked Estep Score: -8024194.500000 Penalty: 5487.437988 Iteration 41Q: 3 clusters Score -8024194 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6322 members Mstep: Class 2 contains 57470 members Entering Unmasked Estep Score: -8024229.500000 Penalty: 5487.437988 Iteration 42Q: 3 clusters Score -8024230 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6234 members Mstep: Class 2 contains 57558 members Entering Unmasked Estep Score: -8024245.500000 Penalty: 5487.437988 Iteration 43Q: 3 clusters Score -8024246 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6156 members Mstep: Class 2 contains 57636 members Entering Unmasked Estep Score: -8024238.500000 Penalty: 5487.437988 Iteration 44Q: 3 clusters Score -8024238 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6081 members Mstep: Class 2 contains 57711 members Entering Unmasked Estep Score: -8024239.000000 Penalty: 5487.437988 Iteration 45Q: 3 clusters Score -8024239 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6022 members Mstep: Class 2 contains 57770 members Entering Unmasked Estep Score: -8024245.500000 Penalty: 5487.437988 Iteration 46Q: 3 clusters Score -8024246 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5983 members Mstep: Class 2 contains 57809 members Entering Unmasked Estep Score: -8024256.500000 Penalty: 5487.437988 Iteration 47Q: 3 clusters Score -8024256 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5948 members Mstep: Class 2 contains 57844 members Entering Unmasked Estep Score: -8024255.500000 Penalty: 5487.437988 Iteration 48Q: 3 clusters Score -8024256 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5913 members Mstep: Class 2 contains 57879 members Entering Unmasked Estep Score: -8024253.000000 Penalty: 5487.437988 Iteration 49Q: 3 clusters Score -8024253 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5870 members Mstep: Class 2 contains 57922 members Entering Unmasked Estep Score: -8024258.000000 Penalty: 5487.437988 Iteration 50Q: 3 clusters Score -8024258 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5838 members Mstep: Class 2 contains 57954 members Entering Unmasked Estep Score: -8024266.500000 Penalty: 5487.437988 Iteration 51Q: 3 clusters Score -8024266 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 57992 members Entering Unmasked Estep Score: -8024270.500000 Penalty: 5487.437988 Iteration 52Q: 3 clusters Score -8024270 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5760 members Mstep: Class 2 contains 58032 members Entering Unmasked Estep Score: -8024279.000000 Penalty: 5487.437988 Iteration 53Q: 3 clusters Score -8024279 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5724 members Mstep: Class 2 contains 58068 members Entering Unmasked Estep Score: -8024288.000000 Penalty: 5487.437988 Iteration 54Q: 3 clusters Score -8024288 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5704 members Mstep: Class 2 contains 58088 members Entering Unmasked Estep Score: -8024281.000000 Penalty: 5487.437988 Iteration 55Q: 3 clusters Score -8024281 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5685 members Mstep: Class 2 contains 58107 members Entering Unmasked Estep Score: -8024293.000000 Penalty: 5487.437988 Iteration 56Q: 3 clusters Score -8024293 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5666 members Mstep: Class 2 contains 58126 members Entering Unmasked Estep Score: -8024298.000000 Penalty: 5487.437988 Iteration 57Q: 3 clusters Score -8024298 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5645 members Mstep: Class 2 contains 58147 members Entering Unmasked Estep Score: -8024302.500000 Penalty: 5487.437988 Iteration 58Q: 3 clusters Score -8024302 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5630 members Mstep: Class 2 contains 58162 members Entering Unmasked Estep Score: -8024299.500000 Penalty: 5487.437988 Iteration 59Q: 3 clusters Score -8024300 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 58177 members Entering Unmasked Estep Score: -8024319.000000 Penalty: 5487.437988 Iteration 60F: 3 clusters Score -8024319 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5604 members Mstep: Class 2 contains 58188 members Entering Unmasked Estep Score: -8024318.500000 Penalty: 5487.437988 Iteration 61Q: 3 clusters Score -8024318 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5593 members Mstep: Class 2 contains 58199 members Entering Unmasked Estep Score: -8024316.500000 Penalty: 5487.437988 Iteration 62Q: 3 clusters Score -8024316 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5580 members Mstep: Class 2 contains 58212 members Entering Unmasked Estep Score: -8024325.000000 Penalty: 5487.437988 Iteration 63Q: 3 clusters Score -8024325 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5561 members Mstep: Class 2 contains 58231 members Entering Unmasked Estep Score: -8024326.000000 Penalty: 5487.437988 Iteration 64Q: 3 clusters Score -8024326 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 58252 members Entering Unmasked Estep Score: -8024325.000000 Penalty: 5487.437988 Iteration 65Q: 3 clusters Score -8024325 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5528 members Mstep: Class 2 contains 58264 members Entering Unmasked Estep Score: -8024321.500000 Penalty: 5487.437988 Iteration 66Q: 3 clusters Score -8024322 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5519 members Mstep: Class 2 contains 58273 members Entering Unmasked Estep Score: -8024323.000000 Penalty: 5487.437988 Iteration 67Q: 3 clusters Score -8024323 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 58284 members Entering Unmasked Estep Score: -8024327.000000 Penalty: 5487.437988 Iteration 68Q: 3 clusters Score -8024327 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5502 members Mstep: Class 2 contains 58290 members Entering Unmasked Estep Score: -8024317.000000 Penalty: 5487.437988 Iteration 69Q: 3 clusters Score -8024317 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5493 members Mstep: Class 2 contains 58299 members Entering Unmasked Estep Score: -8024327.000000 Penalty: 5487.437988 Iteration 70Q: 3 clusters Score -8024327 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5480 members Mstep: Class 2 contains 58312 members Entering Unmasked Estep Score: -8024327.000000 Penalty: 5487.437988 Iteration 71Q: 3 clusters Score -8024327 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5469 members Mstep: Class 2 contains 58323 members Entering Unmasked Estep Score: -8024315.500000 Penalty: 5487.437988 Iteration 72Q: 3 clusters Score -8024316 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5461 members Mstep: Class 2 contains 58331 members Entering Unmasked Estep Score: -8024317.500000 Penalty: 5487.437988 Iteration 73Q: 3 clusters Score -8024318 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5451 members Mstep: Class 2 contains 58341 members Entering Unmasked Estep Score: -8024328.000000 Penalty: 5487.437988 Iteration 74Q: 3 clusters Score -8024328 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 58357 members Entering Unmasked Estep Score: -8024329.500000 Penalty: 5487.437988 Iteration 75Q: 3 clusters Score -8024330 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 58375 members Entering Unmasked Estep Score: -8024330.000000 Penalty: 5487.437988 Iteration 76Q: 3 clusters Score -8024330 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5407 members Mstep: Class 2 contains 58385 members Entering Unmasked Estep Score: -8024321.000000 Penalty: 5487.437988 Iteration 77Q: 3 clusters Score -8024321 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5393 members Mstep: Class 2 contains 58399 members Entering Unmasked Estep Score: -8024320.000000 Penalty: 5487.437988 Iteration 78Q: 3 clusters Score -8024320 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 58409 members Entering Unmasked Estep Score: -8024318.500000 Penalty: 5487.437988 Iteration 79Q: 3 clusters Score -8024318 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 58419 members Entering Unmasked Estep Score: -8024312.000000 Penalty: 5487.437988 Iteration 80F: 3 clusters Score -8024312 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5363 members Mstep: Class 2 contains 58429 members Entering Unmasked Estep Score: -8024318.500000 Penalty: 5487.437988 Iteration 81Q: 3 clusters Score -8024318 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5352 members Mstep: Class 2 contains 58440 members Entering Unmasked Estep Score: -8024320.000000 Penalty: 5487.437988 Iteration 82Q: 3 clusters Score -8024320 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5338 members Mstep: Class 2 contains 58454 members Entering Unmasked Estep Score: -8024318.000000 Penalty: 5487.437988 Iteration 83Q: 3 clusters Score -8024318 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 58469 members Entering Unmasked Estep Score: -8024318.000000 Penalty: 5487.437988 Iteration 84Q: 3 clusters Score -8024318 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5312 members Mstep: Class 2 contains 58480 members Entering Unmasked Estep Score: -8024315.000000 Penalty: 5487.437988 Iteration 85Q: 3 clusters Score -8024315 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5306 members Mstep: Class 2 contains 58486 members Entering Unmasked Estep Score: -8024311.000000 Penalty: 5487.437988 Iteration 86Q: 3 clusters Score -8024311 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5295 members Mstep: Class 2 contains 58497 members Entering Unmasked Estep Score: -8024309.500000 Penalty: 5487.437988 Iteration 87Q: 3 clusters Score -8024310 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 58505 members Entering Unmasked Estep Score: -8024316.000000 Penalty: 5487.437988 Iteration 88Q: 3 clusters Score -8024316 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5279 members Mstep: Class 2 contains 58513 members Entering Unmasked Estep Score: -8024311.000000 Penalty: 5487.437988 Iteration 89Q: 3 clusters Score -8024311 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5276 members Mstep: Class 2 contains 58516 members Entering Unmasked Estep Score: -8024311.000000 Penalty: 5487.437988 Iteration 90Q: 3 clusters Score -8024311 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5274 members Mstep: Class 2 contains 58518 members Entering Unmasked Estep Score: -8024314.000000 Penalty: 5487.437988 Iteration 91Q: 3 clusters Score -8024314 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5274 members Mstep: Class 2 contains 58518 members Entering Unmasked Estep Score: -8024314.000000 Penalty: 5487.437988 Iteration 92F: 3 clusters Score -8024314 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1531 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Entering Unmasked Estep Score: -183452.031250 Penalty: 1818.751709 Iteration 0F: 2 clusters Score -183452 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -181132.359375 Penalty: 3637.503418 Iteration 0F: 3 clusters Score -181132.4 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -181499.218750 Penalty: 3637.503418 Iteration 1F: 3 clusters Score -181499.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -181590.000000 Penalty: 3637.503418 Iteration 2F: 3 clusters Score -181590 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -181630.890625 Penalty: 3637.503418 Iteration 3Q: 3 clusters Score -181630.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -181660.984375 Penalty: 3637.503418 Iteration 4Q: 3 clusters Score -181661 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -181678.562500 Penalty: 3637.503418 Iteration 5Q: 3 clusters Score -181678.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -181689.468750 Penalty: 3637.503418 Iteration 6Q: 3 clusters Score -181689.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -181702.937500 Penalty: 3637.503418 Iteration 7Q: 3 clusters Score -181702.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -181716.062500 Penalty: 3637.503418 Iteration 8Q: 3 clusters Score -181716.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -181725.937500 Penalty: 3637.503418 Iteration 9Q: 3 clusters Score -181725.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -181727.796875 Penalty: 3637.503418 Iteration 10Q: 3 clusters Score -181727.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -181730.562500 Penalty: 3637.503418 Iteration 11Q: 3 clusters Score -181730.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -181732.546875 Penalty: 3637.503418 Iteration 12Q: 3 clusters Score -181732.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -181734.421875 Penalty: 3637.503418 Iteration 13Q: 3 clusters Score -181734.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -181734.703125 Penalty: 3637.503418 Iteration 14Q: 3 clusters Score -181734.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -181734.703125 Penalty: 3637.503418 Iteration 15F: 3 clusters Score -181734.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (25571 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25571 members Entering Unmasked Estep Score: -3155202.250000 Penalty: 2517.005127 Iteration 0F: 2 clusters Score -3155202 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12785 members Mstep: Class 2 contains 12786 members Entering Unmasked Estep Score: -3137574.000000 Penalty: 5034.010254 Iteration 0F: 3 clusters Score -3137574 nChanged 11410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12661 members Mstep: Class 2 contains 12910 members Entering Unmasked Estep Score: -3143767.250000 Penalty: 5034.010254 Iteration 1F: 3 clusters Score -3143767 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12453 members Mstep: Class 2 contains 13118 members Entering Unmasked Estep Score: -3144300.250000 Penalty: 5034.010254 Iteration 2F: 3 clusters Score -3144300 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12123 members Mstep: Class 2 contains 13448 members Entering Unmasked Estep Score: -3144815.000000 Penalty: 5034.010254 Iteration 3Q: 3 clusters Score -3144815 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11721 members Mstep: Class 2 contains 13850 members Entering Unmasked Estep Score: -3145361.750000 Penalty: 5034.010254 Iteration 4Q: 3 clusters Score -3145362 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11290 members Mstep: Class 2 contains 14281 members Entering Unmasked Estep Score: -3145961.750000 Penalty: 5034.010254 Iteration 5F: 3 clusters Score -3145962 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 14764 members Entering Unmasked Estep Score: -3146616.750000 Penalty: 5034.010254 Iteration 6Q: 3 clusters Score -3146617 nChanged 1291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10298 members Mstep: Class 2 contains 15273 members Entering Unmasked Estep Score: -3147305.750000 Penalty: 5034.010254 Iteration 7F: 3 clusters Score -3147306 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9833 members Mstep: Class 2 contains 15738 members Entering Unmasked Estep Score: -3147920.500000 Penalty: 5034.010254 Iteration 8Q: 3 clusters Score -3147920 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9452 members Mstep: Class 2 contains 16119 members Entering Unmasked Estep Score: -3148376.000000 Penalty: 5034.010254 Iteration 9Q: 3 clusters Score -3148376 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9221 members Mstep: Class 2 contains 16350 members Entering Unmasked Estep Score: -3148672.750000 Penalty: 5034.010254 Iteration 10Q: 3 clusters Score -3148673 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9095 members Mstep: Class 2 contains 16476 members Entering Unmasked Estep Score: -3148839.250000 Penalty: 5034.010254 Iteration 11Q: 3 clusters Score -3148839 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9012 members Mstep: Class 2 contains 16559 members Entering Unmasked Estep Score: -3148961.000000 Penalty: 5034.010254 Iteration 12Q: 3 clusters Score -3148961 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8973 members Mstep: Class 2 contains 16598 members Entering Unmasked Estep Score: -3149025.250000 Penalty: 5034.010254 Iteration 13Q: 3 clusters Score -3149025 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8976 members Mstep: Class 2 contains 16595 members Entering Unmasked Estep Score: -3149083.250000 Penalty: 5034.010254 Iteration 14Q: 3 clusters Score -3149083 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8991 members Mstep: Class 2 contains 16580 members Entering Unmasked Estep Score: -3149116.000000 Penalty: 5034.010254 Iteration 15Q: 3 clusters Score -3149116 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9016 members Mstep: Class 2 contains 16555 members Entering Unmasked Estep Score: -3149143.250000 Penalty: 5034.010254 Iteration 16Q: 3 clusters Score -3149143 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9066 members Mstep: Class 2 contains 16505 members Entering Unmasked Estep Score: -3149159.000000 Penalty: 5034.010254 Iteration 17Q: 3 clusters Score -3149159 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9115 members Mstep: Class 2 contains 16456 members Entering Unmasked Estep Score: -3149194.500000 Penalty: 5034.010254 Iteration 18Q: 3 clusters Score -3149194 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9182 members Mstep: Class 2 contains 16389 members Entering Unmasked Estep Score: -3149219.250000 Penalty: 5034.010254 Iteration 19Q: 3 clusters Score -3149219 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9269 members Mstep: Class 2 contains 16302 members Entering Unmasked Estep Score: -3149236.750000 Penalty: 5034.010254 Iteration 20F: 3 clusters Score -3149237 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9352 members Mstep: Class 2 contains 16219 members Entering Unmasked Estep Score: -3149268.000000 Penalty: 5034.010254 Iteration 21Q: 3 clusters Score -3149268 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9432 members Mstep: Class 2 contains 16139 members Entering Unmasked Estep Score: -3149279.250000 Penalty: 5034.010254 Iteration 22Q: 3 clusters Score -3149279 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9531 members Mstep: Class 2 contains 16040 members Entering Unmasked Estep Score: -3149301.750000 Penalty: 5034.010254 Iteration 23Q: 3 clusters Score -3149302 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9662 members Mstep: Class 2 contains 15909 members Entering Unmasked Estep Score: -3149324.000000 Penalty: 5034.010254 Iteration 24Q: 3 clusters Score -3149324 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9800 members Mstep: Class 2 contains 15771 members Entering Unmasked Estep Score: -3149342.750000 Penalty: 5034.010254 Iteration 25Q: 3 clusters Score -3149343 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9956 members Mstep: Class 2 contains 15615 members Entering Unmasked Estep Score: -3149360.750000 Penalty: 5034.010254 Iteration 26Q: 3 clusters Score -3149361 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10124 members Mstep: Class 2 contains 15447 members Entering Unmasked Estep Score: -3149390.000000 Penalty: 5034.010254 Iteration 27Q: 3 clusters Score -3149390 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10309 members Mstep: Class 2 contains 15262 members Entering Unmasked Estep Score: -3149431.750000 Penalty: 5034.010254 Iteration 28Q: 3 clusters Score -3149432 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10507 members Mstep: Class 2 contains 15064 members Entering Unmasked Estep Score: -3149464.000000 Penalty: 5034.010254 Iteration 29Q: 3 clusters Score -3149464 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10756 members Mstep: Class 2 contains 14815 members Entering Unmasked Estep Score: -3149521.500000 Penalty: 5034.010254 Iteration 30Q: 3 clusters Score -3149522 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11006 members Mstep: Class 2 contains 14565 members Entering Unmasked Estep Score: -3149574.750000 Penalty: 5034.010254 Iteration 31Q: 3 clusters Score -3149575 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11286 members Mstep: Class 2 contains 14285 members Entering Unmasked Estep Score: -3149623.750000 Penalty: 5034.010254 Iteration 32Q: 3 clusters Score -3149624 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11592 members Mstep: Class 2 contains 13979 members Entering Unmasked Estep Score: -3149695.500000 Penalty: 5034.010254 Iteration 33Q: 3 clusters Score -3149696 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11922 members Mstep: Class 2 contains 13649 members Entering Unmasked Estep Score: -3149773.000000 Penalty: 5034.010254 Iteration 34Q: 3 clusters Score -3149773 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12303 members Mstep: Class 2 contains 13268 members Entering Unmasked Estep Score: -3149866.250000 Penalty: 5034.010254 Iteration 35Q: 3 clusters Score -3149866 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12734 members Mstep: Class 2 contains 12837 members Entering Unmasked Estep Score: -3149977.500000 Penalty: 5034.010254 Iteration 36Q: 3 clusters Score -3149978 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13165 members Mstep: Class 2 contains 12406 members Entering Unmasked Estep Score: -3150079.250000 Penalty: 5034.010254 Iteration 37Q: 3 clusters Score -3150079 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13628 members Mstep: Class 2 contains 11943 members Entering Unmasked Estep Score: -3150227.000000 Penalty: 5034.010254 Iteration 38Q: 3 clusters Score -3150227 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14130 members Mstep: Class 2 contains 11441 members Entering Unmasked Estep Score: -3150381.750000 Penalty: 5034.010254 Iteration 39Q: 3 clusters Score -3150382 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14612 members Mstep: Class 2 contains 10959 members Entering Unmasked Estep Score: -3150538.250000 Penalty: 5034.010254 Iteration 40F: 3 clusters Score -3150538 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15086 members Mstep: Class 2 contains 10485 members Entering Unmasked Estep Score: -3150678.250000 Penalty: 5034.010254 Iteration 41Q: 3 clusters Score -3150678 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15581 members Mstep: Class 2 contains 9990 members Entering Unmasked Estep Score: -3150863.750000 Penalty: 5034.010254 Iteration 42Q: 3 clusters Score -3150864 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16113 members Mstep: Class 2 contains 9458 members Entering Unmasked Estep Score: -3151068.750000 Penalty: 5034.010254 Iteration 43Q: 3 clusters Score -3151069 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16625 members Mstep: Class 2 contains 8946 members Entering Unmasked Estep Score: -3151255.750000 Penalty: 5034.010254 Iteration 44Q: 3 clusters Score -3151256 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17098 members Mstep: Class 2 contains 8473 members Entering Unmasked Estep Score: -3151429.250000 Penalty: 5034.010254 Iteration 45Q: 3 clusters Score -3151429 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17597 members Mstep: Class 2 contains 7974 members Entering Unmasked Estep Score: -3151631.250000 Penalty: 5034.010254 Iteration 46Q: 3 clusters Score -3151631 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18035 members Mstep: Class 2 contains 7536 members Entering Unmasked Estep Score: -3151786.750000 Penalty: 5034.010254 Iteration 47Q: 3 clusters Score -3151787 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18426 members Mstep: Class 2 contains 7145 members Entering Unmasked Estep Score: -3151924.000000 Penalty: 5034.010254 Iteration 48Q: 3 clusters Score -3151924 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18779 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -3152037.000000 Penalty: 5034.010254 Iteration 49Q: 3 clusters Score -3152037 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19125 members Mstep: Class 2 contains 6446 members Entering Unmasked Estep Score: -3152151.000000 Penalty: 5034.010254 Iteration 50Q: 3 clusters Score -3152151 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19424 members Mstep: Class 2 contains 6147 members Entering Unmasked Estep Score: -3152241.750000 Penalty: 5034.010254 Iteration 51Q: 3 clusters Score -3152242 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19710 members Mstep: Class 2 contains 5861 members Entering Unmasked Estep Score: -3152325.250000 Penalty: 5034.010254 Iteration 52Q: 3 clusters Score -3152325 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19970 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -3152393.000000 Penalty: 5034.010254 Iteration 53Q: 3 clusters Score -3152393 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20215 members Mstep: Class 2 contains 5356 members Entering Unmasked Estep Score: -3152490.000000 Penalty: 5034.010254 Iteration 54Q: 3 clusters Score -3152490 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20437 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -3152562.750000 Penalty: 5034.010254 Iteration 55Q: 3 clusters Score -3152563 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20660 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -3152634.500000 Penalty: 5034.010254 Iteration 56Q: 3 clusters Score -3152634 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20868 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -3152705.750000 Penalty: 5034.010254 Iteration 57Q: 3 clusters Score -3152706 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21062 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -3152766.250000 Penalty: 5034.010254 Iteration 58Q: 3 clusters Score -3152766 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21240 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -3152818.000000 Penalty: 5034.010254 Iteration 59Q: 3 clusters Score -3152818 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21389 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -3152859.500000 Penalty: 5034.010254 Iteration 60F: 3 clusters Score -3152860 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21528 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -3152885.000000 Penalty: 5034.010254 Iteration 61Q: 3 clusters Score -3152885 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21671 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -3152930.500000 Penalty: 5034.010254 Iteration 62Q: 3 clusters Score -3152930 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21814 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -3152971.250000 Penalty: 5034.010254 Iteration 63Q: 3 clusters Score -3152971 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21948 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -3153012.750000 Penalty: 5034.010254 Iteration 64Q: 3 clusters Score -3153013 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22063 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -3153038.500000 Penalty: 5034.010254 Iteration 65Q: 3 clusters Score -3153038 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22181 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -3153072.750000 Penalty: 5034.010254 Iteration 66Q: 3 clusters Score -3153073 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22275 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -3153095.250000 Penalty: 5034.010254 Iteration 67Q: 3 clusters Score -3153095 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22348 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -3153109.500000 Penalty: 5034.010254 Iteration 68Q: 3 clusters Score -3153110 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22425 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -3153130.000000 Penalty: 5034.010254 Iteration 69Q: 3 clusters Score -3153130 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22495 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -3153151.000000 Penalty: 5034.010254 Iteration 70Q: 3 clusters Score -3153151 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22562 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -3153161.750000 Penalty: 5034.010254 Iteration 71Q: 3 clusters Score -3153162 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22627 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -3153174.250000 Penalty: 5034.010254 Iteration 72Q: 3 clusters Score -3153174 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22670 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -3153188.500000 Penalty: 5034.010254 Iteration 73Q: 3 clusters Score -3153188 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22716 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -3153192.000000 Penalty: 5034.010254 Iteration 74Q: 3 clusters Score -3153192 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22755 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -3153201.000000 Penalty: 5034.010254 Iteration 75Q: 3 clusters Score -3153201 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22806 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -3153217.250000 Penalty: 5034.010254 Iteration 76Q: 3 clusters Score -3153217 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22856 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -3153240.500000 Penalty: 5034.010254 Iteration 77Q: 3 clusters Score -3153240 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22903 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -3153249.500000 Penalty: 5034.010254 Iteration 78Q: 3 clusters Score -3153250 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22944 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -3153241.000000 Penalty: 5034.010254 Iteration 79Q: 3 clusters Score -3153241 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22968 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -3153250.500000 Penalty: 5034.010254 Iteration 80F: 3 clusters Score -3153250 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22987 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -3153256.750000 Penalty: 5034.010254 Iteration 81Q: 3 clusters Score -3153257 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23008 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -3153264.500000 Penalty: 5034.010254 Iteration 82Q: 3 clusters Score -3153264 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23029 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -3153259.500000 Penalty: 5034.010254 Iteration 83Q: 3 clusters Score -3153260 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23042 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -3153269.250000 Penalty: 5034.010254 Iteration 84Q: 3 clusters Score -3153269 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23055 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -3153266.250000 Penalty: 5034.010254 Iteration 85Q: 3 clusters Score -3153266 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23060 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -3153267.000000 Penalty: 5034.010254 Iteration 86Q: 3 clusters Score -3153267 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23071 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -3153272.250000 Penalty: 5034.010254 Iteration 87Q: 3 clusters Score -3153272 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23080 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -3153277.000000 Penalty: 5034.010254 Iteration 88Q: 3 clusters Score -3153277 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23090 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -3153283.500000 Penalty: 5034.010254 Iteration 89Q: 3 clusters Score -3153284 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23099 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -3153289.250000 Penalty: 5034.010254 Iteration 90Q: 3 clusters Score -3153289 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23105 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -3153288.250000 Penalty: 5034.010254 Iteration 91Q: 3 clusters Score -3153288 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23111 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -3153287.500000 Penalty: 5034.010254 Iteration 92Q: 3 clusters Score -3153288 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23114 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -3153283.750000 Penalty: 5034.010254 Iteration 93Q: 3 clusters Score -3153284 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23118 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -3153288.500000 Penalty: 5034.010254 Iteration 94Q: 3 clusters Score -3153288 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23126 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -3153289.000000 Penalty: 5034.010254 Iteration 95Q: 3 clusters Score -3153289 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23134 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -3153292.500000 Penalty: 5034.010254 Iteration 96Q: 3 clusters Score -3153292 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23140 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -3153291.000000 Penalty: 5034.010254 Iteration 97Q: 3 clusters Score -3153291 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23146 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -3153288.250000 Penalty: 5034.010254 Iteration 98Q: 3 clusters Score -3153288 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23156 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -3153291.750000 Penalty: 5034.010254 Iteration 99Q: 3 clusters Score -3153292 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23164 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -3153292.250000 Penalty: 5034.010254 Iteration 100F: 3 clusters Score -3153292 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23169 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -3153290.750000 Penalty: 5034.010254 Iteration 101Q: 3 clusters Score -3153291 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23175 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -3153294.250000 Penalty: 5034.010254 Iteration 102Q: 3 clusters Score -3153294 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23176 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -3153293.500000 Penalty: 5034.010254 Iteration 103Q: 3 clusters Score -3153294 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23177 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -3153296.250000 Penalty: 5034.010254 Iteration 104Q: 3 clusters Score -3153296 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23177 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -3153296.250000 Penalty: 5034.010254 Iteration 105F: 3 clusters Score -3153296 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Entering Unmasked Estep Score: -209437.187500 Penalty: 1839.112793 Iteration 0F: 2 clusters Score -209437.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -207041.890625 Penalty: 3678.225586 Iteration 0F: 3 clusters Score -207041.9 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -207443.140625 Penalty: 3678.225586 Iteration 1F: 3 clusters Score -207443.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -207532.546875 Penalty: 3678.225586 Iteration 2F: 3 clusters Score -207532.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -207580.906250 Penalty: 3678.225586 Iteration 3Q: 3 clusters Score -207580.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -207601.859375 Penalty: 3678.225586 Iteration 4Q: 3 clusters Score -207601.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -207614.828125 Penalty: 3678.225586 Iteration 5Q: 3 clusters Score -207614.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -207628.656250 Penalty: 3678.225586 Iteration 6Q: 3 clusters Score -207628.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -207639.140625 Penalty: 3678.225586 Iteration 7Q: 3 clusters Score -207639.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -207648.609375 Penalty: 3678.225586 Iteration 8Q: 3 clusters Score -207648.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -207658.078125 Penalty: 3678.225586 Iteration 9Q: 3 clusters Score -207658.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -207667.609375 Penalty: 3678.225586 Iteration 10Q: 3 clusters Score -207667.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -207676.671875 Penalty: 3678.225586 Iteration 11Q: 3 clusters Score -207676.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -207681.078125 Penalty: 3678.225586 Iteration 12Q: 3 clusters Score -207681.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -207683.546875 Penalty: 3678.225586 Iteration 13Q: 3 clusters Score -207683.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -207684.656250 Penalty: 3678.225586 Iteration 14Q: 3 clusters Score -207684.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -207685.015625 Penalty: 3678.225586 Iteration 15Q: 3 clusters Score -207685 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -207685.015625 Penalty: 3678.225586 Iteration 16F: 3 clusters Score -207685 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (3179 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Entering Unmasked Estep Score: -402266.156250 Penalty: 1999.951782 Iteration 0F: 2 clusters Score -402266.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -398875.375000 Penalty: 3999.903564 Iteration 0F: 3 clusters Score -398875.4 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -399510.500000 Penalty: 3999.903564 Iteration 1F: 3 clusters Score -399510.5 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -399665.687500 Penalty: 3999.903564 Iteration 2F: 3 clusters Score -399665.7 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -399761.468750 Penalty: 3999.903564 Iteration 3Q: 3 clusters Score -399761.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -399820.312500 Penalty: 3999.903564 Iteration 4Q: 3 clusters Score -399820.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -399869.281250 Penalty: 3999.903564 Iteration 5Q: 3 clusters Score -399869.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -399907.375000 Penalty: 3999.903564 Iteration 6Q: 3 clusters Score -399907.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -399933.281250 Penalty: 3999.903564 Iteration 7Q: 3 clusters Score -399933.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -399956.250000 Penalty: 3999.903564 Iteration 8Q: 3 clusters Score -399956.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -399978.875000 Penalty: 3999.903564 Iteration 9Q: 3 clusters Score -399978.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -399993.187500 Penalty: 3999.903564 Iteration 10Q: 3 clusters Score -399993.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -400006.656250 Penalty: 3999.903564 Iteration 11Q: 3 clusters Score -400006.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -400018.406250 Penalty: 3999.903564 Iteration 12Q: 3 clusters Score -400018.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -400028.187500 Penalty: 3999.903564 Iteration 13Q: 3 clusters Score -400028.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -400036.031250 Penalty: 3999.903564 Iteration 14Q: 3 clusters Score -400036 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -400043.812500 Penalty: 3999.903564 Iteration 15Q: 3 clusters Score -400043.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -400046.625000 Penalty: 3999.903564 Iteration 16Q: 3 clusters Score -400046.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -400049.750000 Penalty: 3999.903564 Iteration 17Q: 3 clusters Score -400049.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -400055.312500 Penalty: 3999.903564 Iteration 18Q: 3 clusters Score -400055.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -400058.031250 Penalty: 3999.903564 Iteration 19Q: 3 clusters Score -400058 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -400062.062500 Penalty: 3999.903564 Iteration 20F: 3 clusters Score -400062.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -400064.156250 Penalty: 3999.903564 Iteration 21Q: 3 clusters Score -400064.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -400067.250000 Penalty: 3999.903564 Iteration 22Q: 3 clusters Score -400067.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -400069.250000 Penalty: 3999.903564 Iteration 23Q: 3 clusters Score -400069.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -400070.781250 Penalty: 3999.903564 Iteration 24Q: 3 clusters Score -400070.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -400072.625000 Penalty: 3999.903564 Iteration 25Q: 3 clusters Score -400072.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -400074.187500 Penalty: 3999.903564 Iteration 26Q: 3 clusters Score -400074.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -400075.781250 Penalty: 3999.903564 Iteration 27Q: 3 clusters Score -400075.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -400077.343750 Penalty: 3999.903564 Iteration 28Q: 3 clusters Score -400077.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -400078.687500 Penalty: 3999.903564 Iteration 29Q: 3 clusters Score -400078.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -400079.156250 Penalty: 3999.903564 Iteration 30Q: 3 clusters Score -400079.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -400079.281250 Penalty: 3999.903564 Iteration 31Q: 3 clusters Score -400079.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -400079.937500 Penalty: 3999.903564 Iteration 32Q: 3 clusters Score -400079.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -400081.343750 Penalty: 3999.903564 Iteration 33Q: 3 clusters Score -400081.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -400080.875000 Penalty: 3999.903564 Iteration 34Q: 3 clusters Score -400080.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -400082.062500 Penalty: 3999.903564 Iteration 35Q: 3 clusters Score -400082.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -400083.343750 Penalty: 3999.903564 Iteration 36Q: 3 clusters Score -400083.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -400084.468750 Penalty: 3999.903564 Iteration 37Q: 3 clusters Score -400084.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -400084.468750 Penalty: 3999.903564 Iteration 38F: 3 clusters Score -400084.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2770 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Entering Unmasked Estep Score: -329746.843750 Penalty: 1965.797363 Iteration 0F: 2 clusters Score -329746.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -326606.531250 Penalty: 3931.594727 Iteration 0F: 3 clusters Score -326606.5 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -327277.593750 Penalty: 3931.594727 Iteration 1F: 3 clusters Score -327277.6 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -327495.437500 Penalty: 3931.594727 Iteration 2F: 3 clusters Score -327495.4 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -327610.000000 Penalty: 3931.594727 Iteration 3F: 3 clusters Score -327610 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -327703.250000 Penalty: 3931.594727 Iteration 4Q: 3 clusters Score -327703.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -327755.531250 Penalty: 3931.594727 Iteration 5Q: 3 clusters Score -327755.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -327808.750000 Penalty: 3931.594727 Iteration 6Q: 3 clusters Score -327808.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -327848.843750 Penalty: 3931.594727 Iteration 7Q: 3 clusters Score -327848.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -327888.125000 Penalty: 3931.594727 Iteration 8Q: 3 clusters Score -327888.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -327915.906250 Penalty: 3931.594727 Iteration 9Q: 3 clusters Score -327915.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -327940.406250 Penalty: 3931.594727 Iteration 10Q: 3 clusters Score -327940.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -327962.406250 Penalty: 3931.594727 Iteration 11Q: 3 clusters Score -327962.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -327978.468750 Penalty: 3931.594727 Iteration 12Q: 3 clusters Score -327978.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -327991.343750 Penalty: 3931.594727 Iteration 13Q: 3 clusters Score -327991.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -328002.343750 Penalty: 3931.594727 Iteration 14Q: 3 clusters Score -328002.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -328014.156250 Penalty: 3931.594727 Iteration 15Q: 3 clusters Score -328014.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -328027.312500 Penalty: 3931.594727 Iteration 16Q: 3 clusters Score -328027.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -328040.875000 Penalty: 3931.594727 Iteration 17Q: 3 clusters Score -328040.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -328057.625000 Penalty: 3931.594727 Iteration 18Q: 3 clusters Score -328057.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -328076.343750 Penalty: 3931.594727 Iteration 19Q: 3 clusters Score -328076.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -328096.281250 Penalty: 3931.594727 Iteration 20F: 3 clusters Score -328096.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -328113.281250 Penalty: 3931.594727 Iteration 21Q: 3 clusters Score -328113.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -328138.875000 Penalty: 3931.594727 Iteration 22Q: 3 clusters Score -328138.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -328156.687500 Penalty: 3931.594727 Iteration 23Q: 3 clusters Score -328156.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -328172.343750 Penalty: 3931.594727 Iteration 24Q: 3 clusters Score -328172.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -328186.781250 Penalty: 3931.594727 Iteration 25Q: 3 clusters Score -328186.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -328199.937500 Penalty: 3931.594727 Iteration 26Q: 3 clusters Score -328199.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -328216.593750 Penalty: 3931.594727 Iteration 27Q: 3 clusters Score -328216.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -328230.812500 Penalty: 3931.594727 Iteration 28Q: 3 clusters Score -328230.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -328242.593750 Penalty: 3931.594727 Iteration 29Q: 3 clusters Score -328242.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -328251.625000 Penalty: 3931.594727 Iteration 30Q: 3 clusters Score -328251.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -328260.000000 Penalty: 3931.594727 Iteration 31Q: 3 clusters Score -328260 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -328271.531250 Penalty: 3931.594727 Iteration 32Q: 3 clusters Score -328271.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -328286.906250 Penalty: 3931.594727 Iteration 33Q: 3 clusters Score -328286.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -328308.125000 Penalty: 3931.594727 Iteration 34Q: 3 clusters Score -328308.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -328321.250000 Penalty: 3931.594727 Iteration 35Q: 3 clusters Score -328321.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -328331.375000 Penalty: 3931.594727 Iteration 36Q: 3 clusters Score -328331.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -328342.062500 Penalty: 3931.594727 Iteration 37Q: 3 clusters Score -328342.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -328353.187500 Penalty: 3931.594727 Iteration 38Q: 3 clusters Score -328353.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -328368.000000 Penalty: 3931.594727 Iteration 39Q: 3 clusters Score -328368 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -328382.156250 Penalty: 3931.594727 Iteration 40F: 3 clusters Score -328382.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -328394.531250 Penalty: 3931.594727 Iteration 41Q: 3 clusters Score -328394.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -328408.375000 Penalty: 3931.594727 Iteration 42Q: 3 clusters Score -328408.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -328425.875000 Penalty: 3931.594727 Iteration 43Q: 3 clusters Score -328425.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -328438.375000 Penalty: 3931.594727 Iteration 44Q: 3 clusters Score -328438.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -328455.093750 Penalty: 3931.594727 Iteration 45Q: 3 clusters Score -328455.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -328469.156250 Penalty: 3931.594727 Iteration 46Q: 3 clusters Score -328469.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -328476.812500 Penalty: 3931.594727 Iteration 47Q: 3 clusters Score -328476.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -328489.187500 Penalty: 3931.594727 Iteration 48Q: 3 clusters Score -328489.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -328504.281250 Penalty: 3931.594727 Iteration 49Q: 3 clusters Score -328504.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -328523.468750 Penalty: 3931.594727 Iteration 50Q: 3 clusters Score -328523.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -328540.593750 Penalty: 3931.594727 Iteration 51Q: 3 clusters Score -328540.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -328561.718750 Penalty: 3931.594727 Iteration 52Q: 3 clusters Score -328561.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -328578.531250 Penalty: 3931.594727 Iteration 53Q: 3 clusters Score -328578.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -328593.000000 Penalty: 3931.594727 Iteration 54Q: 3 clusters Score -328593 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -328606.656250 Penalty: 3931.594727 Iteration 55Q: 3 clusters Score -328606.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -328616.687500 Penalty: 3931.594727 Iteration 56Q: 3 clusters Score -328616.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -328626.875000 Penalty: 3931.594727 Iteration 57Q: 3 clusters Score -328626.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -328631.125000 Penalty: 3931.594727 Iteration 58Q: 3 clusters Score -328631.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -328633.000000 Penalty: 3931.594727 Iteration 59Q: 3 clusters Score -328633 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -328635.062500 Penalty: 3931.594727 Iteration 60F: 3 clusters Score -328635.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -328636.187500 Penalty: 3931.594727 Iteration 61Q: 3 clusters Score -328636.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -328637.375000 Penalty: 3931.594727 Iteration 62Q: 3 clusters Score -328637.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -328637.375000 Penalty: 3931.594727 Iteration 63F: 3 clusters Score -328637.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (11565 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11565 members Entering Unmasked Estep Score: -1476068.375000 Penalty: 2320.223145 Iteration 0F: 2 clusters Score -1476068 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5854 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -1467400.750000 Penalty: 4640.446289 Iteration 0F: 3 clusters Score -1467401 nChanged 4848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6042 members Mstep: Class 2 contains 5523 members Entering Unmasked Estep Score: -1469960.125000 Penalty: 4640.446289 Iteration 1F: 3 clusters Score -1469960 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6194 members Mstep: Class 2 contains 5371 members Entering Unmasked Estep Score: -1470293.125000 Penalty: 4640.446289 Iteration 2F: 3 clusters Score -1470293 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 5215 members Entering Unmasked Estep Score: -1470551.875000 Penalty: 4640.446289 Iteration 3F: 3 clusters Score -1470552 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6560 members Mstep: Class 2 contains 5005 members Entering Unmasked Estep Score: -1470794.125000 Penalty: 4640.446289 Iteration 4Q: 3 clusters Score -1470794 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6805 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -1471001.500000 Penalty: 4640.446289 Iteration 5Q: 3 clusters Score -1471002 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7118 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -1471246.250000 Penalty: 4640.446289 Iteration 6Q: 3 clusters Score -1471246 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7467 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -1471495.875000 Penalty: 4640.446289 Iteration 7Q: 3 clusters Score -1471496 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7827 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -1471791.125000 Penalty: 4640.446289 Iteration 8Q: 3 clusters Score -1471791 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8235 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -1472131.750000 Penalty: 4640.446289 Iteration 9Q: 3 clusters Score -1472132 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8595 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -1472456.750000 Penalty: 4640.446289 Iteration 10Q: 3 clusters Score -1472457 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8896 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -1472774.500000 Penalty: 4640.446289 Iteration 11Q: 3 clusters Score -1472774 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9175 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -1473073.625000 Penalty: 4640.446289 Iteration 12Q: 3 clusters Score -1473074 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9387 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -1473344.500000 Penalty: 4640.446289 Iteration 13Q: 3 clusters Score -1473344 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9561 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -1473616.500000 Penalty: 4640.446289 Iteration 14Q: 3 clusters Score -1473616 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9666 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -1473805.625000 Penalty: 4640.446289 Iteration 15Q: 3 clusters Score -1473806 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9749 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -1473918.250000 Penalty: 4640.446289 Iteration 16Q: 3 clusters Score -1473918 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9800 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -1473985.625000 Penalty: 4640.446289 Iteration 17Q: 3 clusters Score -1473986 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9834 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -1474035.375000 Penalty: 4640.446289 Iteration 18Q: 3 clusters Score -1474035 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9852 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -1474069.125000 Penalty: 4640.446289 Iteration 19Q: 3 clusters Score -1474069 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9857 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -1474099.750000 Penalty: 4640.446289 Iteration 20F: 3 clusters Score -1474100 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9854 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -1474122.125000 Penalty: 4640.446289 Iteration 21Q: 3 clusters Score -1474122 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9854 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -1474138.250000 Penalty: 4640.446289 Iteration 22Q: 3 clusters Score -1474138 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9854 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -1474149.625000 Penalty: 4640.446289 Iteration 23Q: 3 clusters Score -1474150 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9850 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -1474157.625000 Penalty: 4640.446289 Iteration 24Q: 3 clusters Score -1474158 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9848 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -1474168.000000 Penalty: 4640.446289 Iteration 25Q: 3 clusters Score -1474168 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9835 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -1474176.625000 Penalty: 4640.446289 Iteration 26Q: 3 clusters Score -1474177 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9831 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -1474182.000000 Penalty: 4640.446289 Iteration 27Q: 3 clusters Score -1474182 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9834 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -1474188.375000 Penalty: 4640.446289 Iteration 28Q: 3 clusters Score -1474188 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9836 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -1474188.500000 Penalty: 4640.446289 Iteration 29Q: 3 clusters Score -1474188 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9832 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -1474190.625000 Penalty: 4640.446289 Iteration 30Q: 3 clusters Score -1474191 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9830 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -1474192.125000 Penalty: 4640.446289 Iteration 31Q: 3 clusters Score -1474192 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9827 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -1474194.250000 Penalty: 4640.446289 Iteration 32Q: 3 clusters Score -1474194 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9829 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -1474195.875000 Penalty: 4640.446289 Iteration 33Q: 3 clusters Score -1474196 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9831 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -1474197.250000 Penalty: 4640.446289 Iteration 34Q: 3 clusters Score -1474197 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9829 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -1474197.625000 Penalty: 4640.446289 Iteration 35Q: 3 clusters Score -1474198 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9828 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -1474201.375000 Penalty: 4640.446289 Iteration 36Q: 3 clusters Score -1474201 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9829 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -1474201.125000 Penalty: 4640.446289 Iteration 37Q: 3 clusters Score -1474201 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9831 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -1474202.250000 Penalty: 4640.446289 Iteration 38Q: 3 clusters Score -1474202 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9830 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -1474203.375000 Penalty: 4640.446289 Iteration 39Q: 3 clusters Score -1474203 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9827 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -1474205.875000 Penalty: 4640.446289 Iteration 40F: 3 clusters Score -1474206 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9828 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -1474206.125000 Penalty: 4640.446289 Iteration 41Q: 3 clusters Score -1474206 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9829 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -1474207.375000 Penalty: 4640.446289 Iteration 42Q: 3 clusters Score -1474207 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9828 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -1474211.375000 Penalty: 4640.446289 Iteration 43Q: 3 clusters Score -1474211 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9825 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -1474215.500000 Penalty: 4640.446289 Iteration 44Q: 3 clusters Score -1474216 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9827 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -1474214.875000 Penalty: 4640.446289 Iteration 45Q: 3 clusters Score -1474215 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9824 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -1474216.500000 Penalty: 4640.446289 Iteration 46Q: 3 clusters Score -1474216 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9825 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -1474219.375000 Penalty: 4640.446289 Iteration 47Q: 3 clusters Score -1474219 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9826 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -1474220.625000 Penalty: 4640.446289 Iteration 48Q: 3 clusters Score -1474221 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9829 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -1474221.625000 Penalty: 4640.446289 Iteration 49Q: 3 clusters Score -1474222 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9830 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -1474224.750000 Penalty: 4640.446289 Iteration 50Q: 3 clusters Score -1474225 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9831 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -1474224.500000 Penalty: 4640.446289 Iteration 51Q: 3 clusters Score -1474224 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9833 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -1474224.875000 Penalty: 4640.446289 Iteration 52Q: 3 clusters Score -1474225 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9833 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -1474226.750000 Penalty: 4640.446289 Iteration 53Q: 3 clusters Score -1474227 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9834 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -1474226.625000 Penalty: 4640.446289 Iteration 54Q: 3 clusters Score -1474227 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9836 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -1474226.750000 Penalty: 4640.446289 Iteration 55Q: 3 clusters Score -1474227 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9837 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -1474226.750000 Penalty: 4640.446289 Iteration 56Q: 3 clusters Score -1474227 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9837 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -1474226.750000 Penalty: 4640.446289 Iteration 57F: 3 clusters Score -1474227 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (536 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Entering Unmasked Estep Score: -53811.460938 Penalty: 1558.465332 Iteration 0F: 2 clusters Score -53811.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -52409.726562 Penalty: 3116.930664 Iteration 0F: 3 clusters Score -52409.73 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -52775.425781 Penalty: 3116.930664 Iteration 1F: 3 clusters Score -52775.43 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -53288.832031 Penalty: 3116.930664 Iteration 2F: 3 clusters Score -53288.83 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -53820.804688 Penalty: 3116.930664 Iteration 3F: 3 clusters Score -53820.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -54672.398438 Penalty: 3116.930664 Iteration 4F: 3 clusters Score -54672.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -54824.484375 Penalty: 3116.930664 Iteration 5Q: 3 clusters Score -54824.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -54882.214844 Penalty: 3116.930664 Iteration 6Q: 3 clusters Score -54882.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -54903.285156 Penalty: 3116.930664 Iteration 7Q: 3 clusters Score -54903.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -54936.097656 Penalty: 3116.930664 Iteration 8Q: 3 clusters Score -54936.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -54945.929688 Penalty: 3116.930664 Iteration 9Q: 3 clusters Score -54945.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -54961.171875 Penalty: 3116.930664 Iteration 10Q: 3 clusters Score -54961.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -54963.757812 Penalty: 3116.930664 Iteration 11Q: 3 clusters Score -54963.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -54963.757812 Penalty: 3116.930664 Iteration 12F: 3 clusters Score -54963.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 93 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 143 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 688 members Mstep: Class 23 contains 393 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep Score: -55437616.000000 Penalty: 77460.750000 Splitting cluster 15 changes total score from -55438112.000000 to -55437616.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (239045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239045 members Entering Unmasked Estep Score: -29838192.000000 Penalty: 3071.333008 Iteration 0F: 2 clusters Score -2.983819e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119547 members Mstep: Class 2 contains 119498 members Entering Unmasked Estep Score: -29684310.000000 Penalty: 6142.666016 Iteration 0F: 3 clusters Score -2.968431e+07 nChanged 115294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118629 members Mstep: Class 2 contains 120416 members Entering Unmasked Estep Score: -29752920.000000 Penalty: 6142.666016 Iteration 1F: 3 clusters Score -2.975292e+07 nChanged 6603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117878 members Mstep: Class 2 contains 121167 members Entering Unmasked Estep Score: -29753992.000000 Penalty: 6142.666016 Iteration 2Q: 3 clusters Score -2.975399e+07 nChanged 6985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116699 members Mstep: Class 2 contains 122346 members Entering Unmasked Estep Score: -29755686.000000 Penalty: 6142.666016 Iteration 3Q: 3 clusters Score -2.975569e+07 nChanged 7561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115006 members Mstep: Class 2 contains 124039 members Entering Unmasked Estep Score: -29757706.000000 Penalty: 6142.666016 Iteration 4Q: 3 clusters Score -2.975771e+07 nChanged 8550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112652 members Mstep: Class 2 contains 126393 members Entering Unmasked Estep Score: -29760350.000000 Penalty: 6142.666016 Iteration 5Q: 3 clusters Score -2.976035e+07 nChanged 9589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109513 members Mstep: Class 2 contains 129532 members Entering Unmasked Estep Score: -29763938.000000 Penalty: 6142.666016 Iteration 6Q: 3 clusters Score -2.976394e+07 nChanged 10723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105466 members Mstep: Class 2 contains 133579 members Entering Unmasked Estep Score: -29768392.000000 Penalty: 6142.666016 Iteration 7Q: 3 clusters Score -2.976839e+07 nChanged 11903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100647 members Mstep: Class 2 contains 138398 members Entering Unmasked Estep Score: -29774622.000000 Penalty: 6142.666016 Iteration 8Q: 3 clusters Score -2.977462e+07 nChanged 12775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95264 members Mstep: Class 2 contains 143781 members Entering Unmasked Estep Score: -29782386.000000 Penalty: 6142.666016 Iteration 9F: 3 clusters Score -2.978239e+07 nChanged 12963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90363 members Mstep: Class 2 contains 148682 members Entering Unmasked Estep Score: -29791318.000000 Penalty: 6142.666016 Iteration 10F: 3 clusters Score -2.979132e+07 nChanged 12260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86203 members Mstep: Class 2 contains 152842 members Entering Unmasked Estep Score: -29798762.000000 Penalty: 6142.666016 Iteration 11F: 3 clusters Score -2.979876e+07 nChanged 9878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82925 members Mstep: Class 2 contains 156120 members Entering Unmasked Estep Score: -29803206.000000 Penalty: 6142.666016 Iteration 12Q: 3 clusters Score -2.980321e+07 nChanged 6607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79938 members Mstep: Class 2 contains 159107 members Entering Unmasked Estep Score: -29805400.000000 Penalty: 6142.666016 Iteration 13Q: 3 clusters Score -2.98054e+07 nChanged 4270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76868 members Mstep: Class 2 contains 162177 members Entering Unmasked Estep Score: -29806404.000000 Penalty: 6142.666016 Iteration 14Q: 3 clusters Score -2.98064e+07 nChanged 3406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73680 members Mstep: Class 2 contains 165365 members Entering Unmasked Estep Score: -29807128.000000 Penalty: 6142.666016 Iteration 15Q: 3 clusters Score -2.980713e+07 nChanged 3357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70359 members Mstep: Class 2 contains 168686 members Entering Unmasked Estep Score: -29807870.000000 Penalty: 6142.666016 Iteration 16Q: 3 clusters Score -2.980787e+07 nChanged 3556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66815 members Mstep: Class 2 contains 172230 members Entering Unmasked Estep Score: -29808792.000000 Penalty: 6142.666016 Iteration 17Q: 3 clusters Score -2.980879e+07 nChanged 3643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63172 members Mstep: Class 2 contains 175873 members Entering Unmasked Estep Score: -29809486.000000 Penalty: 6142.666016 Iteration 18Q: 3 clusters Score -2.980949e+07 nChanged 3861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59313 members Mstep: Class 2 contains 179732 members Entering Unmasked Estep Score: -29810456.000000 Penalty: 6142.666016 Iteration 19Q: 3 clusters Score -2.981046e+07 nChanged 3966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55353 members Mstep: Class 2 contains 183692 members Entering Unmasked Estep Score: -29811398.000000 Penalty: 6142.666016 Iteration 20F: 3 clusters Score -2.98114e+07 nChanged 4113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51248 members Mstep: Class 2 contains 187797 members Entering Unmasked Estep Score: -29812608.000000 Penalty: 6142.666016 Iteration 21Q: 3 clusters Score -2.981261e+07 nChanged 4130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47122 members Mstep: Class 2 contains 191923 members Entering Unmasked Estep Score: -29813504.000000 Penalty: 6142.666016 Iteration 22Q: 3 clusters Score -2.98135e+07 nChanged 4057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43067 members Mstep: Class 2 contains 195978 members Entering Unmasked Estep Score: -29814636.000000 Penalty: 6142.666016 Iteration 23Q: 3 clusters Score -2.981464e+07 nChanged 4051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39024 members Mstep: Class 2 contains 200021 members Entering Unmasked Estep Score: -29815732.000000 Penalty: 6142.666016 Iteration 24Q: 3 clusters Score -2.981573e+07 nChanged 3914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35122 members Mstep: Class 2 contains 203923 members Entering Unmasked Estep Score: -29817052.000000 Penalty: 6142.666016 Iteration 25Q: 3 clusters Score -2.981705e+07 nChanged 3834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31298 members Mstep: Class 2 contains 207747 members Entering Unmasked Estep Score: -29818542.000000 Penalty: 6142.666016 Iteration 26Q: 3 clusters Score -2.981854e+07 nChanged 3886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27416 members Mstep: Class 2 contains 211629 members Entering Unmasked Estep Score: -29820174.000000 Penalty: 6142.666016 Iteration 27Q: 3 clusters Score -2.982017e+07 nChanged 3584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23838 members Mstep: Class 2 contains 215207 members Entering Unmasked Estep Score: -29821704.000000 Penalty: 6142.666016 Iteration 28Q: 3 clusters Score -2.98217e+07 nChanged 3454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20388 members Mstep: Class 2 contains 218657 members Entering Unmasked Estep Score: -29823268.000000 Penalty: 6142.666016 Iteration 29Q: 3 clusters Score -2.982327e+07 nChanged 3224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17164 members Mstep: Class 2 contains 221881 members Entering Unmasked Estep Score: -29824810.000000 Penalty: 6142.666016 Iteration 30Q: 3 clusters Score -2.982481e+07 nChanged 2926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14240 members Mstep: Class 2 contains 224805 members Entering Unmasked Estep Score: -29826344.000000 Penalty: 6142.666016 Iteration 31Q: 3 clusters Score -2.982634e+07 nChanged 2650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11590 members Mstep: Class 2 contains 227455 members Entering Unmasked Estep Score: -29827890.000000 Penalty: 6142.666016 Iteration 32Q: 3 clusters Score -2.982789e+07 nChanged 2374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9216 members Mstep: Class 2 contains 229829 members Entering Unmasked Estep Score: -29829188.000000 Penalty: 6142.666016 Iteration 33Q: 3 clusters Score -2.982919e+07 nChanged 2012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7204 members Mstep: Class 2 contains 231841 members Entering Unmasked Estep Score: -29830468.000000 Penalty: 6142.666016 Iteration 34Q: 3 clusters Score -2.983047e+07 nChanged 1802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5402 members Mstep: Class 2 contains 233643 members Entering Unmasked Estep Score: -29831596.000000 Penalty: 6142.666016 Iteration 35Q: 3 clusters Score -2.98316e+07 nChanged 1406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 235047 members Entering Unmasked Estep Score: -29832480.000000 Penalty: 6142.666016 Iteration 36Q: 3 clusters Score -2.983248e+07 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 236082 members Entering Unmasked Estep Score: -29833276.000000 Penalty: 6142.666016 Iteration 37Q: 3 clusters Score -2.983328e+07 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 236885 members Entering Unmasked Estep Score: -29833986.000000 Penalty: 6142.666016 Iteration 38Q: 3 clusters Score -2.983399e+07 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 237425 members Entering Unmasked Estep Score: -29834398.000000 Penalty: 6142.666016 Iteration 39Q: 3 clusters Score -2.98344e+07 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 237759 members Entering Unmasked Estep Score: -29834690.000000 Penalty: 6142.666016 Iteration 40F: 3 clusters Score -2.983469e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 237969 members Entering Unmasked Estep Score: -29834918.000000 Penalty: 6142.666016 Iteration 41Q: 3 clusters Score -2.983492e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 238108 members Entering Unmasked Estep Score: -29835066.000000 Penalty: 6142.666016 Iteration 42Q: 3 clusters Score -2.983507e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 238205 members Entering Unmasked Estep Score: -29835180.000000 Penalty: 6142.666016 Iteration 43Q: 3 clusters Score -2.983518e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 238271 members Entering Unmasked Estep Score: -29835284.000000 Penalty: 6142.666016 Iteration 44Q: 3 clusters Score -2.983528e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 238319 members Entering Unmasked Estep Score: -29835348.000000 Penalty: 6142.666016 Iteration 45Q: 3 clusters Score -2.983535e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 238365 members Entering Unmasked Estep Score: -29835378.000000 Penalty: 6142.666016 Iteration 46Q: 3 clusters Score -2.983538e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 238400 members Entering Unmasked Estep Score: -29835396.000000 Penalty: 6142.666016 Iteration 47Q: 3 clusters Score -2.98354e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 238427 members Entering Unmasked Estep Score: -29835412.000000 Penalty: 6142.666016 Iteration 48Q: 3 clusters Score -2.983541e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 238440 members Entering Unmasked Estep Score: -29835444.000000 Penalty: 6142.666016 Iteration 49Q: 3 clusters Score -2.983544e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 238447 members Entering Unmasked Estep Score: -29835452.000000 Penalty: 6142.666016 Iteration 50Q: 3 clusters Score -2.983545e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 238456 members Entering Unmasked Estep Score: -29835422.000000 Penalty: 6142.666016 Iteration 51Q: 3 clusters Score -2.983542e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 238459 members Entering Unmasked Estep Score: -29835444.000000 Penalty: 6142.666016 Iteration 52Q: 3 clusters Score -2.983544e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 238463 members Entering Unmasked Estep Score: -29835434.000000 Penalty: 6142.666016 Iteration 53Q: 3 clusters Score -2.983543e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 238463 members Entering Unmasked Estep Score: -29835430.000000 Penalty: 6142.666016 Iteration 54Q: 3 clusters Score -2.983543e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 238466 members Entering Unmasked Estep Score: -29835442.000000 Penalty: 6142.666016 Iteration 55Q: 3 clusters Score -2.983544e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 238468 members Entering Unmasked Estep Score: -29835458.000000 Penalty: 6142.666016 Iteration 56Q: 3 clusters Score -2.983546e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 238470 members Entering Unmasked Estep Score: -29835452.000000 Penalty: 6142.666016 Iteration 57Q: 3 clusters Score -2.983545e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 238471 members Entering Unmasked Estep Score: -29835482.000000 Penalty: 6142.666016 Iteration 58Q: 3 clusters Score -2.983548e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 238472 members Entering Unmasked Estep Score: -29835488.000000 Penalty: 6142.666016 Iteration 59Q: 3 clusters Score -2.983549e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 238473 members Entering Unmasked Estep Score: -29835486.000000 Penalty: 6142.666016 Iteration 60F: 3 clusters Score -2.983549e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 238475 members Entering Unmasked Estep Score: -29835480.000000 Penalty: 6142.666016 Iteration 61Q: 3 clusters Score -2.983548e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 238477 members Entering Unmasked Estep Score: -29835496.000000 Penalty: 6142.666016 Iteration 62Q: 3 clusters Score -2.98355e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 238478 members Entering Unmasked Estep Score: -29835482.000000 Penalty: 6142.666016 Iteration 63Q: 3 clusters Score -2.983548e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 238478 members Entering Unmasked Estep Score: -29835482.000000 Penalty: 6142.666016 Iteration 64F: 3 clusters Score -2.983548e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Entering Unmasked Estep Score: -415804.375000 Penalty: 2005.505981 Iteration 0F: 2 clusters Score -415804.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -412361.312500 Penalty: 4011.011963 Iteration 0F: 3 clusters Score -412361.3 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -413056.656250 Penalty: 4011.011963 Iteration 1F: 3 clusters Score -413056.7 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -413221.031250 Penalty: 4011.011963 Iteration 2F: 3 clusters Score -413221 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -413313.687500 Penalty: 4011.011963 Iteration 3Q: 3 clusters Score -413313.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -413360.000000 Penalty: 4011.011963 Iteration 4Q: 3 clusters Score -413360 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -413398.375000 Penalty: 4011.011963 Iteration 5Q: 3 clusters Score -413398.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -413422.375000 Penalty: 4011.011963 Iteration 6Q: 3 clusters Score -413422.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -413439.718750 Penalty: 4011.011963 Iteration 7Q: 3 clusters Score -413439.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -413457.656250 Penalty: 4011.011963 Iteration 8Q: 3 clusters Score -413457.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -413475.562500 Penalty: 4011.011963 Iteration 9Q: 3 clusters Score -413475.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -413490.875000 Penalty: 4011.011963 Iteration 10Q: 3 clusters Score -413490.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -413498.531250 Penalty: 4011.011963 Iteration 11Q: 3 clusters Score -413498.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -413503.718750 Penalty: 4011.011963 Iteration 12Q: 3 clusters Score -413503.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -413507.468750 Penalty: 4011.011963 Iteration 13Q: 3 clusters Score -413507.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -413510.562500 Penalty: 4011.011963 Iteration 14Q: 3 clusters Score -413510.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -413512.968750 Penalty: 4011.011963 Iteration 15Q: 3 clusters Score -413513 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -413513.968750 Penalty: 4011.011963 Iteration 16Q: 3 clusters Score -413514 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -413516.250000 Penalty: 4011.011963 Iteration 17Q: 3 clusters Score -413516.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -413519.062500 Penalty: 4011.011963 Iteration 18Q: 3 clusters Score -413519.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -413523.468750 Penalty: 4011.011963 Iteration 19Q: 3 clusters Score -413523.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -413525.718750 Penalty: 4011.011963 Iteration 20F: 3 clusters Score -413525.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -413528.125000 Penalty: 4011.011963 Iteration 21Q: 3 clusters Score -413528.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -413529.250000 Penalty: 4011.011963 Iteration 22Q: 3 clusters Score -413529.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -413530.156250 Penalty: 4011.011963 Iteration 23Q: 3 clusters Score -413530.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -413532.000000 Penalty: 4011.011963 Iteration 24Q: 3 clusters Score -413532 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -413534.031250 Penalty: 4011.011963 Iteration 25Q: 3 clusters Score -413534 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -413536.406250 Penalty: 4011.011963 Iteration 26Q: 3 clusters Score -413536.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -413538.718750 Penalty: 4011.011963 Iteration 27Q: 3 clusters Score -413538.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -413538.375000 Penalty: 4011.011963 Iteration 28Q: 3 clusters Score -413538.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -413539.093750 Penalty: 4011.011963 Iteration 29Q: 3 clusters Score -413539.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -413539.875000 Penalty: 4011.011963 Iteration 30Q: 3 clusters Score -413539.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -413540.750000 Penalty: 4011.011963 Iteration 31Q: 3 clusters Score -413540.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -413542.468750 Penalty: 4011.011963 Iteration 32Q: 3 clusters Score -413542.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -413542.437500 Penalty: 4011.011963 Iteration 33Q: 3 clusters Score -413542.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -413543.406250 Penalty: 4011.011963 Iteration 34Q: 3 clusters Score -413543.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -413543.843750 Penalty: 4011.011963 Iteration 35Q: 3 clusters Score -413543.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -413544.937500 Penalty: 4011.011963 Iteration 36Q: 3 clusters Score -413544.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -413544.937500 Penalty: 4011.011963 Iteration 37F: 3 clusters Score -413544.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2847 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Entering Unmasked Estep Score: -334058.468750 Penalty: 1972.597168 Iteration 0F: 2 clusters Score -334058.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -330924.343750 Penalty: 3945.194336 Iteration 0F: 3 clusters Score -330924.3 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -331577.781250 Penalty: 3945.194336 Iteration 1F: 3 clusters Score -331577.8 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -331759.656250 Penalty: 3945.194336 Iteration 2F: 3 clusters Score -331759.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -331925.312500 Penalty: 3945.194336 Iteration 3F: 3 clusters Score -331925.3 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -332101.437500 Penalty: 3945.194336 Iteration 4F: 3 clusters Score -332101.4 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -332275.000000 Penalty: 3945.194336 Iteration 5F: 3 clusters Score -332275 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -332444.093750 Penalty: 3945.194336 Iteration 6F: 3 clusters Score -332444.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -332606.843750 Penalty: 3945.194336 Iteration 7Q: 3 clusters Score -332606.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -332741.812500 Penalty: 3945.194336 Iteration 8Q: 3 clusters Score -332741.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -332878.031250 Penalty: 3945.194336 Iteration 9Q: 3 clusters Score -332878 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -332991.062500 Penalty: 3945.194336 Iteration 10Q: 3 clusters Score -332991.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -333075.718750 Penalty: 3945.194336 Iteration 11Q: 3 clusters Score -333075.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -333128.125000 Penalty: 3945.194336 Iteration 12Q: 3 clusters Score -333128.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -333157.656250 Penalty: 3945.194336 Iteration 13Q: 3 clusters Score -333157.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -333177.093750 Penalty: 3945.194336 Iteration 14Q: 3 clusters Score -333177.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -333187.625000 Penalty: 3945.194336 Iteration 15Q: 3 clusters Score -333187.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -333193.843750 Penalty: 3945.194336 Iteration 16Q: 3 clusters Score -333193.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -333197.281250 Penalty: 3945.194336 Iteration 17Q: 3 clusters Score -333197.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -333202.218750 Penalty: 3945.194336 Iteration 18Q: 3 clusters Score -333202.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -333203.343750 Penalty: 3945.194336 Iteration 19Q: 3 clusters Score -333203.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -333204.937500 Penalty: 3945.194336 Iteration 20F: 3 clusters Score -333204.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -333207.093750 Penalty: 3945.194336 Iteration 21Q: 3 clusters Score -333207.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -333210.000000 Penalty: 3945.194336 Iteration 22Q: 3 clusters Score -333210 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -333212.437500 Penalty: 3945.194336 Iteration 23Q: 3 clusters Score -333212.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -333215.218750 Penalty: 3945.194336 Iteration 24Q: 3 clusters Score -333215.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -333216.843750 Penalty: 3945.194336 Iteration 25Q: 3 clusters Score -333216.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -333218.687500 Penalty: 3945.194336 Iteration 26Q: 3 clusters Score -333218.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -333224.312500 Penalty: 3945.194336 Iteration 27Q: 3 clusters Score -333224.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -333227.812500 Penalty: 3945.194336 Iteration 28Q: 3 clusters Score -333227.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -333229.718750 Penalty: 3945.194336 Iteration 29Q: 3 clusters Score -333229.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -333231.781250 Penalty: 3945.194336 Iteration 30Q: 3 clusters Score -333231.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -333233.156250 Penalty: 3945.194336 Iteration 31Q: 3 clusters Score -333233.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -333233.156250 Penalty: 3945.194336 Iteration 32F: 3 clusters Score -333233.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (13077 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13077 members Entering Unmasked Estep Score: -1667075.125000 Penalty: 2350.695312 Iteration 0F: 2 clusters Score -1667075 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 6503 members Entering Unmasked Estep Score: -1657342.750000 Penalty: 4701.390625 Iteration 0F: 3 clusters Score -1657343 nChanged 5612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6496 members Mstep: Class 2 contains 6581 members Entering Unmasked Estep Score: -1660449.625000 Penalty: 4701.390625 Iteration 1F: 3 clusters Score -1660450 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6453 members Mstep: Class 2 contains 6624 members Entering Unmasked Estep Score: -1660957.625000 Penalty: 4701.390625 Iteration 2F: 3 clusters Score -1660958 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6390 members Mstep: Class 2 contains 6687 members Entering Unmasked Estep Score: -1661522.750000 Penalty: 4701.390625 Iteration 3F: 3 clusters Score -1661523 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6253 members Mstep: Class 2 contains 6824 members Entering Unmasked Estep Score: -1662147.250000 Penalty: 4701.390625 Iteration 4F: 3 clusters Score -1662147 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6102 members Mstep: Class 2 contains 6975 members Entering Unmasked Estep Score: -1662765.875000 Penalty: 4701.390625 Iteration 5F: 3 clusters Score -1662766 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 7192 members Entering Unmasked Estep Score: -1663358.125000 Penalty: 4701.390625 Iteration 6F: 3 clusters Score -1663358 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 7426 members Entering Unmasked Estep Score: -1663948.250000 Penalty: 4701.390625 Iteration 7F: 3 clusters Score -1663948 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 7651 members Entering Unmasked Estep Score: -1664547.750000 Penalty: 4701.390625 Iteration 8F: 3 clusters Score -1664548 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5330 members Mstep: Class 2 contains 7747 members Entering Unmasked Estep Score: -1665064.875000 Penalty: 4701.390625 Iteration 9Q: 3 clusters Score -1665065 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5308 members Mstep: Class 2 contains 7769 members Entering Unmasked Estep Score: -1665465.375000 Penalty: 4701.390625 Iteration 10Q: 3 clusters Score -1665465 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 7700 members Entering Unmasked Estep Score: -1665767.375000 Penalty: 4701.390625 Iteration 11Q: 3 clusters Score -1665767 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5505 members Mstep: Class 2 contains 7572 members Entering Unmasked Estep Score: -1665981.625000 Penalty: 4701.390625 Iteration 12Q: 3 clusters Score -1665982 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5655 members Mstep: Class 2 contains 7422 members Entering Unmasked Estep Score: -1666196.250000 Penalty: 4701.390625 Iteration 13Q: 3 clusters Score -1666196 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5882 members Mstep: Class 2 contains 7195 members Entering Unmasked Estep Score: -1666506.125000 Penalty: 4701.390625 Iteration 14Q: 3 clusters Score -1666506 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6177 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -1666882.625000 Penalty: 4701.390625 Iteration 15Q: 3 clusters Score -1666883 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6458 members Mstep: Class 2 contains 6619 members Entering Unmasked Estep Score: -1667171.500000 Penalty: 4701.390625 Iteration 16Q: 3 clusters Score -1667172 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6661 members Mstep: Class 2 contains 6416 members Entering Unmasked Estep Score: -1667317.125000 Penalty: 4701.390625 Iteration 17Q: 3 clusters Score -1667317 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6814 members Mstep: Class 2 contains 6263 members Entering Unmasked Estep Score: -1667402.250000 Penalty: 4701.390625 Iteration 18Q: 3 clusters Score -1667402 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6923 members Mstep: Class 2 contains 6154 members Entering Unmasked Estep Score: -1667441.750000 Penalty: 4701.390625 Iteration 19Q: 3 clusters Score -1667442 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7013 members Mstep: Class 2 contains 6064 members Entering Unmasked Estep Score: -1667470.750000 Penalty: 4701.390625 Iteration 20F: 3 clusters Score -1667471 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7072 members Mstep: Class 2 contains 6005 members Entering Unmasked Estep Score: -1667484.750000 Penalty: 4701.390625 Iteration 21Q: 3 clusters Score -1667485 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 5966 members Entering Unmasked Estep Score: -1667490.250000 Penalty: 4701.390625 Iteration 22Q: 3 clusters Score -1667490 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7136 members Mstep: Class 2 contains 5941 members Entering Unmasked Estep Score: -1667496.500000 Penalty: 4701.390625 Iteration 23Q: 3 clusters Score -1667496 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7156 members Mstep: Class 2 contains 5921 members Entering Unmasked Estep Score: -1667501.750000 Penalty: 4701.390625 Iteration 24Q: 3 clusters Score -1667502 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7175 members Mstep: Class 2 contains 5902 members Entering Unmasked Estep Score: -1667505.000000 Penalty: 4701.390625 Iteration 25Q: 3 clusters Score -1667505 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7187 members Mstep: Class 2 contains 5890 members Entering Unmasked Estep Score: -1667503.625000 Penalty: 4701.390625 Iteration 26Q: 3 clusters Score -1667504 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7199 members Mstep: Class 2 contains 5878 members Entering Unmasked Estep Score: -1667504.000000 Penalty: 4701.390625 Iteration 27Q: 3 clusters Score -1667504 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7207 members Mstep: Class 2 contains 5870 members Entering Unmasked Estep Score: -1667506.875000 Penalty: 4701.390625 Iteration 28Q: 3 clusters Score -1667507 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7211 members Mstep: Class 2 contains 5866 members Entering Unmasked Estep Score: -1667505.250000 Penalty: 4701.390625 Iteration 29Q: 3 clusters Score -1667505 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7216 members Mstep: Class 2 contains 5861 members Entering Unmasked Estep Score: -1667508.250000 Penalty: 4701.390625 Iteration 30Q: 3 clusters Score -1667508 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7220 members Mstep: Class 2 contains 5857 members Entering Unmasked Estep Score: -1667508.250000 Penalty: 4701.390625 Iteration 31Q: 3 clusters Score -1667508 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7221 members Mstep: Class 2 contains 5856 members Entering Unmasked Estep Score: -1667510.250000 Penalty: 4701.390625 Iteration 32Q: 3 clusters Score -1667510 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7222 members Mstep: Class 2 contains 5855 members Entering Unmasked Estep Score: -1667511.625000 Penalty: 4701.390625 Iteration 33Q: 3 clusters Score -1667512 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7225 members Mstep: Class 2 contains 5852 members Entering Unmasked Estep Score: -1667511.125000 Penalty: 4701.390625 Iteration 34Q: 3 clusters Score -1667511 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7226 members Mstep: Class 2 contains 5851 members Entering Unmasked Estep Score: -1667511.375000 Penalty: 4701.390625 Iteration 35Q: 3 clusters Score -1667511 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7229 members Mstep: Class 2 contains 5848 members Entering Unmasked Estep Score: -1667514.250000 Penalty: 4701.390625 Iteration 36Q: 3 clusters Score -1667514 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7231 members Mstep: Class 2 contains 5846 members Entering Unmasked Estep Score: -1667510.625000 Penalty: 4701.390625 Iteration 37Q: 3 clusters Score -1667511 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7232 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -1667509.875000 Penalty: 4701.390625 Iteration 38Q: 3 clusters Score -1667510 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7232 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -1667509.875000 Penalty: 4701.390625 Iteration 39F: 3 clusters Score -1667510 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 93 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 536 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 7232 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 688 members Mstep: Class 23 contains 5845 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep Score: -55437696.000000 Penalty: 77460.750000 Splitting cluster 19 changes total score from -55438112.000000 to -55437696.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 20 (583 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Entering Unmasked Estep Score: -70527.367188 Penalty: 1579.310303 Iteration 0F: 2 clusters Score -70527.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -68946.156250 Penalty: 3158.620605 Iteration 0F: 3 clusters Score -68946.16 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -69108.968750 Penalty: 3158.620605 Iteration 1F: 3 clusters Score -69108.97 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -69166.351562 Penalty: 3158.620605 Iteration 2Q: 3 clusters Score -69166.35 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -69199.468750 Penalty: 3158.620605 Iteration 3Q: 3 clusters Score -69199.47 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -69211.796875 Penalty: 3158.620605 Iteration 4Q: 3 clusters Score -69211.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -69214.226562 Penalty: 3158.620605 Iteration 5Q: 3 clusters Score -69214.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -69214.859375 Penalty: 3158.620605 Iteration 6Q: 3 clusters Score -69214.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -69215.687500 Penalty: 3158.620605 Iteration 7Q: 3 clusters Score -69215.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -69215.687500 Penalty: 3158.620605 Iteration 8F: 3 clusters Score -69215.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2050 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Entering Unmasked Estep Score: -252607.843750 Penalty: 1891.147583 Iteration 0F: 2 clusters Score -252607.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -249944.578125 Penalty: 3782.295166 Iteration 0F: 3 clusters Score -249944.6 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -250391.203125 Penalty: 3782.295166 Iteration 1F: 3 clusters Score -250391.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -250541.531250 Penalty: 3782.295166 Iteration 2F: 3 clusters Score -250541.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -250637.218750 Penalty: 3782.295166 Iteration 3Q: 3 clusters Score -250637.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -250736.125000 Penalty: 3782.295166 Iteration 4Q: 3 clusters Score -250736.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -250865.531250 Penalty: 3782.295166 Iteration 5Q: 3 clusters Score -250865.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -250985.187500 Penalty: 3782.295166 Iteration 6Q: 3 clusters Score -250985.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -251079.312500 Penalty: 3782.295166 Iteration 7Q: 3 clusters Score -251079.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -251144.156250 Penalty: 3782.295166 Iteration 8Q: 3 clusters Score -251144.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -251202.484375 Penalty: 3782.295166 Iteration 9Q: 3 clusters Score -251202.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -251245.953125 Penalty: 3782.295166 Iteration 10Q: 3 clusters Score -251246 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -251284.796875 Penalty: 3782.295166 Iteration 11Q: 3 clusters Score -251284.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -251328.234375 Penalty: 3782.295166 Iteration 12Q: 3 clusters Score -251328.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -251369.890625 Penalty: 3782.295166 Iteration 13Q: 3 clusters Score -251369.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -251417.156250 Penalty: 3782.295166 Iteration 14Q: 3 clusters Score -251417.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -251471.062500 Penalty: 3782.295166 Iteration 15Q: 3 clusters Score -251471.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -251521.890625 Penalty: 3782.295166 Iteration 16Q: 3 clusters Score -251521.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -251560.062500 Penalty: 3782.295166 Iteration 17Q: 3 clusters Score -251560.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -251584.125000 Penalty: 3782.295166 Iteration 18Q: 3 clusters Score -251584.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -251601.828125 Penalty: 3782.295166 Iteration 19Q: 3 clusters Score -251601.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -251618.421875 Penalty: 3782.295166 Iteration 20F: 3 clusters Score -251618.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -251629.671875 Penalty: 3782.295166 Iteration 21Q: 3 clusters Score -251629.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -251639.968750 Penalty: 3782.295166 Iteration 22Q: 3 clusters Score -251640 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -251647.484375 Penalty: 3782.295166 Iteration 23Q: 3 clusters Score -251647.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -251657.406250 Penalty: 3782.295166 Iteration 24Q: 3 clusters Score -251657.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -251668.500000 Penalty: 3782.295166 Iteration 25Q: 3 clusters Score -251668.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -251674.921875 Penalty: 3782.295166 Iteration 26Q: 3 clusters Score -251674.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -251680.531250 Penalty: 3782.295166 Iteration 27Q: 3 clusters Score -251680.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -251681.640625 Penalty: 3782.295166 Iteration 28Q: 3 clusters Score -251681.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -251681.640625 Penalty: 3782.295166 Iteration 29F: 3 clusters Score -251681.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (688 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Entering Unmasked Estep Score: -70265.343750 Penalty: 1620.379639 Iteration 0F: 2 clusters Score -70265.34 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 356 members Entering Unmasked Estep Score: -68620.960938 Penalty: 3240.759277 Iteration 0F: 3 clusters Score -68620.96 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -69000.765625 Penalty: 3240.759277 Iteration 1F: 3 clusters Score -69000.77 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -69279.820312 Penalty: 3240.759277 Iteration 2F: 3 clusters Score -69279.82 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -69453.851562 Penalty: 3240.759277 Iteration 3F: 3 clusters Score -69453.85 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -69538.960938 Penalty: 3240.759277 Iteration 4Q: 3 clusters Score -69538.96 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -69641.875000 Penalty: 3240.759277 Iteration 5Q: 3 clusters Score -69641.88 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -69720.351562 Penalty: 3240.759277 Iteration 6Q: 3 clusters Score -69720.35 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -69764.820312 Penalty: 3240.759277 Iteration 7Q: 3 clusters Score -69764.82 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -69808.195312 Penalty: 3240.759277 Iteration 8Q: 3 clusters Score -69808.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -69867.476562 Penalty: 3240.759277 Iteration 9Q: 3 clusters Score -69867.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -69878.070312 Penalty: 3240.759277 Iteration 10Q: 3 clusters Score -69878.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -69879.828125 Penalty: 3240.759277 Iteration 11Q: 3 clusters Score -69879.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -69880.898438 Penalty: 3240.759277 Iteration 12Q: 3 clusters Score -69880.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -69880.898438 Penalty: 3240.759277 Iteration 13F: 3 clusters Score -69880.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (9492 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9492 members Entering Unmasked Estep Score: -1212896.375000 Penalty: 2271.234863 Iteration 0F: 2 clusters Score -1212896 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 4698 members Entering Unmasked Estep Score: -1205541.500000 Penalty: 4542.469727 Iteration 0F: 3 clusters Score -1205542 nChanged 3923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -1207682.250000 Penalty: 4542.469727 Iteration 1F: 3 clusters Score -1207682 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -1208000.875000 Penalty: 4542.469727 Iteration 2F: 3 clusters Score -1208001 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5152 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -1208213.500000 Penalty: 4542.469727 Iteration 3F: 3 clusters Score -1208214 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5269 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -1208400.500000 Penalty: 4542.469727 Iteration 4Q: 3 clusters Score -1208400 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5408 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -1208554.500000 Penalty: 4542.469727 Iteration 5Q: 3 clusters Score -1208554 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5576 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -1208700.625000 Penalty: 4542.469727 Iteration 6Q: 3 clusters Score -1208701 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -1208837.375000 Penalty: 4542.469727 Iteration 7Q: 3 clusters Score -1208837 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5974 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -1208963.875000 Penalty: 4542.469727 Iteration 8Q: 3 clusters Score -1208964 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6198 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -1209085.250000 Penalty: 4542.469727 Iteration 9Q: 3 clusters Score -1209085 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6432 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -1209223.875000 Penalty: 4542.469727 Iteration 10Q: 3 clusters Score -1209224 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6696 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -1209376.875000 Penalty: 4542.469727 Iteration 11Q: 3 clusters Score -1209377 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6965 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -1209540.375000 Penalty: 4542.469727 Iteration 12Q: 3 clusters Score -1209540 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7214 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -1209682.500000 Penalty: 4542.469727 Iteration 13Q: 3 clusters Score -1209682 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7451 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -1209812.875000 Penalty: 4542.469727 Iteration 14Q: 3 clusters Score -1209813 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7675 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -1209948.375000 Penalty: 4542.469727 Iteration 15Q: 3 clusters Score -1209948 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7886 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -1210079.750000 Penalty: 4542.469727 Iteration 16Q: 3 clusters Score -1210080 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8064 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -1210185.000000 Penalty: 4542.469727 Iteration 17Q: 3 clusters Score -1210185 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8211 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -1210280.250000 Penalty: 4542.469727 Iteration 18Q: 3 clusters Score -1210280 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8337 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -1210364.250000 Penalty: 4542.469727 Iteration 19Q: 3 clusters Score -1210364 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8456 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -1210448.625000 Penalty: 4542.469727 Iteration 20F: 3 clusters Score -1210449 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8560 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -1210522.125000 Penalty: 4542.469727 Iteration 21Q: 3 clusters Score -1210522 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8645 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -1210586.000000 Penalty: 4542.469727 Iteration 22Q: 3 clusters Score -1210586 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8721 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -1210644.500000 Penalty: 4542.469727 Iteration 23Q: 3 clusters Score -1210644 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8783 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -1210690.500000 Penalty: 4542.469727 Iteration 24Q: 3 clusters Score -1210690 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8833 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -1210729.000000 Penalty: 4542.469727 Iteration 25Q: 3 clusters Score -1210729 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8873 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -1210757.375000 Penalty: 4542.469727 Iteration 26Q: 3 clusters Score -1210757 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8910 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -1210785.375000 Penalty: 4542.469727 Iteration 27Q: 3 clusters Score -1210785 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8938 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -1210808.375000 Penalty: 4542.469727 Iteration 28Q: 3 clusters Score -1210808 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8956 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -1210822.000000 Penalty: 4542.469727 Iteration 29Q: 3 clusters Score -1210822 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8968 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -1210834.375000 Penalty: 4542.469727 Iteration 30Q: 3 clusters Score -1210834 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8978 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -1210839.000000 Penalty: 4542.469727 Iteration 31Q: 3 clusters Score -1210839 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8987 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -1210851.750000 Penalty: 4542.469727 Iteration 32Q: 3 clusters Score -1210852 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8996 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -1210863.625000 Penalty: 4542.469727 Iteration 33Q: 3 clusters Score -1210864 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9007 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -1210879.375000 Penalty: 4542.469727 Iteration 34Q: 3 clusters Score -1210879 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9018 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -1210888.375000 Penalty: 4542.469727 Iteration 35Q: 3 clusters Score -1210888 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9025 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -1210899.250000 Penalty: 4542.469727 Iteration 36Q: 3 clusters Score -1210899 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9031 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -1210900.875000 Penalty: 4542.469727 Iteration 37Q: 3 clusters Score -1210901 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9031 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -1210902.625000 Penalty: 4542.469727 Iteration 38Q: 3 clusters Score -1210903 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9031 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -1210906.625000 Penalty: 4542.469727 Iteration 39Q: 3 clusters Score -1210907 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9032 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -1210906.125000 Penalty: 4542.469727 Iteration 40F: 3 clusters Score -1210906 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9035 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -1210906.625000 Penalty: 4542.469727 Iteration 41Q: 3 clusters Score -1210907 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9035 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -1210906.625000 Penalty: 4542.469727 Iteration 42F: 3 clusters Score -1210907 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 93 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 536 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 688 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55438128.000000 Penalty: 74233.218750 Iteration 119Q: 24 clusters Score -5.543813e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 93 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 535 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 689 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55438780.000000 Penalty: 74233.218750 Iteration 120F: 24 clusters Score -5.543878e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 555 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 688 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55439588.000000 Penalty: 74233.218750 Iteration 121Q: 24 clusters Score -5.543959e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 555 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 689 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55439652.000000 Penalty: 74233.218750 Iteration 122Q: 24 clusters Score -5.543965e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 549 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 695 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55439684.000000 Penalty: 74233.218750 Iteration 123Q: 24 clusters Score -5.543968e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 545 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 699 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55439720.000000 Penalty: 74233.218750 Iteration 124Q: 24 clusters Score -5.543972e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 539 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 705 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55439732.000000 Penalty: 74233.218750 Iteration 125Q: 24 clusters Score -5.543973e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 534 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 710 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55439700.000000 Penalty: 74233.218750 Iteration 126Q: 24 clusters Score -5.54397e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 527 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 717 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55439760.000000 Penalty: 74233.218750 Iteration 127Q: 24 clusters Score -5.543976e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 517 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 727 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55439752.000000 Penalty: 74233.218750 Iteration 128Q: 24 clusters Score -5.543975e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 510 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 734 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55439776.000000 Penalty: 74233.218750 Iteration 129Q: 24 clusters Score -5.543978e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 508 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 736 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55439756.000000 Penalty: 74233.218750 Iteration 130Q: 24 clusters Score -5.543976e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 508 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 736 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55440392.000000 Penalty: 74233.218750 Iteration 131F: 24 clusters Score -5.544039e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 516 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 743 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55440952.000000 Penalty: 74233.218750 Iteration 132Q: 24 clusters Score -5.544095e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 506 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 754 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55441108.000000 Penalty: 74233.218750 Iteration 133Q: 24 clusters Score -5.544111e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 503 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 757 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55441172.000000 Penalty: 74233.218750 Iteration 134Q: 24 clusters Score -5.544117e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 499 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 761 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55441180.000000 Penalty: 74233.218750 Iteration 135Q: 24 clusters Score -5.544118e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 497 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 763 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55441196.000000 Penalty: 74233.218750 Iteration 136Q: 24 clusters Score -5.54412e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 495 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 765 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55441196.000000 Penalty: 74233.218750 Iteration 137Q: 24 clusters Score -5.54412e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 493 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 767 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55441196.000000 Penalty: 74233.218750 Iteration 138Q: 24 clusters Score -5.54412e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 491 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 769 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55441188.000000 Penalty: 74233.218750 Iteration 139Q: 24 clusters Score -5.544119e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 490 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 770 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55441236.000000 Penalty: 74233.218750 Iteration 140F: 24 clusters Score -5.544124e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 489 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 773 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55441292.000000 Penalty: 74233.218750 Iteration 141Q: 24 clusters Score -5.544129e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 487 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 776 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55441240.000000 Penalty: 74233.218750 Iteration 142Q: 24 clusters Score -5.544124e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 482 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 781 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55441260.000000 Penalty: 74233.218750 Iteration 143Q: 24 clusters Score -5.544126e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 476 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 787 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55441268.000000 Penalty: 74233.218750 Iteration 144Q: 24 clusters Score -5.544127e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 465 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 798 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55441308.000000 Penalty: 74233.218750 Iteration 145Q: 24 clusters Score -5.544131e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 450 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 813 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55441436.000000 Penalty: 74233.218750 Iteration 146Q: 24 clusters Score -5.544144e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 437 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 826 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55441612.000000 Penalty: 74233.218750 Iteration 147Q: 24 clusters Score -5.544161e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 430 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 833 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55441912.000000 Penalty: 74233.218750 Iteration 148Q: 24 clusters Score -5.544191e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 429 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 834 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55441936.000000 Penalty: 74233.218750 Iteration 149Q: 24 clusters Score -5.544194e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 428 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 835 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55441932.000000 Penalty: 74233.218750 Iteration 150Q: 24 clusters Score -5.544193e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 428 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 835 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep ConsiderDeletion Score: -55441932.000000 Penalty: 74233.218750 Iteration 151F: 24 clusters Score -5.544193e+07 nChanged 0 Entering ConstructFrom: Score: -55441932.000000 Penalty: 74233.218750 Entering ConstructFrom: Trying to split cluster 1 (221 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Entering Unmasked Estep Score: -24388.507812 Penalty: 1338.744385 Iteration 0F: 2 clusters Score -24388.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -23235.216797 Penalty: 2677.488770 Iteration 0F: 3 clusters Score -23235.22 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -23324.492188 Penalty: 2677.488770 Iteration 1F: 3 clusters Score -23324.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -23326.988281 Penalty: 2677.488770 Iteration 2Q: 3 clusters Score -23326.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -23326.988281 Penalty: 2677.488770 Iteration 3F: 3 clusters Score -23326.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (627 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Entering Unmasked Estep Score: -74454.132812 Penalty: 1597.354736 Iteration 0F: 2 clusters Score -74454.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -72841.000000 Penalty: 3194.709473 Iteration 0F: 3 clusters Score -72841 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -73021.335938 Penalty: 3194.709473 Iteration 1F: 3 clusters Score -73021.34 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -73078.843750 Penalty: 3194.709473 Iteration 2Q: 3 clusters Score -73078.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -73107.531250 Penalty: 3194.709473 Iteration 3Q: 3 clusters Score -73107.53 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -73145.914062 Penalty: 3194.709473 Iteration 4Q: 3 clusters Score -73145.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -73158.835938 Penalty: 3194.709473 Iteration 5Q: 3 clusters Score -73158.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -73160.789062 Penalty: 3194.709473 Iteration 6Q: 3 clusters Score -73160.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -73162.281250 Penalty: 3194.709473 Iteration 7Q: 3 clusters Score -73162.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -73168.460938 Penalty: 3194.709473 Iteration 8Q: 3 clusters Score -73168.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -73174.320312 Penalty: 3194.709473 Iteration 9Q: 3 clusters Score -73174.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -73174.953125 Penalty: 3194.709473 Iteration 10Q: 3 clusters Score -73174.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -73174.953125 Penalty: 3194.709473 Iteration 11F: 3 clusters Score -73174.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (50223 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50223 members Entering Unmasked Estep Score: -6425113.500000 Penalty: 2684.408691 Iteration 0F: 2 clusters Score -6425114 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25053 members Mstep: Class 2 contains 25170 members Entering Unmasked Estep Score: -6391231.500000 Penalty: 5368.817383 Iteration 0F: 3 clusters Score -6391232 nChanged 23091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24584 members Mstep: Class 2 contains 25639 members Entering Unmasked Estep Score: -6403921.500000 Penalty: 5368.817383 Iteration 1F: 3 clusters Score -6403922 nChanged 1809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24451 members Mstep: Class 2 contains 25772 members Entering Unmasked Estep Score: -6404372.000000 Penalty: 5368.817383 Iteration 2Q: 3 clusters Score -6404372 nChanged 1671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24266 members Mstep: Class 2 contains 25957 members Entering Unmasked Estep Score: -6404731.000000 Penalty: 5368.817383 Iteration 3Q: 3 clusters Score -6404731 nChanged 1469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24043 members Mstep: Class 2 contains 26180 members Entering Unmasked Estep Score: -6405011.500000 Penalty: 5368.817383 Iteration 4Q: 3 clusters Score -6405012 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23662 members Mstep: Class 2 contains 26561 members Entering Unmasked Estep Score: -6405312.500000 Penalty: 5368.817383 Iteration 5Q: 3 clusters Score -6405312 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23157 members Mstep: Class 2 contains 27066 members Entering Unmasked Estep Score: -6405604.000000 Penalty: 5368.817383 Iteration 6Q: 3 clusters Score -6405604 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22414 members Mstep: Class 2 contains 27809 members Entering Unmasked Estep Score: -6405877.000000 Penalty: 5368.817383 Iteration 7Q: 3 clusters Score -6405877 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21422 members Mstep: Class 2 contains 28801 members Entering Unmasked Estep Score: -6406229.500000 Penalty: 5368.817383 Iteration 8Q: 3 clusters Score -6406230 nChanged 1579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20031 members Mstep: Class 2 contains 30192 members Entering Unmasked Estep Score: -6406773.500000 Penalty: 5368.817383 Iteration 9Q: 3 clusters Score -6406774 nChanged 1971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18146 members Mstep: Class 2 contains 32077 members Entering Unmasked Estep Score: -6407638.500000 Penalty: 5368.817383 Iteration 10Q: 3 clusters Score -6407638 nChanged 2508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15678 members Mstep: Class 2 contains 34545 members Entering Unmasked Estep Score: -6409062.500000 Penalty: 5368.817383 Iteration 11Q: 3 clusters Score -6409062 nChanged 3228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12464 members Mstep: Class 2 contains 37759 members Entering Unmasked Estep Score: -6411347.500000 Penalty: 5368.817383 Iteration 12F: 3 clusters Score -6411348 nChanged 3662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8806 members Mstep: Class 2 contains 41417 members Entering Unmasked Estep Score: -6414462.000000 Penalty: 5368.817383 Iteration 13F: 3 clusters Score -6414462 nChanged 3429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 44846 members Entering Unmasked Estep Score: -6417627.000000 Penalty: 5368.817383 Iteration 14F: 3 clusters Score -6417627 nChanged 2643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 47487 members Entering Unmasked Estep Score: -6420208.500000 Penalty: 5368.817383 Iteration 15F: 3 clusters Score -6420208 nChanged 1521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 49004 members Entering Unmasked Estep Score: -6421664.000000 Penalty: 5368.817383 Iteration 16Q: 3 clusters Score -6421664 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 49651 members Entering Unmasked Estep Score: -6422280.500000 Penalty: 5368.817383 Iteration 17Q: 3 clusters Score -6422280 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 49866 members Entering Unmasked Estep Score: -6422520.500000 Penalty: 5368.817383 Iteration 18Q: 3 clusters Score -6422520 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 49951 members Entering Unmasked Estep Score: -6422630.500000 Penalty: 5368.817383 Iteration 19Q: 3 clusters Score -6422630 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 49986 members Entering Unmasked Estep Score: -6422710.000000 Penalty: 5368.817383 Iteration 20F: 3 clusters Score -6422710 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 50011 members Entering Unmasked Estep Score: -6422765.000000 Penalty: 5368.817383 Iteration 21Q: 3 clusters Score -6422765 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 50019 members Entering Unmasked Estep Score: -6422782.500000 Penalty: 5368.817383 Iteration 22Q: 3 clusters Score -6422782 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 50022 members Entering Unmasked Estep Score: -6422786.500000 Penalty: 5368.817383 Iteration 23Q: 3 clusters Score -6422786 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 50024 members Entering Unmasked Estep Score: -6422793.000000 Penalty: 5368.817383 Iteration 24Q: 3 clusters Score -6422793 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 50025 members Entering Unmasked Estep Score: -6422798.000000 Penalty: 5368.817383 Iteration 25Q: 3 clusters Score -6422798 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 50025 members Entering Unmasked Estep Score: -6422798.000000 Penalty: 5368.817383 Iteration 26F: 3 clusters Score -6422798 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (5080 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5080 members Entering Unmasked Estep Score: -647533.562500 Penalty: 2116.200439 Iteration 0F: 2 clusters Score -647533.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -643010.125000 Penalty: 4232.400879 Iteration 0F: 3 clusters Score -643010.1 nChanged 1919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -644052.437500 Penalty: 4232.400879 Iteration 1F: 3 clusters Score -644052.4 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -644246.125000 Penalty: 4232.400879 Iteration 2F: 3 clusters Score -644246.1 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -644395.000000 Penalty: 4232.400879 Iteration 3Q: 3 clusters Score -644395 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -644509.500000 Penalty: 4232.400879 Iteration 4Q: 3 clusters Score -644509.5 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -644590.250000 Penalty: 4232.400879 Iteration 5Q: 3 clusters Score -644590.2 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -644654.000000 Penalty: 4232.400879 Iteration 6Q: 3 clusters Score -644654 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -644705.625000 Penalty: 4232.400879 Iteration 7Q: 3 clusters Score -644705.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -644746.062500 Penalty: 4232.400879 Iteration 8Q: 3 clusters Score -644746.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -644774.687500 Penalty: 4232.400879 Iteration 9Q: 3 clusters Score -644774.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -644802.187500 Penalty: 4232.400879 Iteration 10Q: 3 clusters Score -644802.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -644830.375000 Penalty: 4232.400879 Iteration 11Q: 3 clusters Score -644830.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -644860.500000 Penalty: 4232.400879 Iteration 12Q: 3 clusters Score -644860.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -644883.437500 Penalty: 4232.400879 Iteration 13Q: 3 clusters Score -644883.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -644909.625000 Penalty: 4232.400879 Iteration 14Q: 3 clusters Score -644909.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -644933.937500 Penalty: 4232.400879 Iteration 15Q: 3 clusters Score -644933.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -644955.562500 Penalty: 4232.400879 Iteration 16Q: 3 clusters Score -644955.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -644973.125000 Penalty: 4232.400879 Iteration 17Q: 3 clusters Score -644973.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -644991.187500 Penalty: 4232.400879 Iteration 18Q: 3 clusters Score -644991.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -645013.937500 Penalty: 4232.400879 Iteration 19Q: 3 clusters Score -645013.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -645039.375000 Penalty: 4232.400879 Iteration 20F: 3 clusters Score -645039.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -645071.562500 Penalty: 4232.400879 Iteration 21Q: 3 clusters Score -645071.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -645100.062500 Penalty: 4232.400879 Iteration 22Q: 3 clusters Score -645100.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -645131.687500 Penalty: 4232.400879 Iteration 23Q: 3 clusters Score -645131.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -645168.750000 Penalty: 4232.400879 Iteration 24Q: 3 clusters Score -645168.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -645209.937500 Penalty: 4232.400879 Iteration 25Q: 3 clusters Score -645209.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -645259.312500 Penalty: 4232.400879 Iteration 26Q: 3 clusters Score -645259.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -645310.375000 Penalty: 4232.400879 Iteration 27Q: 3 clusters Score -645310.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -645368.812500 Penalty: 4232.400879 Iteration 28Q: 3 clusters Score -645368.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -645427.687500 Penalty: 4232.400879 Iteration 29Q: 3 clusters Score -645427.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -645475.375000 Penalty: 4232.400879 Iteration 30Q: 3 clusters Score -645475.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -645504.625000 Penalty: 4232.400879 Iteration 31Q: 3 clusters Score -645504.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -645523.750000 Penalty: 4232.400879 Iteration 32Q: 3 clusters Score -645523.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -645545.125000 Penalty: 4232.400879 Iteration 33Q: 3 clusters Score -645545.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -645567.750000 Penalty: 4232.400879 Iteration 34Q: 3 clusters Score -645567.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -645589.625000 Penalty: 4232.400879 Iteration 35Q: 3 clusters Score -645589.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -645616.187500 Penalty: 4232.400879 Iteration 36Q: 3 clusters Score -645616.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -645644.312500 Penalty: 4232.400879 Iteration 37Q: 3 clusters Score -645644.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -645662.812500 Penalty: 4232.400879 Iteration 38Q: 3 clusters Score -645662.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -645681.000000 Penalty: 4232.400879 Iteration 39Q: 3 clusters Score -645681 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -645693.500000 Penalty: 4232.400879 Iteration 40F: 3 clusters Score -645693.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -645701.250000 Penalty: 4232.400879 Iteration 41Q: 3 clusters Score -645701.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -645702.750000 Penalty: 4232.400879 Iteration 42Q: 3 clusters Score -645702.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 4078 members Entering Unmasked Estep Score: -645705.625000 Penalty: 4232.400879 Iteration 43Q: 3 clusters Score -645705.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -645706.812500 Penalty: 4232.400879 Iteration 44Q: 3 clusters Score -645706.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -645709.125000 Penalty: 4232.400879 Iteration 45Q: 3 clusters Score -645709.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -645710.500000 Penalty: 4232.400879 Iteration 46Q: 3 clusters Score -645710.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 4106 members Entering Unmasked Estep Score: -645721.187500 Penalty: 4232.400879 Iteration 47Q: 3 clusters Score -645721.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -645734.312500 Penalty: 4232.400879 Iteration 48Q: 3 clusters Score -645734.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -645742.687500 Penalty: 4232.400879 Iteration 49Q: 3 clusters Score -645742.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -645751.000000 Penalty: 4232.400879 Iteration 50Q: 3 clusters Score -645751 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -645757.312500 Penalty: 4232.400879 Iteration 51Q: 3 clusters Score -645757.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -645763.125000 Penalty: 4232.400879 Iteration 52Q: 3 clusters Score -645763.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -645766.625000 Penalty: 4232.400879 Iteration 53Q: 3 clusters Score -645766.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -645768.250000 Penalty: 4232.400879 Iteration 54Q: 3 clusters Score -645768.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -645767.687500 Penalty: 4232.400879 Iteration 55Q: 3 clusters Score -645767.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -645769.062500 Penalty: 4232.400879 Iteration 56Q: 3 clusters Score -645769.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -645769.062500 Penalty: 4232.400879 Iteration 57F: 3 clusters Score -645769.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (9632 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9632 members Entering Unmasked Estep Score: -1228630.625000 Penalty: 2274.865723 Iteration 0F: 2 clusters Score -1228631 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 4820 members Entering Unmasked Estep Score: -1221195.750000 Penalty: 4549.731445 Iteration 0F: 3 clusters Score -1221196 nChanged 4033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4861 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -1223445.250000 Penalty: 4549.731445 Iteration 1F: 3 clusters Score -1223445 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -1223961.250000 Penalty: 4549.731445 Iteration 2F: 3 clusters Score -1223961 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5156 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -1224496.500000 Penalty: 4549.731445 Iteration 3F: 3 clusters Score -1224496 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -1225146.125000 Penalty: 4549.731445 Iteration 4F: 3 clusters Score -1225146 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -1225765.875000 Penalty: 4549.731445 Iteration 5F: 3 clusters Score -1225766 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6228 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -1226248.375000 Penalty: 4549.731445 Iteration 6F: 3 clusters Score -1226248 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6625 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -1226629.375000 Penalty: 4549.731445 Iteration 7F: 3 clusters Score -1226629 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6986 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -1226893.375000 Penalty: 4549.731445 Iteration 8Q: 3 clusters Score -1226893 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7287 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -1227082.250000 Penalty: 4549.731445 Iteration 9Q: 3 clusters Score -1227082 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7526 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -1227226.250000 Penalty: 4549.731445 Iteration 10Q: 3 clusters Score -1227226 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7738 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -1227351.625000 Penalty: 4549.731445 Iteration 11Q: 3 clusters Score -1227352 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7905 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -1227438.625000 Penalty: 4549.731445 Iteration 12Q: 3 clusters Score -1227439 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8038 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -1227505.125000 Penalty: 4549.731445 Iteration 13Q: 3 clusters Score -1227505 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8162 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -1227563.000000 Penalty: 4549.731445 Iteration 14Q: 3 clusters Score -1227563 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8265 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -1227608.250000 Penalty: 4549.731445 Iteration 15Q: 3 clusters Score -1227608 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -1227640.375000 Penalty: 4549.731445 Iteration 16Q: 3 clusters Score -1227640 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8410 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -1227666.750000 Penalty: 4549.731445 Iteration 17Q: 3 clusters Score -1227667 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8459 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -1227686.000000 Penalty: 4549.731445 Iteration 18Q: 3 clusters Score -1227686 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8494 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -1227696.000000 Penalty: 4549.731445 Iteration 19Q: 3 clusters Score -1227696 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8527 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -1227711.625000 Penalty: 4549.731445 Iteration 20F: 3 clusters Score -1227712 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8562 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -1227730.250000 Penalty: 4549.731445 Iteration 21Q: 3 clusters Score -1227730 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8593 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -1227738.875000 Penalty: 4549.731445 Iteration 22Q: 3 clusters Score -1227739 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8616 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -1227752.125000 Penalty: 4549.731445 Iteration 23Q: 3 clusters Score -1227752 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8636 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -1227758.875000 Penalty: 4549.731445 Iteration 24Q: 3 clusters Score -1227759 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8650 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -1227766.250000 Penalty: 4549.731445 Iteration 25Q: 3 clusters Score -1227766 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8654 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -1227764.000000 Penalty: 4549.731445 Iteration 26Q: 3 clusters Score -1227764 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8658 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -1227766.500000 Penalty: 4549.731445 Iteration 27Q: 3 clusters Score -1227766 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8661 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -1227765.625000 Penalty: 4549.731445 Iteration 28Q: 3 clusters Score -1227766 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8662 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -1227765.500000 Penalty: 4549.731445 Iteration 29Q: 3 clusters Score -1227766 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8662 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -1227765.500000 Penalty: 4549.731445 Iteration 30F: 3 clusters Score -1227766 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Entering Unmasked Estep Score: -42476.671875 Penalty: 1510.083130 Iteration 0F: 2 clusters Score -42476.67 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -41111.144531 Penalty: 3020.166260 Iteration 0F: 3 clusters Score -41111.14 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -41430.214844 Penalty: 3020.166260 Iteration 1F: 3 clusters Score -41430.21 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -41633.386719 Penalty: 3020.166260 Iteration 2F: 3 clusters Score -41633.39 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -41747.656250 Penalty: 3020.166260 Iteration 3Q: 3 clusters Score -41747.66 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -41824.625000 Penalty: 3020.166260 Iteration 4Q: 3 clusters Score -41824.62 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -41853.914062 Penalty: 3020.166260 Iteration 5Q: 3 clusters Score -41853.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -41879.617188 Penalty: 3020.166260 Iteration 6Q: 3 clusters Score -41879.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -41913.375000 Penalty: 3020.166260 Iteration 7Q: 3 clusters Score -41913.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -41943.519531 Penalty: 3020.166260 Iteration 8Q: 3 clusters Score -41943.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -41958.492188 Penalty: 3020.166260 Iteration 9Q: 3 clusters Score -41958.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -41975.003906 Penalty: 3020.166260 Iteration 10Q: 3 clusters Score -41975 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -41989.921875 Penalty: 3020.166260 Iteration 11Q: 3 clusters Score -41989.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -42005.093750 Penalty: 3020.166260 Iteration 12Q: 3 clusters Score -42005.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -42075.453125 Penalty: 3020.166260 Iteration 13Q: 3 clusters Score -42075.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -42108.636719 Penalty: 3020.166260 Iteration 14Q: 3 clusters Score -42108.64 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -42143.296875 Penalty: 3020.166260 Iteration 15Q: 3 clusters Score -42143.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -42193.484375 Penalty: 3020.166260 Iteration 16Q: 3 clusters Score -42193.48 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -42248.480469 Penalty: 3020.166260 Iteration 17Q: 3 clusters Score -42248.48 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -42325.710938 Penalty: 3020.166260 Iteration 18Q: 3 clusters Score -42325.71 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -42420.078125 Penalty: 3020.166260 Iteration 19Q: 3 clusters Score -42420.08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -42534.667969 Penalty: 3020.166260 Iteration 20F: 3 clusters Score -42534.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -42588.664062 Penalty: 3020.166260 Iteration 21Q: 3 clusters Score -42588.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -42611.117188 Penalty: 3020.166260 Iteration 22Q: 3 clusters Score -42611.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -42617.906250 Penalty: 3020.166260 Iteration 23Q: 3 clusters Score -42617.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -42627.113281 Penalty: 3020.166260 Iteration 24Q: 3 clusters Score -42627.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -42636.675781 Penalty: 3020.166260 Iteration 25Q: 3 clusters Score -42636.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -42641.949219 Penalty: 3020.166260 Iteration 26Q: 3 clusters Score -42641.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -42641.949219 Penalty: 3020.166260 Iteration 27F: 3 clusters Score -42641.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 156 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 428 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 835 members Mstep: Class 23 contains 285 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep Score: -55440360.000000 Penalty: 77460.750000 Splitting cluster 6 changes total score from -55441932.000000 to -55440360.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (802 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Entering Unmasked Estep Score: -85466.296875 Penalty: 1658.402954 Iteration 0F: 2 clusters Score -85466.3 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 389 members Entering Unmasked Estep Score: -83663.820312 Penalty: 3316.805908 Iteration 0F: 3 clusters Score -83663.82 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -84039.710938 Penalty: 3316.805908 Iteration 1F: 3 clusters Score -84039.71 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -84340.070312 Penalty: 3316.805908 Iteration 2F: 3 clusters Score -84340.07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -84784.757812 Penalty: 3316.805908 Iteration 3F: 3 clusters Score -84784.76 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -85153.328125 Penalty: 3316.805908 Iteration 4F: 3 clusters Score -85153.33 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -85371.921875 Penalty: 3316.805908 Iteration 5Q: 3 clusters Score -85371.92 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -85499.203125 Penalty: 3316.805908 Iteration 6Q: 3 clusters Score -85499.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -85770.781250 Penalty: 3316.805908 Iteration 7Q: 3 clusters Score -85770.78 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -86110.484375 Penalty: 3316.805908 Iteration 8Q: 3 clusters Score -86110.48 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -86177.046875 Penalty: 3316.805908 Iteration 9Q: 3 clusters Score -86177.05 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -86290.687500 Penalty: 3316.805908 Iteration 10Q: 3 clusters Score -86290.69 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -86402.289062 Penalty: 3316.805908 Iteration 11Q: 3 clusters Score -86402.29 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -86505.726562 Penalty: 3316.805908 Iteration 12Q: 3 clusters Score -86505.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -86535.968750 Penalty: 3316.805908 Iteration 13Q: 3 clusters Score -86535.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -86547.226562 Penalty: 3316.805908 Iteration 14Q: 3 clusters Score -86547.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -86557.109375 Penalty: 3316.805908 Iteration 15Q: 3 clusters Score -86557.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -86584.726562 Penalty: 3316.805908 Iteration 16Q: 3 clusters Score -86584.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -86597.039062 Penalty: 3316.805908 Iteration 17Q: 3 clusters Score -86597.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -86601.210938 Penalty: 3316.805908 Iteration 18Q: 3 clusters Score -86601.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -86607.992188 Penalty: 3316.805908 Iteration 19F: 3 clusters Score -86607.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -86648.179688 Penalty: 3316.805908 Iteration 20F: 3 clusters Score -86648.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -86664.187500 Penalty: 3316.805908 Iteration 21Q: 3 clusters Score -86664.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -86690.546875 Penalty: 3316.805908 Iteration 22Q: 3 clusters Score -86690.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -86690.546875 Penalty: 3316.805908 Iteration 23F: 3 clusters Score -86690.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 333 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 428 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 835 members Mstep: Class 23 contains 469 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep Score: -55441584.000000 Penalty: 77460.750000 Splitting cluster 7 changes total score from -55441932.000000 to -55441584.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (63792 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63792 members Entering Unmasked Estep Score: -8025503.500000 Penalty: 2743.718994 Iteration 0F: 2 clusters Score -8025504 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31776 members Mstep: Class 2 contains 32016 members Entering Unmasked Estep Score: -7982832.000000 Penalty: 5487.437988 Iteration 0F: 3 clusters Score -7982832 nChanged 29605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30655 members Mstep: Class 2 contains 33137 members Entering Unmasked Estep Score: -7999169.000000 Penalty: 5487.437988 Iteration 1F: 3 clusters Score -7999169 nChanged 2219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29888 members Mstep: Class 2 contains 33904 members Entering Unmasked Estep Score: -7999749.500000 Penalty: 5487.437988 Iteration 2Q: 3 clusters Score -7999750 nChanged 2174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28784 members Mstep: Class 2 contains 35008 members Entering Unmasked Estep Score: -8000360.500000 Penalty: 5487.437988 Iteration 3Q: 3 clusters Score -8000360 nChanged 2301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27185 members Mstep: Class 2 contains 36607 members Entering Unmasked Estep Score: -8001118.500000 Penalty: 5487.437988 Iteration 4Q: 3 clusters Score -8001118 nChanged 2804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24855 members Mstep: Class 2 contains 38937 members Entering Unmasked Estep Score: -8002307.000000 Penalty: 5487.437988 Iteration 5Q: 3 clusters Score -8002307 nChanged 3565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21606 members Mstep: Class 2 contains 42186 members Entering Unmasked Estep Score: -8004351.000000 Penalty: 5487.437988 Iteration 6F: 3 clusters Score -8004351 nChanged 4723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17169 members Mstep: Class 2 contains 46623 members Entering Unmasked Estep Score: -8007831.000000 Penalty: 5487.437988 Iteration 7F: 3 clusters Score -8007831 nChanged 5222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12101 members Mstep: Class 2 contains 51691 members Entering Unmasked Estep Score: -8012468.500000 Penalty: 5487.437988 Iteration 8F: 3 clusters Score -8012468 nChanged 4702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7493 members Mstep: Class 2 contains 56299 members Entering Unmasked Estep Score: -8017051.500000 Penalty: 5487.437988 Iteration 9F: 3 clusters Score -8017052 nChanged 3182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4403 members Mstep: Class 2 contains 59389 members Entering Unmasked Estep Score: -8020193.000000 Penalty: 5487.437988 Iteration 10Q: 3 clusters Score -8020193 nChanged 1763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 61078 members Entering Unmasked Estep Score: -8022115.000000 Penalty: 5487.437988 Iteration 11Q: 3 clusters Score -8022115 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 61714 members Entering Unmasked Estep Score: -8023021.500000 Penalty: 5487.437988 Iteration 12Q: 3 clusters Score -8023022 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 61904 members Entering Unmasked Estep Score: -8023335.500000 Penalty: 5487.437988 Iteration 13Q: 3 clusters Score -8023336 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 62024 members Entering Unmasked Estep Score: -8023498.000000 Penalty: 5487.437988 Iteration 14Q: 3 clusters Score -8023498 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 62103 members Entering Unmasked Estep Score: -8023564.000000 Penalty: 5487.437988 Iteration 15Q: 3 clusters Score -8023564 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 62156 members Entering Unmasked Estep Score: -8023621.500000 Penalty: 5487.437988 Iteration 16Q: 3 clusters Score -8023622 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 62201 members Entering Unmasked Estep Score: -8023666.500000 Penalty: 5487.437988 Iteration 17Q: 3 clusters Score -8023666 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 62242 members Entering Unmasked Estep Score: -8023697.000000 Penalty: 5487.437988 Iteration 18Q: 3 clusters Score -8023697 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 62272 members Entering Unmasked Estep Score: -8023702.000000 Penalty: 5487.437988 Iteration 19Q: 3 clusters Score -8023702 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 62297 members Entering Unmasked Estep Score: -8023725.000000 Penalty: 5487.437988 Iteration 20F: 3 clusters Score -8023725 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 62314 members Entering Unmasked Estep Score: -8023738.500000 Penalty: 5487.437988 Iteration 21Q: 3 clusters Score -8023738 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 62328 members Entering Unmasked Estep Score: -8023740.500000 Penalty: 5487.437988 Iteration 22Q: 3 clusters Score -8023740 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 62341 members Entering Unmasked Estep Score: -8023750.500000 Penalty: 5487.437988 Iteration 23Q: 3 clusters Score -8023750 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 62350 members Entering Unmasked Estep Score: -8023754.000000 Penalty: 5487.437988 Iteration 24Q: 3 clusters Score -8023754 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 62352 members Entering Unmasked Estep Score: -8023772.000000 Penalty: 5487.437988 Iteration 25Q: 3 clusters Score -8023772 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 62355 members Entering Unmasked Estep Score: -8023765.000000 Penalty: 5487.437988 Iteration 26Q: 3 clusters Score -8023765 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 62358 members Entering Unmasked Estep Score: -8023769.500000 Penalty: 5487.437988 Iteration 27Q: 3 clusters Score -8023770 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 62365 members Entering Unmasked Estep Score: -8023771.500000 Penalty: 5487.437988 Iteration 28Q: 3 clusters Score -8023772 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 62368 members Entering Unmasked Estep Score: -8023783.500000 Penalty: 5487.437988 Iteration 29Q: 3 clusters Score -8023784 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 62375 members Entering Unmasked Estep Score: -8023780.500000 Penalty: 5487.437988 Iteration 30Q: 3 clusters Score -8023780 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 62383 members Entering Unmasked Estep Score: -8023783.000000 Penalty: 5487.437988 Iteration 31Q: 3 clusters Score -8023783 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 62382 members Entering Unmasked Estep Score: -8023779.000000 Penalty: 5487.437988 Iteration 32Q: 3 clusters Score -8023779 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 62384 members Entering Unmasked Estep Score: -8023781.000000 Penalty: 5487.437988 Iteration 33Q: 3 clusters Score -8023781 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 62384 members Entering Unmasked Estep Score: -8023781.000000 Penalty: 5487.437988 Iteration 34F: 3 clusters Score -8023781 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1531 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Entering Unmasked Estep Score: -183452.031250 Penalty: 1818.751709 Iteration 0F: 2 clusters Score -183452 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -181158.078125 Penalty: 3637.503418 Iteration 0F: 3 clusters Score -181158.1 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -181527.421875 Penalty: 3637.503418 Iteration 1F: 3 clusters Score -181527.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -181649.781250 Penalty: 3637.503418 Iteration 2F: 3 clusters Score -181649.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -181735.437500 Penalty: 3637.503418 Iteration 3Q: 3 clusters Score -181735.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -181773.093750 Penalty: 3637.503418 Iteration 4Q: 3 clusters Score -181773.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -181800.875000 Penalty: 3637.503418 Iteration 5Q: 3 clusters Score -181800.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -181825.187500 Penalty: 3637.503418 Iteration 6Q: 3 clusters Score -181825.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -181846.171875 Penalty: 3637.503418 Iteration 7Q: 3 clusters Score -181846.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -181860.828125 Penalty: 3637.503418 Iteration 8Q: 3 clusters Score -181860.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -181874.375000 Penalty: 3637.503418 Iteration 9Q: 3 clusters Score -181874.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -181882.843750 Penalty: 3637.503418 Iteration 10Q: 3 clusters Score -181882.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -181885.750000 Penalty: 3637.503418 Iteration 11Q: 3 clusters Score -181885.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -181891.625000 Penalty: 3637.503418 Iteration 12Q: 3 clusters Score -181891.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -181898.812500 Penalty: 3637.503418 Iteration 13Q: 3 clusters Score -181898.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -181905.140625 Penalty: 3637.503418 Iteration 14Q: 3 clusters Score -181905.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -181912.296875 Penalty: 3637.503418 Iteration 15Q: 3 clusters Score -181912.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -181915.515625 Penalty: 3637.503418 Iteration 16Q: 3 clusters Score -181915.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -181915.984375 Penalty: 3637.503418 Iteration 17Q: 3 clusters Score -181916 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -181915.984375 Penalty: 3637.503418 Iteration 18F: 3 clusters Score -181916 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (25571 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25571 members Entering Unmasked Estep Score: -3155202.250000 Penalty: 2517.005127 Iteration 0F: 2 clusters Score -3155202 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12752 members Mstep: Class 2 contains 12819 members Entering Unmasked Estep Score: -3137641.000000 Penalty: 5034.010254 Iteration 0F: 3 clusters Score -3137641 nChanged 11361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12441 members Mstep: Class 2 contains 13130 members Entering Unmasked Estep Score: -3143581.250000 Penalty: 5034.010254 Iteration 1F: 3 clusters Score -3143581 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12234 members Mstep: Class 2 contains 13337 members Entering Unmasked Estep Score: -3144014.750000 Penalty: 5034.010254 Iteration 2F: 3 clusters Score -3144015 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11941 members Mstep: Class 2 contains 13630 members Entering Unmasked Estep Score: -3144351.750000 Penalty: 5034.010254 Iteration 3Q: 3 clusters Score -3144352 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11599 members Mstep: Class 2 contains 13972 members Entering Unmasked Estep Score: -3144634.500000 Penalty: 5034.010254 Iteration 4Q: 3 clusters Score -3144634 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11141 members Mstep: Class 2 contains 14430 members Entering Unmasked Estep Score: -3144886.000000 Penalty: 5034.010254 Iteration 5Q: 3 clusters Score -3144886 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10551 members Mstep: Class 2 contains 15020 members Entering Unmasked Estep Score: -3145212.500000 Penalty: 5034.010254 Iteration 6Q: 3 clusters Score -3145212 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9783 members Mstep: Class 2 contains 15788 members Entering Unmasked Estep Score: -3145581.000000 Penalty: 5034.010254 Iteration 7Q: 3 clusters Score -3145581 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8782 members Mstep: Class 2 contains 16789 members Entering Unmasked Estep Score: -3146119.250000 Penalty: 5034.010254 Iteration 8Q: 3 clusters Score -3146119 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7542 members Mstep: Class 2 contains 18029 members Entering Unmasked Estep Score: -3146864.000000 Penalty: 5034.010254 Iteration 9F: 3 clusters Score -3146864 nChanged 1479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6111 members Mstep: Class 2 contains 19460 members Entering Unmasked Estep Score: -3147870.000000 Penalty: 5034.010254 Iteration 10F: 3 clusters Score -3147870 nChanged 1558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 21000 members Entering Unmasked Estep Score: -3149079.750000 Penalty: 5034.010254 Iteration 11F: 3 clusters Score -3149080 nChanged 1459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 22447 members Entering Unmasked Estep Score: -3150335.500000 Penalty: 5034.010254 Iteration 12F: 3 clusters Score -3150336 nChanged 1183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 23622 members Entering Unmasked Estep Score: -3151410.250000 Penalty: 5034.010254 Iteration 13Q: 3 clusters Score -3151410 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 24412 members Entering Unmasked Estep Score: -3152121.750000 Penalty: 5034.010254 Iteration 14Q: 3 clusters Score -3152122 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 24822 members Entering Unmasked Estep Score: -3152480.750000 Penalty: 5034.010254 Iteration 15Q: 3 clusters Score -3152481 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 25054 members Entering Unmasked Estep Score: -3152711.500000 Penalty: 5034.010254 Iteration 16Q: 3 clusters Score -3152712 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 25174 members Entering Unmasked Estep Score: -3152846.250000 Penalty: 5034.010254 Iteration 17Q: 3 clusters Score -3152846 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 25227 members Entering Unmasked Estep Score: -3152914.500000 Penalty: 5034.010254 Iteration 18Q: 3 clusters Score -3152914 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 25254 members Entering Unmasked Estep Score: -3152954.500000 Penalty: 5034.010254 Iteration 19Q: 3 clusters Score -3152954 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 25268 members Entering Unmasked Estep Score: -3152974.750000 Penalty: 5034.010254 Iteration 20F: 3 clusters Score -3152975 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 25283 members Entering Unmasked Estep Score: -3152998.250000 Penalty: 5034.010254 Iteration 21Q: 3 clusters Score -3152998 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 25288 members Entering Unmasked Estep Score: -3153010.750000 Penalty: 5034.010254 Iteration 22Q: 3 clusters Score -3153011 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 25296 members Entering Unmasked Estep Score: -3153021.500000 Penalty: 5034.010254 Iteration 23Q: 3 clusters Score -3153022 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 25296 members Entering Unmasked Estep Score: -3153028.250000 Penalty: 5034.010254 Iteration 24Q: 3 clusters Score -3153028 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 25297 members Entering Unmasked Estep Score: -3153034.750000 Penalty: 5034.010254 Iteration 25Q: 3 clusters Score -3153035 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 25297 members Entering Unmasked Estep Score: -3153034.750000 Penalty: 5034.010254 Iteration 26F: 3 clusters Score -3153035 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Entering Unmasked Estep Score: -209437.187500 Penalty: 1839.112793 Iteration 0F: 2 clusters Score -209437.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -207017.968750 Penalty: 3678.225586 Iteration 0F: 3 clusters Score -207018 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -207397.578125 Penalty: 3678.225586 Iteration 1F: 3 clusters Score -207397.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -207497.203125 Penalty: 3678.225586 Iteration 2F: 3 clusters Score -207497.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -207549.812500 Penalty: 3678.225586 Iteration 3Q: 3 clusters Score -207549.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -207580.218750 Penalty: 3678.225586 Iteration 4Q: 3 clusters Score -207580.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -207598.046875 Penalty: 3678.225586 Iteration 5Q: 3 clusters Score -207598 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -207617.234375 Penalty: 3678.225586 Iteration 6Q: 3 clusters Score -207617.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -207628.765625 Penalty: 3678.225586 Iteration 7Q: 3 clusters Score -207628.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -207637.218750 Penalty: 3678.225586 Iteration 8Q: 3 clusters Score -207637.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -207649.250000 Penalty: 3678.225586 Iteration 9Q: 3 clusters Score -207649.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -207659.656250 Penalty: 3678.225586 Iteration 10Q: 3 clusters Score -207659.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -207661.875000 Penalty: 3678.225586 Iteration 11Q: 3 clusters Score -207661.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -207663.171875 Penalty: 3678.225586 Iteration 12Q: 3 clusters Score -207663.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -207663.500000 Penalty: 3678.225586 Iteration 13Q: 3 clusters Score -207663.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -207663.500000 Penalty: 3678.225586 Iteration 14F: 3 clusters Score -207663.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (3179 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Entering Unmasked Estep Score: -402266.156250 Penalty: 1999.951782 Iteration 0F: 2 clusters Score -402266.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -398891.437500 Penalty: 3999.903564 Iteration 0F: 3 clusters Score -398891.4 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -399596.343750 Penalty: 3999.903564 Iteration 1F: 3 clusters Score -399596.3 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -399793.593750 Penalty: 3999.903564 Iteration 2F: 3 clusters Score -399793.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -399917.000000 Penalty: 3999.903564 Iteration 3F: 3 clusters Score -399917 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -400009.906250 Penalty: 3999.903564 Iteration 4Q: 3 clusters Score -400009.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -400061.218750 Penalty: 3999.903564 Iteration 5Q: 3 clusters Score -400061.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -400100.687500 Penalty: 3999.903564 Iteration 6Q: 3 clusters Score -400100.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -400130.781250 Penalty: 3999.903564 Iteration 7Q: 3 clusters Score -400130.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -400162.812500 Penalty: 3999.903564 Iteration 8Q: 3 clusters Score -400162.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -400186.406250 Penalty: 3999.903564 Iteration 9Q: 3 clusters Score -400186.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -400213.468750 Penalty: 3999.903564 Iteration 10Q: 3 clusters Score -400213.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -400227.781250 Penalty: 3999.903564 Iteration 11Q: 3 clusters Score -400227.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -400241.812500 Penalty: 3999.903564 Iteration 12Q: 3 clusters Score -400241.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -400251.156250 Penalty: 3999.903564 Iteration 13Q: 3 clusters Score -400251.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -400259.562500 Penalty: 3999.903564 Iteration 14Q: 3 clusters Score -400259.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -400267.156250 Penalty: 3999.903564 Iteration 15Q: 3 clusters Score -400267.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -400271.312500 Penalty: 3999.903564 Iteration 16Q: 3 clusters Score -400271.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -400275.562500 Penalty: 3999.903564 Iteration 17Q: 3 clusters Score -400275.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -400280.281250 Penalty: 3999.903564 Iteration 18Q: 3 clusters Score -400280.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -400283.906250 Penalty: 3999.903564 Iteration 19Q: 3 clusters Score -400283.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -400287.062500 Penalty: 3999.903564 Iteration 20F: 3 clusters Score -400287.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -400288.093750 Penalty: 3999.903564 Iteration 21Q: 3 clusters Score -400288.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -400289.562500 Penalty: 3999.903564 Iteration 22Q: 3 clusters Score -400289.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -400292.500000 Penalty: 3999.903564 Iteration 23Q: 3 clusters Score -400292.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -400296.343750 Penalty: 3999.903564 Iteration 24Q: 3 clusters Score -400296.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -400299.093750 Penalty: 3999.903564 Iteration 25Q: 3 clusters Score -400299.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -400302.031250 Penalty: 3999.903564 Iteration 26Q: 3 clusters Score -400302 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -400308.500000 Penalty: 3999.903564 Iteration 27Q: 3 clusters Score -400308.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -400312.531250 Penalty: 3999.903564 Iteration 28Q: 3 clusters Score -400312.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -400314.406250 Penalty: 3999.903564 Iteration 29Q: 3 clusters Score -400314.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -400317.000000 Penalty: 3999.903564 Iteration 30Q: 3 clusters Score -400317 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -400318.312500 Penalty: 3999.903564 Iteration 31Q: 3 clusters Score -400318.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -400320.437500 Penalty: 3999.903564 Iteration 32Q: 3 clusters Score -400320.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -400321.187500 Penalty: 3999.903564 Iteration 33Q: 3 clusters Score -400321.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -400322.187500 Penalty: 3999.903564 Iteration 34Q: 3 clusters Score -400322.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -400322.781250 Penalty: 3999.903564 Iteration 35Q: 3 clusters Score -400322.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -400322.781250 Penalty: 3999.903564 Iteration 36F: 3 clusters Score -400322.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2770 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Entering Unmasked Estep Score: -329746.843750 Penalty: 1965.797363 Iteration 0F: 2 clusters Score -329746.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -326581.968750 Penalty: 3931.594727 Iteration 0F: 3 clusters Score -326582 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -327171.281250 Penalty: 3931.594727 Iteration 1F: 3 clusters Score -327171.3 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -327350.781250 Penalty: 3931.594727 Iteration 2F: 3 clusters Score -327350.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -327437.125000 Penalty: 3931.594727 Iteration 3Q: 3 clusters Score -327437.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -327494.968750 Penalty: 3931.594727 Iteration 4Q: 3 clusters Score -327495 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -327554.000000 Penalty: 3931.594727 Iteration 5Q: 3 clusters Score -327554 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -327606.250000 Penalty: 3931.594727 Iteration 6Q: 3 clusters Score -327606.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -327654.750000 Penalty: 3931.594727 Iteration 7Q: 3 clusters Score -327654.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -327696.812500 Penalty: 3931.594727 Iteration 8Q: 3 clusters Score -327696.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -327731.906250 Penalty: 3931.594727 Iteration 9Q: 3 clusters Score -327731.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -327759.000000 Penalty: 3931.594727 Iteration 10Q: 3 clusters Score -327759 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -327774.625000 Penalty: 3931.594727 Iteration 11Q: 3 clusters Score -327774.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -327788.812500 Penalty: 3931.594727 Iteration 12Q: 3 clusters Score -327788.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -327801.812500 Penalty: 3931.594727 Iteration 13Q: 3 clusters Score -327801.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -327813.406250 Penalty: 3931.594727 Iteration 14Q: 3 clusters Score -327813.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -327826.718750 Penalty: 3931.594727 Iteration 15Q: 3 clusters Score -327826.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -327839.468750 Penalty: 3931.594727 Iteration 16Q: 3 clusters Score -327839.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -327852.750000 Penalty: 3931.594727 Iteration 17Q: 3 clusters Score -327852.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -327865.156250 Penalty: 3931.594727 Iteration 18Q: 3 clusters Score -327865.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -327877.187500 Penalty: 3931.594727 Iteration 19Q: 3 clusters Score -327877.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -327884.781250 Penalty: 3931.594727 Iteration 20F: 3 clusters Score -327884.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -327892.812500 Penalty: 3931.594727 Iteration 21Q: 3 clusters Score -327892.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -327902.593750 Penalty: 3931.594727 Iteration 22Q: 3 clusters Score -327902.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -327910.281250 Penalty: 3931.594727 Iteration 23Q: 3 clusters Score -327910.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -327917.593750 Penalty: 3931.594727 Iteration 24Q: 3 clusters Score -327917.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -327925.125000 Penalty: 3931.594727 Iteration 25Q: 3 clusters Score -327925.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -327934.000000 Penalty: 3931.594727 Iteration 26Q: 3 clusters Score -327934 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -327943.656250 Penalty: 3931.594727 Iteration 27Q: 3 clusters Score -327943.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -327951.281250 Penalty: 3931.594727 Iteration 28Q: 3 clusters Score -327951.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -327958.562500 Penalty: 3931.594727 Iteration 29Q: 3 clusters Score -327958.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -327961.031250 Penalty: 3931.594727 Iteration 30Q: 3 clusters Score -327961 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -327961.968750 Penalty: 3931.594727 Iteration 31Q: 3 clusters Score -327962 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -327962.718750 Penalty: 3931.594727 Iteration 32Q: 3 clusters Score -327962.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -327963.656250 Penalty: 3931.594727 Iteration 33Q: 3 clusters Score -327963.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -327965.156250 Penalty: 3931.594727 Iteration 34Q: 3 clusters Score -327965.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -327967.531250 Penalty: 3931.594727 Iteration 35Q: 3 clusters Score -327967.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -327968.906250 Penalty: 3931.594727 Iteration 36Q: 3 clusters Score -327968.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -327974.312500 Penalty: 3931.594727 Iteration 37Q: 3 clusters Score -327974.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -327981.312500 Penalty: 3931.594727 Iteration 38Q: 3 clusters Score -327981.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -327988.812500 Penalty: 3931.594727 Iteration 39Q: 3 clusters Score -327988.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -327992.593750 Penalty: 3931.594727 Iteration 40F: 3 clusters Score -327992.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -327995.781250 Penalty: 3931.594727 Iteration 41Q: 3 clusters Score -327995.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -327997.812500 Penalty: 3931.594727 Iteration 42Q: 3 clusters Score -327997.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -327999.718750 Penalty: 3931.594727 Iteration 43Q: 3 clusters Score -327999.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -328002.156250 Penalty: 3931.594727 Iteration 44Q: 3 clusters Score -328002.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -328005.187500 Penalty: 3931.594727 Iteration 45Q: 3 clusters Score -328005.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -328007.250000 Penalty: 3931.594727 Iteration 46Q: 3 clusters Score -328007.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -328010.468750 Penalty: 3931.594727 Iteration 47Q: 3 clusters Score -328010.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -328010.562500 Penalty: 3931.594727 Iteration 48Q: 3 clusters Score -328010.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -328012.281250 Penalty: 3931.594727 Iteration 49Q: 3 clusters Score -328012.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -328012.468750 Penalty: 3931.594727 Iteration 50Q: 3 clusters Score -328012.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -328013.312500 Penalty: 3931.594727 Iteration 51Q: 3 clusters Score -328013.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -328013.312500 Penalty: 3931.594727 Iteration 52F: 3 clusters Score -328013.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (11565 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11565 members Entering Unmasked Estep Score: -1476068.375000 Penalty: 2320.223145 Iteration 0F: 2 clusters Score -1476068 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5775 members Mstep: Class 2 contains 5790 members Entering Unmasked Estep Score: -1467316.500000 Penalty: 4640.446289 Iteration 0F: 3 clusters Score -1467316 nChanged 4957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5986 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -1469986.625000 Penalty: 4640.446289 Iteration 1F: 3 clusters Score -1469987 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6089 members Mstep: Class 2 contains 5476 members Entering Unmasked Estep Score: -1470314.750000 Penalty: 4640.446289 Iteration 2F: 3 clusters Score -1470315 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6182 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -1470533.500000 Penalty: 4640.446289 Iteration 3Q: 3 clusters Score -1470534 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6302 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -1470700.750000 Penalty: 4640.446289 Iteration 4Q: 3 clusters Score -1470701 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6431 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -1470839.375000 Penalty: 4640.446289 Iteration 5Q: 3 clusters Score -1470839 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6544 members Mstep: Class 2 contains 5021 members Entering Unmasked Estep Score: -1470944.500000 Penalty: 4640.446289 Iteration 6Q: 3 clusters Score -1470944 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -1471035.000000 Penalty: 4640.446289 Iteration 7Q: 3 clusters Score -1471035 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6843 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -1471123.000000 Penalty: 4640.446289 Iteration 8Q: 3 clusters Score -1471123 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7013 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -1471217.500000 Penalty: 4640.446289 Iteration 9Q: 3 clusters Score -1471218 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7212 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -1471313.125000 Penalty: 4640.446289 Iteration 10Q: 3 clusters Score -1471313 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7452 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -1471434.125000 Penalty: 4640.446289 Iteration 11Q: 3 clusters Score -1471434 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7743 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -1471591.000000 Penalty: 4640.446289 Iteration 12Q: 3 clusters Score -1471591 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8087 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -1471803.125000 Penalty: 4640.446289 Iteration 13Q: 3 clusters Score -1471803 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8506 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -1472083.250000 Penalty: 4640.446289 Iteration 14Q: 3 clusters Score -1472083 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8966 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -1472422.250000 Penalty: 4640.446289 Iteration 15Q: 3 clusters Score -1472422 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9415 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -1472772.500000 Penalty: 4640.446289 Iteration 16Q: 3 clusters Score -1472772 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9800 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -1473082.375000 Penalty: 4640.446289 Iteration 17Q: 3 clusters Score -1473082 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10111 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -1473369.750000 Penalty: 4640.446289 Iteration 18Q: 3 clusters Score -1473370 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10340 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -1473581.875000 Penalty: 4640.446289 Iteration 19Q: 3 clusters Score -1473582 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10512 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -1473730.500000 Penalty: 4640.446289 Iteration 20F: 3 clusters Score -1473730 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10627 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -1473835.125000 Penalty: 4640.446289 Iteration 21Q: 3 clusters Score -1473835 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10707 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -1473903.750000 Penalty: 4640.446289 Iteration 22Q: 3 clusters Score -1473904 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10761 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -1473946.000000 Penalty: 4640.446289 Iteration 23Q: 3 clusters Score -1473946 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10803 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -1473975.625000 Penalty: 4640.446289 Iteration 24Q: 3 clusters Score -1473976 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10839 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -1474000.125000 Penalty: 4640.446289 Iteration 25Q: 3 clusters Score -1474000 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10861 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -1474020.500000 Penalty: 4640.446289 Iteration 26Q: 3 clusters Score -1474020 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10876 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -1474032.625000 Penalty: 4640.446289 Iteration 27Q: 3 clusters Score -1474033 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10889 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -1474043.125000 Penalty: 4640.446289 Iteration 28Q: 3 clusters Score -1474043 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10905 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -1474055.875000 Penalty: 4640.446289 Iteration 29Q: 3 clusters Score -1474056 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10917 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -1474064.125000 Penalty: 4640.446289 Iteration 30Q: 3 clusters Score -1474064 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10933 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -1474071.125000 Penalty: 4640.446289 Iteration 31Q: 3 clusters Score -1474071 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10941 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -1474079.875000 Penalty: 4640.446289 Iteration 32Q: 3 clusters Score -1474080 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10949 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -1474085.250000 Penalty: 4640.446289 Iteration 33Q: 3 clusters Score -1474085 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10954 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -1474092.875000 Penalty: 4640.446289 Iteration 34Q: 3 clusters Score -1474093 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10960 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -1474095.625000 Penalty: 4640.446289 Iteration 35Q: 3 clusters Score -1474096 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10967 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -1474100.500000 Penalty: 4640.446289 Iteration 36Q: 3 clusters Score -1474100 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10971 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -1474100.250000 Penalty: 4640.446289 Iteration 37Q: 3 clusters Score -1474100 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10976 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -1474102.875000 Penalty: 4640.446289 Iteration 38Q: 3 clusters Score -1474103 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10977 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -1474106.000000 Penalty: 4640.446289 Iteration 39Q: 3 clusters Score -1474106 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10978 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -1474106.875000 Penalty: 4640.446289 Iteration 40F: 3 clusters Score -1474107 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10980 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -1474112.000000 Penalty: 4640.446289 Iteration 41Q: 3 clusters Score -1474112 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10985 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -1474112.125000 Penalty: 4640.446289 Iteration 42Q: 3 clusters Score -1474112 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10989 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -1474116.250000 Penalty: 4640.446289 Iteration 43Q: 3 clusters Score -1474116 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10996 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -1474120.000000 Penalty: 4640.446289 Iteration 44Q: 3 clusters Score -1474120 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11000 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -1474123.125000 Penalty: 4640.446289 Iteration 45Q: 3 clusters Score -1474123 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11000 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -1474120.125000 Penalty: 4640.446289 Iteration 46Q: 3 clusters Score -1474120 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11004 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -1474125.625000 Penalty: 4640.446289 Iteration 47Q: 3 clusters Score -1474126 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11007 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -1474127.125000 Penalty: 4640.446289 Iteration 48Q: 3 clusters Score -1474127 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11007 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -1474127.125000 Penalty: 4640.446289 Iteration 49F: 3 clusters Score -1474127 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (428 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Entering Unmasked Estep Score: -42525.808594 Penalty: 1502.662476 Iteration 0F: 2 clusters Score -42525.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -41279.511719 Penalty: 3005.324951 Iteration 0F: 3 clusters Score -41279.51 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -41439.984375 Penalty: 3005.324951 Iteration 1F: 3 clusters Score -41439.98 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -41509.929688 Penalty: 3005.324951 Iteration 2Q: 3 clusters Score -41509.93 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -41592.121094 Penalty: 3005.324951 Iteration 3Q: 3 clusters Score -41592.12 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -41725.941406 Penalty: 3005.324951 Iteration 4Q: 3 clusters Score -41725.94 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -41899.628906 Penalty: 3005.324951 Iteration 5Q: 3 clusters Score -41899.63 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -42298.511719 Penalty: 3005.324951 Iteration 6F: 3 clusters Score -42298.51 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -42612.601562 Penalty: 3005.324951 Iteration 7F: 3 clusters Score -42612.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -42834.402344 Penalty: 3005.324951 Iteration 8F: 3 clusters Score -42834.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -42966.960938 Penalty: 3005.324951 Iteration 9Q: 3 clusters Score -42966.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -43086.136719 Penalty: 3005.324951 Iteration 10Q: 3 clusters Score -43086.14 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -43274.835938 Penalty: 3005.324951 Iteration 11Q: 3 clusters Score -43274.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -43337.460938 Penalty: 3005.324951 Iteration 12Q: 3 clusters Score -43337.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -43425.917969 Penalty: 3005.324951 Iteration 13Q: 3 clusters Score -43425.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -43463.871094 Penalty: 3005.324951 Iteration 14Q: 3 clusters Score -43463.87 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -43644.515625 Penalty: 3005.324951 Iteration 15Q: 3 clusters Score -43644.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -43695.242188 Penalty: 3005.324951 Iteration 16Q: 3 clusters Score -43695.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -44113.320312 Penalty: 3005.324951 Iteration 17Q: 3 clusters Score -44113.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -44125.671875 Penalty: 3005.324951 Iteration 18Q: 3 clusters Score -44125.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -44140.070312 Penalty: 3005.324951 Iteration 19Q: 3 clusters Score -44140.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -44148.785156 Penalty: 3005.324951 Iteration 20F: 3 clusters Score -44148.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 92 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 835 members Mstep: Class 23 contains 336 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep Score: -55441864.000000 Penalty: 77460.750000 Splitting cluster 15 changes total score from -55441932.000000 to -55441864.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (239045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239045 members Entering Unmasked Estep Score: -29838192.000000 Penalty: 3071.333008 Iteration 0F: 2 clusters Score -2.983819e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119584 members Mstep: Class 2 contains 119461 members Entering Unmasked Estep Score: -29684158.000000 Penalty: 6142.666016 Iteration 0F: 3 clusters Score -2.968416e+07 nChanged 115433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120345 members Mstep: Class 2 contains 118700 members Entering Unmasked Estep Score: -29752528.000000 Penalty: 6142.666016 Iteration 1F: 3 clusters Score -2.975253e+07 nChanged 6934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120905 members Mstep: Class 2 contains 118140 members Entering Unmasked Estep Score: -29754108.000000 Penalty: 6142.666016 Iteration 2Q: 3 clusters Score -2.975411e+07 nChanged 7423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121754 members Mstep: Class 2 contains 117291 members Entering Unmasked Estep Score: -29755970.000000 Penalty: 6142.666016 Iteration 3Q: 3 clusters Score -2.975597e+07 nChanged 8390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122894 members Mstep: Class 2 contains 116151 members Entering Unmasked Estep Score: -29758600.000000 Penalty: 6142.666016 Iteration 4Q: 3 clusters Score -2.97586e+07 nChanged 9319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124255 members Mstep: Class 2 contains 114790 members Entering Unmasked Estep Score: -29761790.000000 Penalty: 6142.666016 Iteration 5Q: 3 clusters Score -2.976179e+07 nChanged 10165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125984 members Mstep: Class 2 contains 113061 members Entering Unmasked Estep Score: -29765656.000000 Penalty: 6142.666016 Iteration 6Q: 3 clusters Score -2.976566e+07 nChanged 11154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127958 members Mstep: Class 2 contains 111087 members Entering Unmasked Estep Score: -29770594.000000 Penalty: 6142.666016 Iteration 7Q: 3 clusters Score -2.977059e+07 nChanged 12196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129910 members Mstep: Class 2 contains 109135 members Entering Unmasked Estep Score: -29776508.000000 Penalty: 6142.666016 Iteration 8F: 3 clusters Score -2.977651e+07 nChanged 12912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131214 members Mstep: Class 2 contains 107831 members Entering Unmasked Estep Score: -29783686.000000 Penalty: 6142.666016 Iteration 9F: 3 clusters Score -2.978369e+07 nChanged 12956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131242 members Mstep: Class 2 contains 107803 members Entering Unmasked Estep Score: -29791100.000000 Penalty: 6142.666016 Iteration 10F: 3 clusters Score -2.97911e+07 nChanged 12059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130215 members Mstep: Class 2 contains 108830 members Entering Unmasked Estep Score: -29797900.000000 Penalty: 6142.666016 Iteration 11F: 3 clusters Score -2.97979e+07 nChanged 9978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128837 members Mstep: Class 2 contains 110208 members Entering Unmasked Estep Score: -29802254.000000 Penalty: 6142.666016 Iteration 12Q: 3 clusters Score -2.980225e+07 nChanged 7170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127733 members Mstep: Class 2 contains 111312 members Entering Unmasked Estep Score: -29804264.000000 Penalty: 6142.666016 Iteration 13Q: 3 clusters Score -2.980426e+07 nChanged 4616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126947 members Mstep: Class 2 contains 112098 members Entering Unmasked Estep Score: -29805228.000000 Penalty: 6142.666016 Iteration 14Q: 3 clusters Score -2.980523e+07 nChanged 3122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126267 members Mstep: Class 2 contains 112778 members Entering Unmasked Estep Score: -29805750.000000 Penalty: 6142.666016 Iteration 15Q: 3 clusters Score -2.980575e+07 nChanged 2464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125661 members Mstep: Class 2 contains 113384 members Entering Unmasked Estep Score: -29806238.000000 Penalty: 6142.666016 Iteration 16Q: 3 clusters Score -2.980624e+07 nChanged 2193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125004 members Mstep: Class 2 contains 114041 members Entering Unmasked Estep Score: -29806656.000000 Penalty: 6142.666016 Iteration 17Q: 3 clusters Score -2.980666e+07 nChanged 2141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124365 members Mstep: Class 2 contains 114680 members Entering Unmasked Estep Score: -29807094.000000 Penalty: 6142.666016 Iteration 18Q: 3 clusters Score -2.980709e+07 nChanged 2148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123649 members Mstep: Class 2 contains 115396 members Entering Unmasked Estep Score: -29807508.000000 Penalty: 6142.666016 Iteration 19Q: 3 clusters Score -2.980751e+07 nChanged 2102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122887 members Mstep: Class 2 contains 116158 members Entering Unmasked Estep Score: -29807782.000000 Penalty: 6142.666016 Iteration 20F: 3 clusters Score -2.980778e+07 nChanged 2020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122037 members Mstep: Class 2 contains 117008 members Entering Unmasked Estep Score: -29808256.000000 Penalty: 6142.666016 Iteration 21Q: 3 clusters Score -2.980826e+07 nChanged 1986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121111 members Mstep: Class 2 contains 117934 members Entering Unmasked Estep Score: -29808396.000000 Penalty: 6142.666016 Iteration 22Q: 3 clusters Score -2.98084e+07 nChanged 1943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120122 members Mstep: Class 2 contains 118923 members Entering Unmasked Estep Score: -29808686.000000 Penalty: 6142.666016 Iteration 23Q: 3 clusters Score -2.980869e+07 nChanged 1914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119086 members Mstep: Class 2 contains 119959 members Entering Unmasked Estep Score: -29808976.000000 Penalty: 6142.666016 Iteration 24Q: 3 clusters Score -2.980898e+07 nChanged 1900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118036 members Mstep: Class 2 contains 121009 members Entering Unmasked Estep Score: -29809324.000000 Penalty: 6142.666016 Iteration 25Q: 3 clusters Score -2.980932e+07 nChanged 1843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116871 members Mstep: Class 2 contains 122174 members Entering Unmasked Estep Score: -29809532.000000 Penalty: 6142.666016 Iteration 26Q: 3 clusters Score -2.980953e+07 nChanged 1747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115642 members Mstep: Class 2 contains 123403 members Entering Unmasked Estep Score: -29809784.000000 Penalty: 6142.666016 Iteration 27Q: 3 clusters Score -2.980978e+07 nChanged 1698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114376 members Mstep: Class 2 contains 124669 members Entering Unmasked Estep Score: -29810086.000000 Penalty: 6142.666016 Iteration 28Q: 3 clusters Score -2.981009e+07 nChanged 1606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113118 members Mstep: Class 2 contains 125927 members Entering Unmasked Estep Score: -29810194.000000 Penalty: 6142.666016 Iteration 29Q: 3 clusters Score -2.981019e+07 nChanged 1625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111777 members Mstep: Class 2 contains 127268 members Entering Unmasked Estep Score: -29810386.000000 Penalty: 6142.666016 Iteration 30Q: 3 clusters Score -2.981039e+07 nChanged 1656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110415 members Mstep: Class 2 contains 128630 members Entering Unmasked Estep Score: -29810658.000000 Penalty: 6142.666016 Iteration 31Q: 3 clusters Score -2.981066e+07 nChanged 1606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108999 members Mstep: Class 2 contains 130046 members Entering Unmasked Estep Score: -29810772.000000 Penalty: 6142.666016 Iteration 32Q: 3 clusters Score -2.981077e+07 nChanged 1654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107497 members Mstep: Class 2 contains 131548 members Entering Unmasked Estep Score: -29811044.000000 Penalty: 6142.666016 Iteration 33Q: 3 clusters Score -2.981104e+07 nChanged 1671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105910 members Mstep: Class 2 contains 133135 members Entering Unmasked Estep Score: -29811246.000000 Penalty: 6142.666016 Iteration 34Q: 3 clusters Score -2.981125e+07 nChanged 1806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104162 members Mstep: Class 2 contains 134883 members Entering Unmasked Estep Score: -29811614.000000 Penalty: 6142.666016 Iteration 35Q: 3 clusters Score -2.981161e+07 nChanged 1901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102303 members Mstep: Class 2 contains 136742 members Entering Unmasked Estep Score: -29812016.000000 Penalty: 6142.666016 Iteration 36Q: 3 clusters Score -2.981202e+07 nChanged 1995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100328 members Mstep: Class 2 contains 138717 members Entering Unmasked Estep Score: -29812252.000000 Penalty: 6142.666016 Iteration 37Q: 3 clusters Score -2.981225e+07 nChanged 2144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98208 members Mstep: Class 2 contains 140837 members Entering Unmasked Estep Score: -29812534.000000 Penalty: 6142.666016 Iteration 38Q: 3 clusters Score -2.981253e+07 nChanged 2241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95977 members Mstep: Class 2 contains 143068 members Entering Unmasked Estep Score: -29812952.000000 Penalty: 6142.666016 Iteration 39Q: 3 clusters Score -2.981295e+07 nChanged 2459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93526 members Mstep: Class 2 contains 145519 members Entering Unmasked Estep Score: -29813484.000000 Penalty: 6142.666016 Iteration 40F: 3 clusters Score -2.981348e+07 nChanged 2538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90998 members Mstep: Class 2 contains 148047 members Entering Unmasked Estep Score: -29814016.000000 Penalty: 6142.666016 Iteration 41Q: 3 clusters Score -2.981402e+07 nChanged 2583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88419 members Mstep: Class 2 contains 150626 members Entering Unmasked Estep Score: -29814496.000000 Penalty: 6142.666016 Iteration 42Q: 3 clusters Score -2.98145e+07 nChanged 2714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85707 members Mstep: Class 2 contains 153338 members Entering Unmasked Estep Score: -29814988.000000 Penalty: 6142.666016 Iteration 43Q: 3 clusters Score -2.981499e+07 nChanged 2828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82879 members Mstep: Class 2 contains 156166 members Entering Unmasked Estep Score: -29815478.000000 Penalty: 6142.666016 Iteration 44Q: 3 clusters Score -2.981548e+07 nChanged 3014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79865 members Mstep: Class 2 contains 159180 members Entering Unmasked Estep Score: -29816102.000000 Penalty: 6142.666016 Iteration 45Q: 3 clusters Score -2.98161e+07 nChanged 3220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76649 members Mstep: Class 2 contains 162396 members Entering Unmasked Estep Score: -29816606.000000 Penalty: 6142.666016 Iteration 46Q: 3 clusters Score -2.981661e+07 nChanged 3410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73239 members Mstep: Class 2 contains 165806 members Entering Unmasked Estep Score: -29817478.000000 Penalty: 6142.666016 Iteration 47Q: 3 clusters Score -2.981748e+07 nChanged 3528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69711 members Mstep: Class 2 contains 169334 members Entering Unmasked Estep Score: -29818530.000000 Penalty: 6142.666016 Iteration 48Q: 3 clusters Score -2.981853e+07 nChanged 3674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66039 members Mstep: Class 2 contains 173006 members Entering Unmasked Estep Score: -29819224.000000 Penalty: 6142.666016 Iteration 49Q: 3 clusters Score -2.981922e+07 nChanged 3823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62216 members Mstep: Class 2 contains 176829 members Entering Unmasked Estep Score: -29820276.000000 Penalty: 6142.666016 Iteration 50Q: 3 clusters Score -2.982028e+07 nChanged 4018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58202 members Mstep: Class 2 contains 180843 members Entering Unmasked Estep Score: -29821440.000000 Penalty: 6142.666016 Iteration 51Q: 3 clusters Score -2.982144e+07 nChanged 4076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54128 members Mstep: Class 2 contains 184917 members Entering Unmasked Estep Score: -29822564.000000 Penalty: 6142.666016 Iteration 52Q: 3 clusters Score -2.982256e+07 nChanged 4223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49905 members Mstep: Class 2 contains 189140 members Entering Unmasked Estep Score: -29823862.000000 Penalty: 6142.666016 Iteration 53Q: 3 clusters Score -2.982386e+07 nChanged 4235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45670 members Mstep: Class 2 contains 193375 members Entering Unmasked Estep Score: -29825158.000000 Penalty: 6142.666016 Iteration 54Q: 3 clusters Score -2.982516e+07 nChanged 4276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41394 members Mstep: Class 2 contains 197651 members Entering Unmasked Estep Score: -29826476.000000 Penalty: 6142.666016 Iteration 55Q: 3 clusters Score -2.982648e+07 nChanged 4124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37270 members Mstep: Class 2 contains 201775 members Entering Unmasked Estep Score: -29827642.000000 Penalty: 6142.666016 Iteration 56Q: 3 clusters Score -2.982764e+07 nChanged 3965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33305 members Mstep: Class 2 contains 205740 members Entering Unmasked Estep Score: -29828856.000000 Penalty: 6142.666016 Iteration 57Q: 3 clusters Score -2.982886e+07 nChanged 3831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29478 members Mstep: Class 2 contains 209567 members Entering Unmasked Estep Score: -29830198.000000 Penalty: 6142.666016 Iteration 58Q: 3 clusters Score -2.98302e+07 nChanged 3489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25999 members Mstep: Class 2 contains 213046 members Entering Unmasked Estep Score: -29831576.000000 Penalty: 6142.666016 Iteration 59Q: 3 clusters Score -2.983158e+07 nChanged 3104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22899 members Mstep: Class 2 contains 216146 members Entering Unmasked Estep Score: -29832806.000000 Penalty: 6142.666016 Iteration 60F: 3 clusters Score -2.983281e+07 nChanged 2901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20006 members Mstep: Class 2 contains 219039 members Entering Unmasked Estep Score: -29833830.000000 Penalty: 6142.666016 Iteration 61Q: 3 clusters Score -2.983383e+07 nChanged 2531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17477 members Mstep: Class 2 contains 221568 members Entering Unmasked Estep Score: -29834702.000000 Penalty: 6142.666016 Iteration 62Q: 3 clusters Score -2.98347e+07 nChanged 2115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15372 members Mstep: Class 2 contains 223673 members Entering Unmasked Estep Score: -29835378.000000 Penalty: 6142.666016 Iteration 63Q: 3 clusters Score -2.983538e+07 nChanged 1761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13619 members Mstep: Class 2 contains 225426 members Entering Unmasked Estep Score: -29835730.000000 Penalty: 6142.666016 Iteration 64Q: 3 clusters Score -2.983573e+07 nChanged 1446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12181 members Mstep: Class 2 contains 226864 members Entering Unmasked Estep Score: -29836008.000000 Penalty: 6142.666016 Iteration 65Q: 3 clusters Score -2.983601e+07 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10965 members Mstep: Class 2 contains 228080 members Entering Unmasked Estep Score: -29836252.000000 Penalty: 6142.666016 Iteration 66Q: 3 clusters Score -2.983625e+07 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9921 members Mstep: Class 2 contains 229124 members Entering Unmasked Estep Score: -29836388.000000 Penalty: 6142.666016 Iteration 67Q: 3 clusters Score -2.983639e+07 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9012 members Mstep: Class 2 contains 230033 members Entering Unmasked Estep Score: -29836516.000000 Penalty: 6142.666016 Iteration 68Q: 3 clusters Score -2.983652e+07 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8292 members Mstep: Class 2 contains 230753 members Entering Unmasked Estep Score: -29836642.000000 Penalty: 6142.666016 Iteration 69Q: 3 clusters Score -2.983664e+07 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7686 members Mstep: Class 2 contains 231359 members Entering Unmasked Estep Score: -29836730.000000 Penalty: 6142.666016 Iteration 70Q: 3 clusters Score -2.983673e+07 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7156 members Mstep: Class 2 contains 231889 members Entering Unmasked Estep Score: -29836700.000000 Penalty: 6142.666016 Iteration 71Q: 3 clusters Score -2.98367e+07 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6713 members Mstep: Class 2 contains 232332 members Entering Unmasked Estep Score: -29836746.000000 Penalty: 6142.666016 Iteration 72Q: 3 clusters Score -2.983675e+07 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6341 members Mstep: Class 2 contains 232704 members Entering Unmasked Estep Score: -29836742.000000 Penalty: 6142.666016 Iteration 73Q: 3 clusters Score -2.983674e+07 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 233021 members Entering Unmasked Estep Score: -29836800.000000 Penalty: 6142.666016 Iteration 74Q: 3 clusters Score -2.98368e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5750 members Mstep: Class 2 contains 233295 members Entering Unmasked Estep Score: -29836798.000000 Penalty: 6142.666016 Iteration 75Q: 3 clusters Score -2.98368e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5511 members Mstep: Class 2 contains 233534 members Entering Unmasked Estep Score: -29836868.000000 Penalty: 6142.666016 Iteration 76Q: 3 clusters Score -2.983687e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5276 members Mstep: Class 2 contains 233769 members Entering Unmasked Estep Score: -29836890.000000 Penalty: 6142.666016 Iteration 77Q: 3 clusters Score -2.983689e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 233958 members Entering Unmasked Estep Score: -29836952.000000 Penalty: 6142.666016 Iteration 78Q: 3 clusters Score -2.983695e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 234099 members Entering Unmasked Estep Score: -29836932.000000 Penalty: 6142.666016 Iteration 79Q: 3 clusters Score -2.983693e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 234232 members Entering Unmasked Estep Score: -29836988.000000 Penalty: 6142.666016 Iteration 80F: 3 clusters Score -2.983699e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 234356 members Entering Unmasked Estep Score: -29837018.000000 Penalty: 6142.666016 Iteration 81Q: 3 clusters Score -2.983702e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 234468 members Entering Unmasked Estep Score: -29836998.000000 Penalty: 6142.666016 Iteration 82Q: 3 clusters Score -2.9837e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 234553 members Entering Unmasked Estep Score: -29836998.000000 Penalty: 6142.666016 Iteration 83Q: 3 clusters Score -2.9837e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 234616 members Entering Unmasked Estep Score: -29837036.000000 Penalty: 6142.666016 Iteration 84Q: 3 clusters Score -2.983704e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 234693 members Entering Unmasked Estep Score: -29837050.000000 Penalty: 6142.666016 Iteration 85Q: 3 clusters Score -2.983705e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 234770 members Entering Unmasked Estep Score: -29837106.000000 Penalty: 6142.666016 Iteration 86Q: 3 clusters Score -2.983711e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 234834 members Entering Unmasked Estep Score: -29837080.000000 Penalty: 6142.666016 Iteration 87Q: 3 clusters Score -2.983708e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 234888 members Entering Unmasked Estep Score: -29837118.000000 Penalty: 6142.666016 Iteration 88Q: 3 clusters Score -2.983712e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 234948 members Entering Unmasked Estep Score: -29837102.000000 Penalty: 6142.666016 Iteration 89Q: 3 clusters Score -2.98371e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 234987 members Entering Unmasked Estep Score: -29837114.000000 Penalty: 6142.666016 Iteration 90Q: 3 clusters Score -2.983711e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 235020 members Entering Unmasked Estep Score: -29837128.000000 Penalty: 6142.666016 Iteration 91Q: 3 clusters Score -2.983713e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 235065 members Entering Unmasked Estep Score: -29837138.000000 Penalty: 6142.666016 Iteration 92Q: 3 clusters Score -2.983714e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 235101 members Entering Unmasked Estep Score: -29837148.000000 Penalty: 6142.666016 Iteration 93Q: 3 clusters Score -2.983715e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 235127 members Entering Unmasked Estep Score: 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235197 members Entering Unmasked Estep Score: -29837120.000000 Penalty: 6142.666016 Iteration 98Q: 3 clusters Score -2.983712e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 235205 members Entering Unmasked Estep Score: -29837128.000000 Penalty: 6142.666016 Iteration 99Q: 3 clusters Score -2.983713e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 235213 members Entering Unmasked Estep Score: -29837132.000000 Penalty: 6142.666016 Iteration 100F: 3 clusters Score -2.983713e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 235221 members Entering Unmasked Estep Score: -29837104.000000 Penalty: 6142.666016 Iteration 101Q: 3 clusters Score -2.98371e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 235223 members Entering Unmasked Estep Score: -29837128.000000 Penalty: 6142.666016 Iteration 102Q: 3 clusters Score -2.983713e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 235229 members Entering Unmasked Estep Score: -29837126.000000 Penalty: 6142.666016 Iteration 103Q: 3 clusters Score -2.983713e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 235233 members Entering Unmasked Estep Score: -29837144.000000 Penalty: 6142.666016 Iteration 104Q: 3 clusters Score -2.983714e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 235242 members Entering Unmasked Estep Score: -29837144.000000 Penalty: 6142.666016 Iteration 105Q: 3 clusters Score -2.983714e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 235251 members Entering Unmasked Estep Score: -29837126.000000 Penalty: 6142.666016 Iteration 106Q: 3 clusters Score -2.983713e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 235263 members Entering Unmasked Estep Score: -29837140.000000 Penalty: 6142.666016 Iteration 107Q: 3 clusters Score -2.983714e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 235269 members Entering Unmasked Estep Score: -29837132.000000 Penalty: 6142.666016 Iteration 108Q: 3 clusters Score -2.983713e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 235277 members Entering Unmasked Estep Score: -29837126.000000 Penalty: 6142.666016 Iteration 109Q: 3 clusters Score -2.983713e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 235281 members Entering Unmasked Estep Score: -29837132.000000 Penalty: 6142.666016 Iteration 110Q: 3 clusters Score -2.983713e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 235282 members Entering Unmasked Estep Score: -29837138.000000 Penalty: 6142.666016 Iteration 111Q: 3 clusters Score -2.983714e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 235282 members Entering Unmasked Estep Score: -29837136.000000 Penalty: 6142.666016 Iteration 112Q: 3 clusters Score -2.983714e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 235284 members Entering Unmasked Estep Score: -29837136.000000 Penalty: 6142.666016 Iteration 113Q: 3 clusters Score -2.983714e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 235285 members Entering Unmasked Estep Score: -29837132.000000 Penalty: 6142.666016 Iteration 114Q: 3 clusters Score -2.983713e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 235289 members Entering Unmasked Estep Score: -29837130.000000 Penalty: 6142.666016 Iteration 115Q: 3 clusters Score -2.983713e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 235290 members Entering Unmasked Estep Score: -29837140.000000 Penalty: 6142.666016 Iteration 116Q: 3 clusters Score -2.983714e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 235289 members Entering Unmasked Estep Score: -29837136.000000 Penalty: 6142.666016 Iteration 117Q: 3 clusters Score -2.983714e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 235289 members Entering Unmasked Estep Score: -29837136.000000 Penalty: 6142.666016 Iteration 118F: 3 clusters Score -2.983714e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (3251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Entering Unmasked Estep Score: -415804.375000 Penalty: 2005.505981 Iteration 0F: 2 clusters Score -415804.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -412301.656250 Penalty: 4011.011963 Iteration 0F: 3 clusters Score -412301.7 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -413048.187500 Penalty: 4011.011963 Iteration 1F: 3 clusters Score -413048.2 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -413202.750000 Penalty: 4011.011963 Iteration 2F: 3 clusters Score -413202.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -413307.875000 Penalty: 4011.011963 Iteration 3Q: 3 clusters Score -413307.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -413366.781250 Penalty: 4011.011963 Iteration 4Q: 3 clusters Score -413366.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -413419.625000 Penalty: 4011.011963 Iteration 5Q: 3 clusters Score -413419.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -413458.843750 Penalty: 4011.011963 Iteration 6Q: 3 clusters Score -413458.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -413485.781250 Penalty: 4011.011963 Iteration 7Q: 3 clusters Score -413485.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -413502.250000 Penalty: 4011.011963 Iteration 8Q: 3 clusters Score -413502.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -413514.656250 Penalty: 4011.011963 Iteration 9Q: 3 clusters Score -413514.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -413523.406250 Penalty: 4011.011963 Iteration 10Q: 3 clusters Score -413523.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -413530.625000 Penalty: 4011.011963 Iteration 11Q: 3 clusters Score -413530.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -413537.312500 Penalty: 4011.011963 Iteration 12Q: 3 clusters Score -413537.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -413544.843750 Penalty: 4011.011963 Iteration 13Q: 3 clusters Score -413544.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -413549.718750 Penalty: 4011.011963 Iteration 14Q: 3 clusters Score -413549.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -413552.875000 Penalty: 4011.011963 Iteration 15Q: 3 clusters Score -413552.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -413554.937500 Penalty: 4011.011963 Iteration 16Q: 3 clusters Score -413554.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -413556.062500 Penalty: 4011.011963 Iteration 17Q: 3 clusters Score -413556.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -413558.125000 Penalty: 4011.011963 Iteration 18Q: 3 clusters Score -413558.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -413561.437500 Penalty: 4011.011963 Iteration 19Q: 3 clusters Score -413561.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -413568.031250 Penalty: 4011.011963 Iteration 20F: 3 clusters Score -413568 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -413573.343750 Penalty: 4011.011963 Iteration 21Q: 3 clusters Score -413573.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -413576.218750 Penalty: 4011.011963 Iteration 22Q: 3 clusters Score -413576.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -413581.500000 Penalty: 4011.011963 Iteration 23Q: 3 clusters Score -413581.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -413584.218750 Penalty: 4011.011963 Iteration 24Q: 3 clusters Score -413584.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -413589.562500 Penalty: 4011.011963 Iteration 25Q: 3 clusters Score -413589.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -413595.125000 Penalty: 4011.011963 Iteration 26Q: 3 clusters Score -413595.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -413599.468750 Penalty: 4011.011963 Iteration 27Q: 3 clusters Score -413599.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -413605.843750 Penalty: 4011.011963 Iteration 28Q: 3 clusters Score -413605.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -413609.125000 Penalty: 4011.011963 Iteration 29Q: 3 clusters Score -413609.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -413615.593750 Penalty: 4011.011963 Iteration 30Q: 3 clusters Score -413615.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -413620.406250 Penalty: 4011.011963 Iteration 31Q: 3 clusters Score -413620.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -413626.187500 Penalty: 4011.011963 Iteration 32Q: 3 clusters Score -413626.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -413631.937500 Penalty: 4011.011963 Iteration 33Q: 3 clusters Score -413631.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -413637.062500 Penalty: 4011.011963 Iteration 34Q: 3 clusters Score -413637.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -413643.500000 Penalty: 4011.011963 Iteration 35Q: 3 clusters Score -413643.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -413650.187500 Penalty: 4011.011963 Iteration 36Q: 3 clusters Score -413650.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -413654.468750 Penalty: 4011.011963 Iteration 37Q: 3 clusters Score -413654.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -413657.093750 Penalty: 4011.011963 Iteration 38Q: 3 clusters Score -413657.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -413662.968750 Penalty: 4011.011963 Iteration 39Q: 3 clusters Score -413663 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -413669.156250 Penalty: 4011.011963 Iteration 40F: 3 clusters Score -413669.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -413675.093750 Penalty: 4011.011963 Iteration 41Q: 3 clusters Score -413675.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -413678.687500 Penalty: 4011.011963 Iteration 42Q: 3 clusters Score -413678.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -413684.875000 Penalty: 4011.011963 Iteration 43Q: 3 clusters Score -413684.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -413692.656250 Penalty: 4011.011963 Iteration 44Q: 3 clusters Score -413692.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -413698.218750 Penalty: 4011.011963 Iteration 45Q: 3 clusters Score -413698.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -413704.718750 Penalty: 4011.011963 Iteration 46Q: 3 clusters Score -413704.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -413709.250000 Penalty: 4011.011963 Iteration 47Q: 3 clusters Score -413709.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -413714.468750 Penalty: 4011.011963 Iteration 48Q: 3 clusters Score -413714.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -413720.906250 Penalty: 4011.011963 Iteration 49Q: 3 clusters Score -413720.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -413729.875000 Penalty: 4011.011963 Iteration 50Q: 3 clusters Score -413729.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -413734.250000 Penalty: 4011.011963 Iteration 51Q: 3 clusters Score -413734.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -413738.593750 Penalty: 4011.011963 Iteration 52Q: 3 clusters Score -413738.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -413740.906250 Penalty: 4011.011963 Iteration 53Q: 3 clusters Score -413740.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -413742.031250 Penalty: 4011.011963 Iteration 54Q: 3 clusters Score -413742 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -413743.937500 Penalty: 4011.011963 Iteration 55Q: 3 clusters Score -413743.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -413746.375000 Penalty: 4011.011963 Iteration 56Q: 3 clusters Score -413746.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -413748.406250 Penalty: 4011.011963 Iteration 57Q: 3 clusters Score -413748.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -413751.093750 Penalty: 4011.011963 Iteration 58Q: 3 clusters Score -413751.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -413753.312500 Penalty: 4011.011963 Iteration 59Q: 3 clusters Score -413753.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -413756.281250 Penalty: 4011.011963 Iteration 60F: 3 clusters Score -413756.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -413759.531250 Penalty: 4011.011963 Iteration 61Q: 3 clusters Score -413759.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -413764.812500 Penalty: 4011.011963 Iteration 62Q: 3 clusters Score -413764.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -413769.437500 Penalty: 4011.011963 Iteration 63Q: 3 clusters Score -413769.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -413773.781250 Penalty: 4011.011963 Iteration 64Q: 3 clusters Score -413773.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -413775.093750 Penalty: 4011.011963 Iteration 65Q: 3 clusters Score -413775.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -413776.187500 Penalty: 4011.011963 Iteration 66Q: 3 clusters Score -413776.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -413776.187500 Penalty: 4011.011963 Iteration 67F: 3 clusters Score -413776.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2847 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Entering Unmasked Estep Score: -334058.468750 Penalty: 1972.597168 Iteration 0F: 2 clusters Score -334058.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -330872.875000 Penalty: 3945.194336 Iteration 0F: 3 clusters Score -330872.9 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -331526.250000 Penalty: 3945.194336 Iteration 1F: 3 clusters Score -331526.2 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -331746.687500 Penalty: 3945.194336 Iteration 2F: 3 clusters Score -331746.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -331904.937500 Penalty: 3945.194336 Iteration 3F: 3 clusters Score -331904.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -331995.281250 Penalty: 3945.194336 Iteration 4Q: 3 clusters Score -331995.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -332054.531250 Penalty: 3945.194336 Iteration 5Q: 3 clusters Score -332054.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -332089.593750 Penalty: 3945.194336 Iteration 6Q: 3 clusters Score -332089.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -332118.500000 Penalty: 3945.194336 Iteration 7Q: 3 clusters Score -332118.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -332143.218750 Penalty: 3945.194336 Iteration 8Q: 3 clusters Score -332143.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -332187.250000 Penalty: 3945.194336 Iteration 9Q: 3 clusters Score -332187.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -332228.250000 Penalty: 3945.194336 Iteration 10Q: 3 clusters Score -332228.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -332255.531250 Penalty: 3945.194336 Iteration 11Q: 3 clusters Score -332255.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -332284.500000 Penalty: 3945.194336 Iteration 12Q: 3 clusters Score -332284.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -332311.593750 Penalty: 3945.194336 Iteration 13Q: 3 clusters Score -332311.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -332339.562500 Penalty: 3945.194336 Iteration 14Q: 3 clusters Score -332339.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -332373.156250 Penalty: 3945.194336 Iteration 15Q: 3 clusters Score -332373.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -332418.312500 Penalty: 3945.194336 Iteration 16Q: 3 clusters Score -332418.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -332472.218750 Penalty: 3945.194336 Iteration 17Q: 3 clusters Score -332472.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -332525.250000 Penalty: 3945.194336 Iteration 18Q: 3 clusters Score -332525.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -332622.750000 Penalty: 3945.194336 Iteration 19Q: 3 clusters Score -332622.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -332740.250000 Penalty: 3945.194336 Iteration 20F: 3 clusters Score -332740.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -332821.937500 Penalty: 3945.194336 Iteration 21Q: 3 clusters Score -332821.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -332874.406250 Penalty: 3945.194336 Iteration 22Q: 3 clusters Score -332874.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -332919.531250 Penalty: 3945.194336 Iteration 23Q: 3 clusters Score -332919.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -332965.531250 Penalty: 3945.194336 Iteration 24Q: 3 clusters Score -332965.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -333006.687500 Penalty: 3945.194336 Iteration 25Q: 3 clusters Score -333006.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -333043.187500 Penalty: 3945.194336 Iteration 26Q: 3 clusters Score -333043.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -333067.437500 Penalty: 3945.194336 Iteration 27Q: 3 clusters Score -333067.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -333091.687500 Penalty: 3945.194336 Iteration 28Q: 3 clusters Score -333091.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -333106.812500 Penalty: 3945.194336 Iteration 29Q: 3 clusters Score -333106.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -333116.406250 Penalty: 3945.194336 Iteration 30Q: 3 clusters Score -333116.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -333124.375000 Penalty: 3945.194336 Iteration 31Q: 3 clusters Score -333124.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -333128.843750 Penalty: 3945.194336 Iteration 32Q: 3 clusters Score -333128.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -333134.125000 Penalty: 3945.194336 Iteration 33Q: 3 clusters Score -333134.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -333135.937500 Penalty: 3945.194336 Iteration 34Q: 3 clusters Score -333135.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -333136.750000 Penalty: 3945.194336 Iteration 35Q: 3 clusters Score -333136.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -333137.437500 Penalty: 3945.194336 Iteration 36Q: 3 clusters Score -333137.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -333137.437500 Penalty: 3945.194336 Iteration 37F: 3 clusters Score -333137.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (13077 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13077 members Entering Unmasked Estep Score: -1667075.125000 Penalty: 2350.695312 Iteration 0F: 2 clusters Score -1667075 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6503 members Mstep: Class 2 contains 6574 members Entering Unmasked Estep Score: -1657528.250000 Penalty: 4701.390625 Iteration 0F: 3 clusters Score -1657528 nChanged 5538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 6870 members Entering Unmasked Estep Score: -1660714.125000 Penalty: 4701.390625 Iteration 1F: 3 clusters Score -1660714 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6010 members Mstep: Class 2 contains 7067 members Entering Unmasked Estep Score: -1661338.625000 Penalty: 4701.390625 Iteration 2F: 3 clusters Score -1661339 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5748 members Mstep: Class 2 contains 7329 members Entering Unmasked Estep Score: -1661982.875000 Penalty: 4701.390625 Iteration 3F: 3 clusters Score -1661983 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5403 members Mstep: Class 2 contains 7674 members Entering Unmasked Estep Score: -1662528.500000 Penalty: 4701.390625 Iteration 4F: 3 clusters Score -1662528 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4956 members Mstep: Class 2 contains 8121 members Entering Unmasked Estep Score: -1663051.625000 Penalty: 4701.390625 Iteration 5F: 3 clusters Score -1663052 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 8623 members Entering Unmasked Estep Score: -1663601.000000 Penalty: 4701.390625 Iteration 6F: 3 clusters Score -1663601 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 9187 members Entering Unmasked Estep Score: -1664293.625000 Penalty: 4701.390625 Iteration 7F: 3 clusters Score -1664294 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 9679 members Entering Unmasked Estep Score: -1665018.000000 Penalty: 4701.390625 Iteration 8Q: 3 clusters Score -1665018 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 10026 members Entering Unmasked Estep Score: -1665514.000000 Penalty: 4701.390625 Iteration 9Q: 3 clusters Score -1665514 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 10250 members Entering Unmasked Estep Score: -1665749.250000 Penalty: 4701.390625 Iteration 10Q: 3 clusters Score -1665749 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 10404 members Entering Unmasked Estep Score: -1665859.750000 Penalty: 4701.390625 Iteration 11Q: 3 clusters Score -1665860 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 10524 members Entering Unmasked Estep Score: -1665913.250000 Penalty: 4701.390625 Iteration 12Q: 3 clusters Score -1665913 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 10612 members Entering Unmasked Estep Score: -1665944.625000 Penalty: 4701.390625 Iteration 13Q: 3 clusters Score -1665945 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 10673 members Entering Unmasked Estep Score: -1665966.250000 Penalty: 4701.390625 Iteration 14Q: 3 clusters Score -1665966 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 10724 members Entering Unmasked Estep Score: -1665982.750000 Penalty: 4701.390625 Iteration 15Q: 3 clusters Score -1665983 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 10769 members Entering Unmasked Estep Score: -1665995.875000 Penalty: 4701.390625 Iteration 16Q: 3 clusters Score -1665996 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 10805 members Entering Unmasked Estep Score: -1666010.750000 Penalty: 4701.390625 Iteration 17Q: 3 clusters Score -1666011 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 10840 members Entering Unmasked Estep Score: -1666026.000000 Penalty: 4701.390625 Iteration 18Q: 3 clusters Score -1666026 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 10880 members Entering Unmasked Estep Score: -1666045.250000 Penalty: 4701.390625 Iteration 19Q: 3 clusters Score -1666045 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 10921 members Entering Unmasked Estep Score: -1666065.000000 Penalty: 4701.390625 Iteration 20F: 3 clusters Score -1666065 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 10962 members Entering Unmasked Estep Score: -1666072.250000 Penalty: 4701.390625 Iteration 21Q: 3 clusters Score -1666072 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 11007 members Entering Unmasked Estep Score: -1666093.250000 Penalty: 4701.390625 Iteration 22Q: 3 clusters Score -1666093 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 11046 members Entering Unmasked Estep Score: -1666116.250000 Penalty: 4701.390625 Iteration 23Q: 3 clusters Score -1666116 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 11092 members Entering Unmasked Estep Score: -1666154.875000 Penalty: 4701.390625 Iteration 24Q: 3 clusters Score -1666155 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 11150 members Entering Unmasked Estep Score: -1666189.750000 Penalty: 4701.390625 Iteration 25Q: 3 clusters Score -1666190 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 11201 members Entering Unmasked Estep Score: -1666224.500000 Penalty: 4701.390625 Iteration 26Q: 3 clusters Score -1666224 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 11244 members Entering Unmasked Estep Score: -1666259.375000 Penalty: 4701.390625 Iteration 27Q: 3 clusters Score -1666259 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 11277 members Entering Unmasked Estep Score: -1666281.000000 Penalty: 4701.390625 Iteration 28Q: 3 clusters Score -1666281 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 11306 members Entering Unmasked Estep Score: -1666290.500000 Penalty: 4701.390625 Iteration 29Q: 3 clusters Score -1666290 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 11322 members Entering Unmasked Estep Score: -1666295.875000 Penalty: 4701.390625 Iteration 30Q: 3 clusters Score -1666296 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 11335 members Entering Unmasked Estep Score: -1666296.250000 Penalty: 4701.390625 Iteration 31Q: 3 clusters Score -1666296 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 11349 members Entering Unmasked Estep Score: -1666304.250000 Penalty: 4701.390625 Iteration 32Q: 3 clusters Score -1666304 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 11361 members Entering Unmasked Estep Score: -1666310.875000 Penalty: 4701.390625 Iteration 33Q: 3 clusters Score -1666311 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 11371 members Entering Unmasked Estep Score: -1666308.625000 Penalty: 4701.390625 Iteration 34Q: 3 clusters Score -1666309 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 11378 members Entering Unmasked Estep Score: -1666309.500000 Penalty: 4701.390625 Iteration 35Q: 3 clusters Score -1666310 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 11381 members Entering Unmasked Estep Score: -1666311.750000 Penalty: 4701.390625 Iteration 36Q: 3 clusters Score -1666312 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 11383 members Entering Unmasked Estep Score: -1666312.750000 Penalty: 4701.390625 Iteration 37Q: 3 clusters Score -1666313 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 11386 members Entering Unmasked Estep Score: -1666310.375000 Penalty: 4701.390625 Iteration 38Q: 3 clusters Score -1666310 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 11385 members Entering Unmasked Estep Score: -1666310.375000 Penalty: 4701.390625 Iteration 39Q: 3 clusters Score -1666310 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 11386 members Entering Unmasked Estep Score: -1666311.750000 Penalty: 4701.390625 Iteration 40F: 3 clusters Score -1666312 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (583 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Entering Unmasked Estep Score: -70527.367188 Penalty: 1579.310303 Iteration 0F: 2 clusters Score -70527.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -68934.375000 Penalty: 3158.620605 Iteration 0F: 3 clusters Score -68934.38 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -69117.796875 Penalty: 3158.620605 Iteration 1F: 3 clusters Score -69117.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -69185.929688 Penalty: 3158.620605 Iteration 2F: 3 clusters Score -69185.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -69202.210938 Penalty: 3158.620605 Iteration 3Q: 3 clusters Score -69202.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -69206.117188 Penalty: 3158.620605 Iteration 4Q: 3 clusters Score -69206.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -69206.117188 Penalty: 3158.620605 Iteration 5F: 3 clusters Score -69206.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2050 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Entering Unmasked Estep Score: -252607.843750 Penalty: 1891.147583 Iteration 0F: 2 clusters Score -252607.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -249964.296875 Penalty: 3782.295166 Iteration 0F: 3 clusters Score -249964.3 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -250530.281250 Penalty: 3782.295166 Iteration 1F: 3 clusters Score -250530.3 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -250807.656250 Penalty: 3782.295166 Iteration 2F: 3 clusters Score -250807.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -251007.859375 Penalty: 3782.295166 Iteration 3F: 3 clusters Score -251007.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -251137.187500 Penalty: 3782.295166 Iteration 4F: 3 clusters Score -251137.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -251246.140625 Penalty: 3782.295166 Iteration 5Q: 3 clusters Score -251246.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -251343.328125 Penalty: 3782.295166 Iteration 6Q: 3 clusters Score -251343.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -251419.531250 Penalty: 3782.295166 Iteration 7Q: 3 clusters Score -251419.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -251487.828125 Penalty: 3782.295166 Iteration 8Q: 3 clusters Score -251487.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -251533.843750 Penalty: 3782.295166 Iteration 9Q: 3 clusters Score -251533.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -251586.187500 Penalty: 3782.295166 Iteration 10Q: 3 clusters Score -251586.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -251634.359375 Penalty: 3782.295166 Iteration 11Q: 3 clusters Score -251634.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -251660.187500 Penalty: 3782.295166 Iteration 12Q: 3 clusters Score -251660.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -251681.125000 Penalty: 3782.295166 Iteration 13Q: 3 clusters Score -251681.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -251697.890625 Penalty: 3782.295166 Iteration 14Q: 3 clusters Score -251697.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -251713.921875 Penalty: 3782.295166 Iteration 15Q: 3 clusters Score -251713.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -251726.562500 Penalty: 3782.295166 Iteration 16Q: 3 clusters Score -251726.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -251743.093750 Penalty: 3782.295166 Iteration 17Q: 3 clusters Score -251743.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -251759.015625 Penalty: 3782.295166 Iteration 18Q: 3 clusters Score -251759 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -251771.140625 Penalty: 3782.295166 Iteration 19Q: 3 clusters Score -251771.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -251776.140625 Penalty: 3782.295166 Iteration 20F: 3 clusters Score -251776.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -251780.593750 Penalty: 3782.295166 Iteration 21Q: 3 clusters Score -251780.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -251784.203125 Penalty: 3782.295166 Iteration 22Q: 3 clusters Score -251784.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -251790.203125 Penalty: 3782.295166 Iteration 23Q: 3 clusters Score -251790.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -251798.718750 Penalty: 3782.295166 Iteration 24Q: 3 clusters Score -251798.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -251804.125000 Penalty: 3782.295166 Iteration 25Q: 3 clusters Score -251804.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -251806.906250 Penalty: 3782.295166 Iteration 26Q: 3 clusters Score -251806.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -251809.234375 Penalty: 3782.295166 Iteration 27Q: 3 clusters Score -251809.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -251810.500000 Penalty: 3782.295166 Iteration 28Q: 3 clusters Score -251810.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -251813.359375 Penalty: 3782.295166 Iteration 29Q: 3 clusters Score -251813.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -251815.312500 Penalty: 3782.295166 Iteration 30Q: 3 clusters Score -251815.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -251819.359375 Penalty: 3782.295166 Iteration 31Q: 3 clusters Score -251819.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -251821.625000 Penalty: 3782.295166 Iteration 32Q: 3 clusters Score -251821.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -251822.000000 Penalty: 3782.295166 Iteration 33Q: 3 clusters Score -251822 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -251822.000000 Penalty: 3782.295166 Iteration 34F: 3 clusters Score -251822 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (835 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Entering Unmasked Estep Score: -85273.164062 Penalty: 1668.403076 Iteration 0F: 2 clusters Score -85273.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -83517.289062 Penalty: 3336.806152 Iteration 0F: 3 clusters Score -83517.29 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -84001.156250 Penalty: 3336.806152 Iteration 1F: 3 clusters Score -84001.16 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -84306.585938 Penalty: 3336.806152 Iteration 2F: 3 clusters Score -84306.59 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -84502.398438 Penalty: 3336.806152 Iteration 3F: 3 clusters Score -84502.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -84729.906250 Penalty: 3336.806152 Iteration 4F: 3 clusters Score -84729.91 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -84802.023438 Penalty: 3336.806152 Iteration 5Q: 3 clusters Score -84802.02 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -84887.460938 Penalty: 3336.806152 Iteration 6Q: 3 clusters Score -84887.46 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -84963.929688 Penalty: 3336.806152 Iteration 7Q: 3 clusters Score -84963.93 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -85048.054688 Penalty: 3336.806152 Iteration 8Q: 3 clusters Score -85048.05 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -85152.390625 Penalty: 3336.806152 Iteration 9Q: 3 clusters Score -85152.39 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -85199.015625 Penalty: 3336.806152 Iteration 10Q: 3 clusters Score -85199.02 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -85276.593750 Penalty: 3336.806152 Iteration 11Q: 3 clusters Score -85276.59 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -85339.578125 Penalty: 3336.806152 Iteration 12Q: 3 clusters Score -85339.58 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -85399.601562 Penalty: 3336.806152 Iteration 13Q: 3 clusters Score -85399.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -85444.062500 Penalty: 3336.806152 Iteration 14Q: 3 clusters Score -85444.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -85472.023438 Penalty: 3336.806152 Iteration 15Q: 3 clusters Score -85472.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -85488.328125 Penalty: 3336.806152 Iteration 16Q: 3 clusters Score -85488.33 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -85498.992188 Penalty: 3336.806152 Iteration 17Q: 3 clusters Score -85498.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -85518.218750 Penalty: 3336.806152 Iteration 18Q: 3 clusters Score -85518.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -85541.109375 Penalty: 3336.806152 Iteration 19Q: 3 clusters Score -85541.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -85551.656250 Penalty: 3336.806152 Iteration 20F: 3 clusters Score -85551.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -85556.476562 Penalty: 3336.806152 Iteration 21Q: 3 clusters Score -85556.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -85560.710938 Penalty: 3336.806152 Iteration 22Q: 3 clusters Score -85560.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -85565.843750 Penalty: 3336.806152 Iteration 23Q: 3 clusters Score -85565.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -85576.945312 Penalty: 3336.806152 Iteration 24Q: 3 clusters Score -85576.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -85585.015625 Penalty: 3336.806152 Iteration 25Q: 3 clusters Score -85585.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -85589.570312 Penalty: 3336.806152 Iteration 26Q: 3 clusters Score -85589.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -85593.078125 Penalty: 3336.806152 Iteration 27Q: 3 clusters Score -85593.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -85593.078125 Penalty: 3336.806152 Iteration 28F: 3 clusters Score -85593.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 54 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 627 members Mstep: Class 3 contains 50223 members Mstep: Class 4 contains 5080 members Mstep: Class 5 contains 9632 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 63792 members Mstep: Class 9 contains 1531 members Mstep: Class 10 contains 25571 members Mstep: Class 11 contains 1662 members Mstep: Class 12 contains 3179 members Mstep: Class 13 contains 2770 members Mstep: Class 14 contains 11565 members Mstep: Class 15 contains 428 members Mstep: Class 16 contains 239045 members Mstep: Class 17 contains 3251 members Mstep: Class 18 contains 2847 members Mstep: Class 19 contains 13077 members Mstep: Class 20 contains 583 members Mstep: Class 21 contains 2050 members Mstep: Class 22 contains 463 members Mstep: Class 23 contains 372 members Mstep: Class 24 contains 9492 members Entering Unmasked Estep Score: -55440744.000000 Penalty: 77460.750000 Splitting cluster 22 changes total score from -55441932.000000 to -55440744.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 24 (9492 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9492 members Entering Unmasked Estep Score: -1212896.375000 Penalty: 2271.234863 Iteration 0F: 2 clusters Score -1212896 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -1205599.625000 Penalty: 4542.469727 Iteration 0F: 3 clusters Score -1205600 nChanged 3934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4966 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -1207701.375000 Penalty: 4542.469727 Iteration 1F: 3 clusters Score -1207701 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5095 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -1208078.875000 Penalty: 4542.469727 Iteration 2F: 3 clusters Score -1208079 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5285 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -1208382.250000 Penalty: 4542.469727 Iteration 3F: 3 clusters Score -1208382 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5546 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -1208649.500000 Penalty: 4542.469727 Iteration 4F: 3 clusters Score -1208650 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -1208917.125000 Penalty: 4542.469727 Iteration 5Q: 3 clusters Score -1208917 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6137 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -1209228.375000 Penalty: 4542.469727 Iteration 6Q: 3 clusters Score -1209228 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6478 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -1209562.250000 Penalty: 4542.469727 Iteration 7Q: 3 clusters Score -1209562 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6789 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -1209861.125000 Penalty: 4542.469727 Iteration 8Q: 3 clusters Score -1209861 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7072 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -1210113.125000 Penalty: 4542.469727 Iteration 9Q: 3 clusters Score -1210113 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7309 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -1210316.625000 Penalty: 4542.469727 Iteration 10Q: 3 clusters Score -1210317 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7531 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -1210490.250000 Penalty: 4542.469727 Iteration 11Q: 3 clusters Score -1210490 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7726 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -1210622.500000 Penalty: 4542.469727 Iteration 12Q: 3 clusters Score -1210622 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7839 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -1210697.500000 Penalty: 4542.469727 Iteration 13Q: 3 clusters Score -1210698 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7951 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -1210772.000000 Penalty: 4542.469727 Iteration 14Q: 3 clusters Score -1210772 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8051 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -1210823.250000 Penalty: 4542.469727 Iteration 15Q: 3 clusters Score -1210823 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8128 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -1210861.500000 Penalty: 4542.469727 Iteration 16Q: 3 clusters Score -1210862 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8199 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -1210892.375000 Penalty: 4542.469727 Iteration 17Q: 3 clusters Score -1210892 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8257 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -1210925.500000 Penalty: 4542.469727 Iteration 18Q: 3 clusters Score -1210926 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8304 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -1210952.500000 Penalty: 4542.469727 Iteration 19Q: 3 clusters Score -1210952 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8340 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -1210970.500000 Penalty: 4542.469727 Iteration 20F: 3 clusters Score -1210970 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8368 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -1210983.625000 Penalty: 4542.469727 Iteration 21Q: 3 clusters Score -1210984 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8395 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -1210992.875000 Penalty: 4542.469727 Iteration 22Q: 3 clusters Score -1210993 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8412 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -1211001.750000 Penalty: 4542.469727 Iteration 23Q: 3 clusters Score -1211002 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8433 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -1211006.875000 Penalty: 4542.469727 Iteration 24Q: 3 clusters Score -1211007 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8451 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -1211015.125000 Penalty: 4542.469727 Iteration 25Q: 3 clusters Score -1211015 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8463 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -1211017.125000 Penalty: 4542.469727 Iteration 26Q: 3 clusters Score -1211017 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8471 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -1211019.500000 Penalty: 4542.469727 Iteration 27Q: 3 clusters Score -1211020 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8483 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -1211024.500000 Penalty: 4542.469727 Iteration 28Q: 3 clusters Score -1211024 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8496 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -1211028.000000 Penalty: 4542.469727 Iteration 29Q: 3 clusters Score -1211028 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8507 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -1211033.625000 Penalty: 4542.469727 Iteration 30Q: 3 clusters Score -1211034 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8512 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -1211036.250000 Penalty: 4542.469727 Iteration 31Q: 3 clusters Score -1211036 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8515 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -1211036.125000 Penalty: 4542.469727 Iteration 32Q: 3 clusters Score -1211036 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8517 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -1211037.125000 Penalty: 4542.469727 Iteration 33Q: 3 clusters Score -1211037 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8520 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -1211037.125000 Penalty: 4542.469727 Iteration 34Q: 3 clusters Score -1211037 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8521 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -1211038.625000 Penalty: 4542.469727 Iteration 35Q: 3 clusters Score -1211039 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8521 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -1211038.625000 Penalty: 4542.469727 Iteration 36F: 3 clusters Score -1211039 nChanged 0 --- Evaluating fit on full set of 1346275 points --- Entering Unmasked Estep Score: -166610208.000000 Penalty: 80499.710938 25->24 Clusters: Score -166610208.000000, best is -166795056.000000 Main iterations: 0 (time per=infms) Total iterations: 28362 (time per=235.866993ms) Iterations metric 2: 1383071088640.000000 (time per=4.836815ns) Iterations metric 3: 41494824091648.000000 (time per=161.216726ps) That took 6689.659668 seconds.